diff --git a/.gitignore b/.gitignore
index e12c099fc5868412417b8b9f52251161ee0217ed..470aca5314b4706dc53c5849fbb13ccf5820d9c2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,6 @@
*.pyc
model_infos.json
space
-.venv
\ No newline at end of file
+.venv
+results
+mteb
diff --git a/EXTERNAL_MODEL_RESULTS.json b/EXTERNAL_MODEL_RESULTS.json
index afb47b93076f7ca46d2a729621151ec07b019dfb..7640eaa9a896b18345a1872c5bde9a78fb617d9b 100644
--- a/EXTERNAL_MODEL_RESULTS.json
+++ b/EXTERNAL_MODEL_RESULTS.json
@@ -1457,173 +1457,6 @@
]
}
},
- "gte-Qwen1.5-7B-instruct": {
- "BitextMining": {
- "f1": [
- {
- "Model": "gte-Qwen1.5-7B-instruct"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "AmazonCounterfactualClassification (en)": 83.16,
- "AmazonPolarityClassification": 96.7,
- "AmazonReviewsClassification (en)": 62.17,
- "AmazonReviewsClassification (zh)": 52.95,
- "Banking77Classification": 81.68,
- "EmotionClassification": 54.53,
- "IFlyTek": 53.77,
- "ImdbClassification": 95.58,
- "JDReview": 88.2,
- "MTOPDomainClassification (en)": 95.75,
- "MTOPIntentClassification (en)": 84.26,
- "MassiveIntentClassification (zh-CN)": 76.25,
- "MassiveIntentClassification (en)": 78.47,
- "MassiveScenarioClassification (en)": 78.19,
- "MassiveScenarioClassification (zh-CN)": 77.26,
- "MultilingualSentiment": 77.42,
- "OnlineShopping": 94.48,
- "TNews": 51.24,
- "ToxicConversationsClassification": 78.75,
- "TweetSentimentExtractionClassification": 66.0,
- "Waimai": 88.63
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "ArxivClusteringP2P": 56.4,
- "ArxivClusteringS2S": 51.45,
- "BiorxivClusteringP2P": 49.01,
- "BiorxivClusteringS2S": 45.06,
- "CLSClusteringP2P": 47.21,
- "CLSClusteringS2S": 45.79,
- "MedrxivClusteringP2P": 44.37,
- "MedrxivClusteringS2S": 42.0,
- "RedditClustering": 73.37,
- "RedditClusteringP2P": 72.51,
- "StackExchangeClustering": 79.07,
- "StackExchangeClusteringP2P": 49.57,
- "ThuNewsClusteringP2P": 87.43,
- "ThuNewsClusteringS2S": 87.9,
- "TwentyNewsgroupsClustering": 51.31
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "Cmnli": 91.81,
- "Ocnli": 85.22,
- "SprintDuplicateQuestions": 95.99,
- "TwitterSemEval2015": 79.36,
- "TwitterURLCorpus": 86.79
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "AskUbuntuDupQuestions": 66.0,
- "CMedQAv1": 86.37,
- "CMedQAv2": 87.41,
- "MindSmallReranking": 32.71,
- "SciDocsRR": 87.89,
- "StackOverflowDupQuestions": 53.93,
- "T2Reranking": 68.11
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "ArguAna": 62.65,
- "BrightRetrieval (stackoverflow)": 19.85,
- "BrightRetrieval (earth_science)": 36.22,
- "BrightRetrieval (leetcode)": 25.46,
- "BrightRetrieval (theoremqa_questions)": 26.97,
- "BrightRetrieval (economics)": 17.72,
- "BrightRetrieval (robotics)": 13.47,
- "BrightRetrieval (pony)": 9.79,
- "BrightRetrieval (aops)": 14.36,
- "BrightRetrieval (psychology)": 24.61,
- "BrightRetrieval (theoremqa_theorems)": 26.66,
- "BrightRetrieval (biology)": 30.92,
- "BrightRetrieval (sustainable_living)": 14.93,
- "CQADupstackRetrieval": 40.64,
- "ClimateFEVER": 44.0,
- "CmedqaRetrieval": 43.47,
- "CovidRetrieval": 80.87,
- "DBPedia": 48.04,
- "DuRetrieval": 86.01,
- "EcomRetrieval": 66.46,
- "FEVER": 93.35,
- "FiQA2018": 55.31,
- "HotpotQA": 72.25,
- "MMarcoRetrieval": 73.83,
- "MSMARCO": 41.68,
- "MedicalRetrieval": 61.33,
- "NFCorpus": 38.25,
- "NQ": 61.79,
- "QuoraRetrieval": 89.61,
- "SCIDOCS": 27.69,
- "SciFact": 75.31,
- "T2Retrieval": 83.58,
- "TRECCOVID": 72.72,
- "Touche2020": 20.3,
- "VideoRetrieval": 69.41
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "AFQMC": 58.47,
- "ATEC": 55.46,
- "BIOSSES": 81.12,
- "BQ": 77.59,
- "LCQMC": 76.29,
- "PAWSX": 50.22,
- "QBQTC": 31.82,
- "SICK-R": 79.15,
- "STS12": 76.52,
- "STS13": 88.63,
- "STS14": 83.32,
- "STS15": 87.5,
- "STS16": 86.39,
- "STS17 (en-en)": 87.79,
- "STS22 (en)": 66.4,
- "STS22 (zh)": 67.36,
- "STSB": 81.37,
- "STSBenchmark": 87.35
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "SummEval": 31.46
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "gte-Qwen1.5-7B-instruct"
- }
- ]
- }
- },
"text-similarity-curie-001": {
"BitextMining": {
"f1": [
@@ -2719,83 +2552,6 @@
]
}
},
- "SFR-Embedding-Mistral": {
- "BitextMining": {
- "f1": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "SFR-Embedding-Mistral",
- "BrightRetrieval (sustainable_living)": 19.79,
- "BrightRetrieval (economics)": 17.84,
- "BrightRetrieval (theoremqa_theorems)": 24.05,
- "BrightRetrieval (aops)": 7.43,
- "BrightRetrieval (theoremqa_questions)": 23.05,
- "BrightRetrieval (psychology)": 18.97,
- "BrightRetrieval (stackoverflow)": 12.72,
- "BrightRetrieval (pony)": 1.97,
- "BrightRetrieval (leetcode)": 27.35,
- "BrightRetrieval (biology)": 19.49,
- "BrightRetrieval (earth_science)": 26.63,
- "BrightRetrieval (robotics)": 16.7
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "SFR-Embedding-Mistral"
- }
- ]
- }
- },
"glove.6B.300d": {
"BitextMining": {
"f1": [
@@ -4171,145 +3927,12 @@
]
}
},
- "voyage-large-2-instruct": {
+ "rubert-base-cased": {
"BitextMining": {
"f1": [
{
- "Model": "voyage-large-2-instruct"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "voyage-large-2-instruct",
- "AmazonCounterfactualClassification (en)": 77.6,
- "AmazonPolarityClassification": 96.58,
- "AmazonReviewsClassification (en)": 50.77,
- "Banking77Classification": 86.96,
- "EmotionClassification": 59.81,
- "ImdbClassification": 96.13,
- "MTOPDomainClassification (en)": 98.86,
- "MTOPIntentClassification (en)": 86.97,
- "MassiveIntentClassification (en)": 81.08,
- "MassiveScenarioClassification (en)": 87.95,
- "ToxicConversationsClassification": 83.58,
- "TweetSentimentExtractionClassification": 71.55
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "voyage-large-2-instruct",
- "ArxivClusteringP2P": 51.81,
- "ArxivClusteringS2S": 44.73,
- "BiorxivClusteringP2P": 46.07,
- "BiorxivClusteringS2S": 40.64,
- "MedrxivClusteringP2P": 42.94,
- "MedrxivClusteringS2S": 41.44,
- "RedditClustering": 68.5,
- "RedditClusteringP2P": 64.86,
- "StackExchangeClustering": 74.16,
- "StackExchangeClusteringP2P": 45.1,
- "TwentyNewsgroupsClustering": 66.62
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "voyage-large-2-instruct",
- "SprintDuplicateQuestions": 94.5,
- "TwitterSemEval2015": 86.32,
- "TwitterURLCorpus": 86.9
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "voyage-large-2-instruct",
- "AskUbuntuDupQuestions": 64.92,
- "MindSmallReranking": 30.97,
- "SciDocsRR": 89.34,
- "StackOverflowDupQuestions": 55.11
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "voyage-large-2-instruct",
- "ArguAna": 64.06,
- "BrightRetrieval (theoremqa_questions)": 26.06,
- "BrightRetrieval (earth_science)": 25.09,
- "BrightRetrieval (leetcode)": 30.6,
- "BrightRetrieval (economics)": 19.85,
- "BrightRetrieval (robotics)": 11.21,
- "BrightRetrieval (psychology)": 24.79,
- "BrightRetrieval (aops)": 7.45,
- "BrightRetrieval (sustainable_living)": 15.58,
- "BrightRetrieval (pony)": 1.48,
- "BrightRetrieval (theoremqa_theorems)": 10.13,
- "BrightRetrieval (biology)": 23.55,
- "BrightRetrieval (stackoverflow)": 15.03,
- "CQADupstackRetrieval": 46.6,
- "ClimateFEVER": 32.65,
- "DBPedia": 46.03,
- "FEVER": 91.47,
- "FiQA2018": 59.76,
- "HotpotQA": 70.86,
- "MSMARCO": 40.6,
- "NFCorpus": 40.32,
- "NQ": 65.92,
- "QuoraRetrieval": 87.4,
- "SCIDOCS": 24.32,
- "SciFact": 79.99,
- "TRECCOVID": 85.07,
- "Touche2020": 39.16
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "voyage-large-2-instruct",
- "BIOSSES": 89.24,
- "SICK-R": 83.16,
- "STS12": 73.34,
- "STS13": 88.49,
- "STS14": 86.49,
- "STS15": 91.13,
- "STS16": 85.68,
- "STS17 (en-en)": 90.06,
- "STS22 (en)": 66.32,
- "STSBenchmark": 89.22
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "voyage-large-2-instruct",
- "SummEval": 30.84
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "voyage-large-2-instruct"
- }
- ]
- }
- },
- "rubert-base-cased": {
- "BitextMining": {
- "f1": [
- {
- "Model": "rubert-base-cased",
- "Tatoeba (rus-Cyrl_eng-Latn)": 16.76
+ "Model": "rubert-base-cased",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 16.76
}
]
},
@@ -7556,83 +7179,6 @@
]
}
},
- "instructor-large": {
- "BitextMining": {
- "f1": [
- {
- "Model": "instructor-large"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "instructor-large"
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "instructor-large"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "instructor-large"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "instructor-large"
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "instructor-large",
- "BrightRetrieval (pony)": 1.32,
- "BrightRetrieval (sustainable_living)": 13.16,
- "BrightRetrieval (aops)": 7.94,
- "BrightRetrieval (biology)": 15.61,
- "BrightRetrieval (stackoverflow)": 11.21,
- "BrightRetrieval (theoremqa_theorems)": 9.29,
- "BrightRetrieval (psychology)": 21.94,
- "BrightRetrieval (economics)": 15.99,
- "BrightRetrieval (robotics)": 11.45,
- "BrightRetrieval (leetcode)": 20.0,
- "BrightRetrieval (earth_science)": 21.52,
- "BrightRetrieval (theoremqa_questions)": 20.07
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "instructor-large"
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "instructor-large"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "instructor-large"
- }
- ]
- }
- },
"bert-base-multilingual-uncased": {
"BitextMining": {
"f1": [
@@ -10137,111 +9683,11 @@
]
}
},
- "bge-large-en-v1.5": {
+ "allenai-specter": {
"BitextMining": {
"f1": [
{
- "Model": "bge-large-en-v1.5"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "bge-large-en-v1.5"
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "bge-large-en-v1.5"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "bge-large-en-v1.5"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "bge-large-en-v1.5"
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "bge-large-en-v1.5",
- "AILACasedocs": 25.15,
- "AILAStatutes": 20.74,
- "ARCChallenge": 9.99,
- "AlphaNLI": 13.13,
- "BrightRetrieval (stackoverflow)": 9.51,
- "BrightRetrieval (earth_science)": 24.15,
- "BrightRetrieval (aops)": 6.08,
- "BrightRetrieval (sustainable_living)": 13.27,
- "BrightRetrieval (psychology)": 17.44,
- "BrightRetrieval (robotics)": 12.21,
- "BrightRetrieval (theoremqa_theorems)": 5.51,
- "BrightRetrieval (pony)": 5.64,
- "BrightRetrieval (biology)": 11.96,
- "BrightRetrieval (theoremqa_questions)": 12.56,
- "BrightRetrieval (leetcode)": 26.68,
- "BrightRetrieval (economics)": 16.59,
- "GerDaLIRSmall": 3.96,
- "HellaSwag": 28.5,
- "LeCaRDv2": 22.68,
- "LegalBenchConsumerContractsQA": 73.52,
- "LegalBenchCorporateLobbying": 91.51,
- "LegalQuAD": 16.22,
- "LegalSummarization": 59.99,
- "PIQA": 27.99,
- "Quail": 1.83,
- "RARbCode": 48.12,
- "RARbMath": 57.36,
- "SIQA": 1.04,
- "SpartQA": 2.99,
- "TempReasonL1": 1.46,
- "TempReasonL2Fact": 24.25,
- "TempReasonL2Pure": 2.35,
- "TempReasonL3Fact": 20.64,
- "TempReasonL3Pure": 6.67,
- "WinoGrande": 19.18
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "bge-large-en-v1.5"
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "bge-large-en-v1.5"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "bge-large-en-v1.5"
- }
- ]
- }
- },
- "allenai-specter": {
- "BitextMining": {
- "f1": [
- {
- "Model": "allenai-specter"
+ "Model": "allenai-specter"
}
]
},
@@ -11312,101 +10758,6 @@
]
}
},
- "GritLM-7B": {
- "BitextMining": {
- "f1": [
- {
- "Model": "GritLM-7B"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "GritLM-7B"
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "GritLM-7B"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "GritLM-7B"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "GritLM-7B"
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "GritLM-7B",
- "ARCChallenge": 26.68,
- "AlphaNLI": 34.0,
- "BrightRetrieval (pony)": 21.98,
- "BrightRetrieval (robotics)": 17.31,
- "BrightRetrieval (economics)": 19.0,
- "BrightRetrieval (theoremqa_questions)": 23.34,
- "BrightRetrieval (leetcode)": 29.85,
- "BrightRetrieval (earth_science)": 32.77,
- "BrightRetrieval (stackoverflow)": 11.62,
- "BrightRetrieval (sustainable_living)": 18.04,
- "BrightRetrieval (biology)": 25.04,
- "BrightRetrieval (psychology)": 19.92,
- "BrightRetrieval (theoremqa_theorems)": 17.41,
- "BrightRetrieval (aops)": 8.91,
- "HellaSwag": 39.45,
- "PIQA": 44.35,
- "Quail": 11.69,
- "RARbCode": 84.0,
- "RARbMath": 82.35,
- "SIQA": 7.23,
- "SpartQA": 9.29,
- "TempReasonL1": 7.15,
- "TempReasonL2Fact": 58.38,
- "TempReasonL2Pure": 11.22,
- "TempReasonL3Fact": 44.29,
- "TempReasonL3Pure": 14.15,
- "WinoGrande": 53.74
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "GritLM-7B"
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "GritLM-7B"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "GritLM-7B",
- "Core17InstructionRetrieval": 2.62,
- "News21InstructionRetrieval": -1.01,
- "Robust04InstructionRetrieval": -1.68
- }
- ]
- }
- },
"bge-m3": {
"BitextMining": {
"f1": [
@@ -13236,163 +12587,6 @@
]
}
},
- "gte-Qwen2-7B-instruct": {
- "BitextMining": {
- "f1": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "gte-Qwen2-7B-instruct",
- "BrightRetrieval (earth_science)": 40.66,
- "BrightRetrieval (sustainable_living)": 20.82,
- "BrightRetrieval (theoremqa_theorems)": 28.15,
- "BrightRetrieval (aops)": 15.1,
- "BrightRetrieval (economics)": 16.18,
- "BrightRetrieval (pony)": 1.25,
- "BrightRetrieval (stackoverflow)": 13.95,
- "BrightRetrieval (leetcode)": 31.07,
- "BrightRetrieval (biology)": 32.09,
- "BrightRetrieval (theoremqa_questions)": 29.9,
- "BrightRetrieval (robotics)": 12.82,
- "BrightRetrieval (psychology)": 26.58
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "gte-Qwen2-7B-instruct"
- }
- ]
- }
- },
- "instructor-xl": {
- "BitextMining": {
- "f1": [
- {
- "Model": "instructor-xl"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "instructor-xl"
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "instructor-xl"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "instructor-xl"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "instructor-xl"
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "instructor-xl",
- "BrightRetrieval (aops)": 8.26,
- "BrightRetrieval (robotics)": 17.39,
- "BrightRetrieval (economics)": 22.81,
- "BrightRetrieval (stackoverflow)": 19.06,
- "BrightRetrieval (leetcode)": 27.5,
- "BrightRetrieval (theoremqa_questions)": 14.59,
- "BrightRetrieval (psychology)": 27.43,
- "BrightRetrieval (biology)": 21.91,
- "BrightRetrieval (theoremqa_theorems)": 6.5,
- "BrightRetrieval (earth_science)": 34.35,
- "BrightRetrieval (sustainable_living)": 18.82,
- "BrightRetrieval (pony)": 5.02
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "instructor-xl"
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "instructor-xl"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "instructor-xl",
- "Core17InstructionRetrieval": 0.69,
- "News21InstructionRetrieval": -0.9,
- "Robust04InstructionRetrieval": -8.08
- }
- ]
- }
- },
"mistral-embed": {
"BitextMining": {
"f1": [
@@ -13734,154 +12928,18 @@
]
}
},
- "google-gecko.text-embedding-preview-0409": {
+ "jina-embeddings-v2-base-en": {
"BitextMining": {
"f1": [
{
- "Model": "google-gecko.text-embedding-preview-0409"
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "google-gecko.text-embedding-preview-0409",
- "AmazonCounterfactualClassification (en)": 75.34,
- "AmazonPolarityClassification": 97.34,
- "AmazonReviewsClassification (en)": 51.17,
- "Banking77Classification": 88.62,
- "EmotionClassification": 52.51,
- "ImdbClassification": 95.65,
- "MTOPDomainClassification (en)": 98.35,
- "MTOPIntentClassification (en)": 83.43,
- "MassiveIntentClassification (en)": 80.22,
- "MassiveScenarioClassification (en)": 87.19,
- "ToxicConversationsClassification": 89.67,
- "TweetSentimentExtractionClassification": 74.52
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "google-gecko.text-embedding-preview-0409",
- "ArxivClusteringP2P": 46.27,
- "ArxivClusteringS2S": 38.36,
- "BiorxivClusteringP2P": 37.87,
- "BiorxivClusteringS2S": 35.67,
- "MedrxivClusteringP2P": 33.11,
- "MedrxivClusteringS2S": 31.54,
- "RedditClustering": 65.81,
- "RedditClusteringP2P": 66.62,
- "StackExchangeClustering": 74.52,
- "StackExchangeClusteringP2P": 37.63,
- "TwentyNewsgroupsClustering": 54.87
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "google-gecko.text-embedding-preview-0409",
- "SprintDuplicateQuestions": 96.26,
- "TwitterSemEval2015": 79.04,
- "TwitterURLCorpus": 87.53
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "google-gecko.text-embedding-preview-0409",
- "AskUbuntuDupQuestions": 64.4,
- "MindSmallReranking": 33.07,
- "SciDocsRR": 83.59,
- "StackOverflowDupQuestions": 54.56
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "google-gecko.text-embedding-preview-0409",
- "ArguAna": 62.18,
- "BrightRetrieval (earth_science)": 34.38,
- "BrightRetrieval (leetcode)": 29.64,
- "BrightRetrieval (theoremqa_questions)": 21.51,
- "BrightRetrieval (aops)": 9.33,
- "BrightRetrieval (sustainable_living)": 17.25,
- "BrightRetrieval (pony)": 3.59,
- "BrightRetrieval (theoremqa_theorems)": 16.77,
- "BrightRetrieval (stackoverflow)": 17.93,
- "BrightRetrieval (biology)": 22.98,
- "BrightRetrieval (robotics)": 15.98,
- "BrightRetrieval (economics)": 19.5,
- "BrightRetrieval (psychology)": 27.86,
- "CQADupstackRetrieval": 48.89,
- "ClimateFEVER": 33.21,
- "DBPedia": 47.12,
- "FEVER": 86.96,
- "FiQA2018": 59.24,
- "HotpotQA": 71.33,
- "MSMARCO": 32.58,
- "NFCorpus": 40.33,
- "NQ": 61.28,
- "QuoraRetrieval": 88.18,
- "SCIDOCS": 20.34,
- "SciFact": 75.42,
- "TRECCOVID": 82.62,
- "Touche2020": 25.86
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "google-gecko.text-embedding-preview-0409",
- "BIOSSES": 89.46,
- "SICK-R": 81.93,
- "STS12": 77.59,
- "STS13": 90.36,
- "STS14": 85.25,
- "STS15": 89.66,
- "STS16": 87.34,
- "STS17 (en-en)": 92.06,
- "STS22 (en)": 68.02,
- "STSBenchmark": 88.99
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "google-gecko.text-embedding-preview-0409",
- "SummEval": 32.63
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "google-gecko.text-embedding-preview-0409",
- "Core17InstructionRetrieval": 5.44,
- "News21InstructionRetrieval": 3.94,
- "Robust04InstructionRetrieval": -2.4
- }
- ]
- }
- },
- "jina-embeddings-v2-base-en": {
- "BitextMining": {
- "f1": [
- {
- "Model": "jina-embeddings-v2-base-en"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "jina-embeddings-v2-base-en"
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
@@ -15850,162 +14908,6 @@
]
}
},
- "e5-mistral-7b-instruct": {
- "BitextMining": {
- "f1": [
- {
- "Model": "e5-mistral-7b-instruct",
- "Tatoeba (rus-Cyrl_eng-Latn)": 93.75
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "e5-mistral-7b-instruct",
- "AmazonReviewsClassification (fr)": 36.71,
- "GeoreviewClassification (rus-Cyrl)": 50.25,
- "HeadlineClassification (rus-Cyrl)": 85.68,
- "InappropriatenessClassification (rus-Cyrl)": 67.19,
- "KinopoiskClassification (rus-Cyrl)": 65.49,
- "MTOPDomainClassification (fr)": 74.8,
- "MTOPIntentClassification (fr)": 53.97,
- "MasakhaNEWSClassification (fra)": 80.59,
- "MassiveIntentClassification (rus-Cyrl)": 76.08,
- "MassiveIntentClassification (fr)": 46.39,
- "MassiveScenarioClassification (rus-Cyrl)": 79.61,
- "MassiveScenarioClassification (fr)": 53.86,
- "RuReviewsClassification (rus-Cyrl)": 67.68,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 64.59,
- "RuSciBenchOECDClassification (rus-Cyrl)": 51.13
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "e5-mistral-7b-instruct",
- "AlloProfClusteringP2P": 61.06,
- "AlloProfClusteringS2S": 28.12,
- "GeoreviewClusteringP2P (rus-Cyrl)": 65.68,
- "HALClusteringS2S": 19.69,
- "MLSUMClusteringP2P": 45.59,
- "MLSUMClusteringS2S": 32.0,
- "MasakhaNEWSClusteringP2P (fra)": 52.47,
- "MasakhaNEWSClusteringS2S (fra)": 49.2,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 61.55,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 52.72
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "e5-mistral-7b-instruct",
- "OpusparcusPC (rus-Cyrl)": 91.44,
- "OpusparcusPC (fr)": 88.5,
- "PawsXPairClassification (fr)": 63.65,
- "TERRa (rus-Cyrl)": 59.38
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "e5-mistral-7b-instruct",
- "AlloprofReranking": 47.36,
- "RuBQReranking (rus-Cyrl)": 74.61,
- "SyntecReranking": 77.05
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "e5-mistral-7b-instruct",
- "AILACasedocs": 38.76,
- "AILAStatutes": 38.07,
- "ARCChallenge": 17.81,
- "AlloprofRetrieval": 16.46,
- "AlphaNLI": 26.12,
- "BSARDRetrieval": 0.0,
- "BrightRetrieval (sustainable_living)": 18.51,
- "BrightRetrieval (economics)": 15.49,
- "BrightRetrieval (theoremqa_theorems)": 23.78,
- "BrightRetrieval (aops)": 7.1,
- "BrightRetrieval (theoremqa_questions)": 23.94,
- "BrightRetrieval (stackoverflow)": 9.83,
- "BrightRetrieval (psychology)": 15.79,
- "BrightRetrieval (pony)": 4.81,
- "BrightRetrieval (leetcode)": 28.72,
- "BrightRetrieval (biology)": 18.84,
- "BrightRetrieval (earth_science)": 25.96,
- "BrightRetrieval (robotics)": 16.37,
- "GerDaLIRSmall": 37.18,
- "HellaSwag": 34.85,
- "LEMBNarrativeQARetrieval": 44.62,
- "LEMBNeedleRetrieval": 48.25,
- "LEMBPasskeyRetrieval": 71.0,
- "LEMBQMSumRetrieval": 43.63,
- "LEMBSummScreenFDRetrieval": 96.82,
- "LEMBWikimQARetrieval": 82.11,
- "LeCaRDv2": 68.56,
- "LegalBenchConsumerContractsQA": 75.46,
- "LegalBenchCorporateLobbying": 94.01,
- "LegalQuAD": 59.64,
- "LegalSummarization": 66.51,
- "MintakaRetrieval (fr)": 3.57,
- "PIQA": 39.37,
- "Quail": 7.01,
- "RARbCode": 78.46,
- "RARbMath": 72.16,
- "RiaNewsRetrieval (rus-Cyrl)": 81.94,
- "RuBQRetrieval (rus-Cyrl)": 73.98,
- "SIQA": 5.42,
- "SpartQA": 9.92,
- "SyntecRetrieval": 55.9,
- "TempReasonL1": 3.31,
- "TempReasonL2Fact": 36.9,
- "TempReasonL2Pure": 9.18,
- "TempReasonL3Fact": 30.18,
- "TempReasonL3Pure": 14.31,
- "WinoGrande": 41.21,
- "XPQARetrieval (fr)": 41.29
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "e5-mistral-7b-instruct",
- "RUParaPhraserSTS (rus-Cyrl)": 76.17,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 84.13,
- "SICKFr": 64.39,
- "STS22 (fr)": 69.82,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 84.25,
- "STSBenchmarkMultilingualSTS (fr)": 61.87
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "e5-mistral-7b-instruct",
- "SummEvalFr": 32.22
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "e5-mistral-7b-instruct",
- "Core17InstructionRetrieval": 0.09,
- "News21InstructionRetrieval": -0.86,
- "Robust04InstructionRetrieval": -9.59
- }
- ]
- }
- },
"gbert-large": {
"BitextMining": {
"f1": [
@@ -19942,4872 +18844,5868 @@
]
}
},
- "all-mpnet-base-v2": {
+ "e5-base-v2": {
"BitextMining": {
"f1": [
{
- "Model": "all-mpnet-base-v2",
- "BornholmBitextMining (dan-Latn)": 27.44,
- "Tatoeba (pol-Latn_eng-Latn)": 4.09,
- "Tatoeba (ita-Latn_eng-Latn)": 11.1,
- "Tatoeba (cat-Latn_eng-Latn)": 9.44,
- "Tatoeba (aze-Latn_eng-Latn)": 1.49,
- "Tatoeba (eus-Latn_eng-Latn)": 3.94,
- "Tatoeba (epo-Latn_eng-Latn)": 7.15,
- "Tatoeba (lit-Latn_eng-Latn)": 1.02,
- "Tatoeba (ast-Latn_eng-Latn)": 9.78,
- "Tatoeba (bul-Cyrl_eng-Latn)": 0.35,
- "Tatoeba (ceb-Latn_eng-Latn)": 4.41,
- "Tatoeba (mkd-Cyrl_eng-Latn)": 0.0,
- "Tatoeba (tzl-Latn_eng-Latn)": 3.55,
- "Tatoeba (zsm-Latn_eng-Latn)": 4.75,
- "Tatoeba (mhr-Cyrl_eng-Latn)": 0.17,
- "Tatoeba (pam-Latn_eng-Latn)": 4.32,
- "Tatoeba (amh-Ethi_eng-Latn)": 0.0,
- "Tatoeba (slv-Latn_eng-Latn)": 3.73,
- "Tatoeba (lvs-Latn_eng-Latn)": 2.98,
- "Tatoeba (sqi-Latn_eng-Latn)": 3.45,
- "Tatoeba (orv-Cyrl_eng-Latn)": 0.0,
- "Tatoeba (vie-Latn_eng-Latn)": 4.96,
- "Tatoeba (pes-Arab_eng-Latn)": 0.2,
- "Tatoeba (por-Latn_eng-Latn)": 10.48,
- "Tatoeba (dtp-Latn_eng-Latn)": 3.54,
- "Tatoeba (yid-Hebr_eng-Latn)": 0.08,
- "Tatoeba (isl-Latn_eng-Latn)": 3.86,
- "Tatoeba (cha-Latn_eng-Latn)": 12.2,
- "Tatoeba (ron-Latn_eng-Latn)": 7.34,
- "Tatoeba (hye-Armn_eng-Latn)": 0.14,
- "Tatoeba (mar-Deva_eng-Latn)": 0.11,
- "Tatoeba (hin-Deva_eng-Latn)": 0.02,
- "Tatoeba (kor-Hang_eng-Latn)": 0.32,
- "Tatoeba (srp-Cyrl_eng-Latn)": 1.89,
- "Tatoeba (csb-Latn_eng-Latn)": 4.19,
- "Tatoeba (jpn-Jpan_eng-Latn)": 1.71,
- "Tatoeba (ber-Tfng_eng-Latn)": 4.56,
- "Tatoeba (wuu-Hans_eng-Latn)": 0.91,
- "Tatoeba (jav-Latn_eng-Latn)": 3.17,
- "Tatoeba (nob-Latn_eng-Latn)": 4.37,
- "Tatoeba (bre-Latn_eng-Latn)": 3.65,
- "Tatoeba (kzj-Latn_eng-Latn)": 3.62,
- "Tatoeba (urd-Arab_eng-Latn)": 0.0,
- "Tatoeba (ces-Latn_eng-Latn)": 3.56,
- "Tatoeba (cbk-Latn_eng-Latn)": 9.33,
- "Tatoeba (gla-Latn_eng-Latn)": 2.04,
- "Tatoeba (war-Latn_eng-Latn)": 5.14,
- "Tatoeba (swh-Latn_eng-Latn)": 6.01,
- "Tatoeba (swg-Latn_eng-Latn)": 7.86,
- "Tatoeba (glg-Latn_eng-Latn)": 12.0,
- "Tatoeba (fao-Latn_eng-Latn)": 7.08,
- "Tatoeba (gsw-Latn_eng-Latn)": 10.67,
- "Tatoeba (rus-Cyrl_eng-Latn)": 0.14,
- "Tatoeba (kaz-Cyrl_eng-Latn)": 0.52,
- "Tatoeba (gle-Latn_eng-Latn)": 2.19,
- "Tatoeba (slk-Latn_eng-Latn)": 3.4,
- "Tatoeba (nno-Latn_eng-Latn)": 5.75,
- "Tatoeba (cor-Latn_eng-Latn)": 2.42,
- "Tatoeba (nov-Latn_eng-Latn)": 16.61,
- "Tatoeba (swe-Latn_eng-Latn)": 6.55,
- "Tatoeba (max-Deva_eng-Latn)": 6.46,
- "Tatoeba (oci-Latn_eng-Latn)": 8.57,
- "Tatoeba (lfn-Latn_eng-Latn)": 6.1,
- "Tatoeba (fra-Latn_eng-Latn)": 16.9,
- "Tatoeba (ben-Beng_eng-Latn)": 0.0,
- "Tatoeba (bel-Cyrl_eng-Latn)": 0.65,
- "Tatoeba (lat-Latn_eng-Latn)": 5.78,
- "Tatoeba (cmn-Hans_eng-Latn)": 2.22,
- "Tatoeba (kat-Geor_eng-Latn)": 0.43,
- "Tatoeba (bos-Latn_eng-Latn)": 4.6,
- "Tatoeba (xho-Latn_eng-Latn)": 3.3,
- "Tatoeba (tha-Thai_eng-Latn)": 0.0,
- "Tatoeba (cym-Latn_eng-Latn)": 4.88,
- "Tatoeba (deu-Latn_eng-Latn)": 11.46,
- "Tatoeba (awa-Deva_eng-Latn)": 0.44,
- "Tatoeba (ido-Latn_eng-Latn)": 9.84,
- "Tatoeba (tat-Cyrl_eng-Latn)": 0.24,
- "Tatoeba (kab-Latn_eng-Latn)": 1.31,
- "Tatoeba (uzb-Latn_eng-Latn)": 1.98,
- "Tatoeba (heb-Hebr_eng-Latn)": 0.28,
- "Tatoeba (ara-Arab_eng-Latn)": 0.1,
- "Tatoeba (fry-Latn_eng-Latn)": 12.43,
- "Tatoeba (afr-Latn_eng-Latn)": 6.08,
- "Tatoeba (kur-Latn_eng-Latn)": 3.65,
- "Tatoeba (pms-Latn_eng-Latn)": 7.63,
- "Tatoeba (ell-Grek_eng-Latn)": 0.0,
- "Tatoeba (spa-Latn_eng-Latn)": 10.12,
- "Tatoeba (dsb-Latn_eng-Latn)": 2.96,
- "Tatoeba (uig-Arab_eng-Latn)": 0.33,
- "Tatoeba (nld-Latn_eng-Latn)": 9.29,
- "Tatoeba (tel-Telu_eng-Latn)": 0.73,
- "Tatoeba (hrv-Latn_eng-Latn)": 3.77,
- "Tatoeba (nds-Latn_eng-Latn)": 10.96,
- "Tatoeba (hun-Latn_eng-Latn)": 3.23,
- "Tatoeba (est-Latn_eng-Latn)": 2.35,
- "Tatoeba (mal-Mlym_eng-Latn)": 0.15,
- "Tatoeba (khm-Khmr_eng-Latn)": 0.28,
- "Tatoeba (hsb-Latn_eng-Latn)": 3.12,
- "Tatoeba (tgl-Latn_eng-Latn)": 4.06,
- "Tatoeba (ang-Latn_eng-Latn)": 9.77,
- "Tatoeba (tur-Latn_eng-Latn)": 3.16,
- "Tatoeba (tuk-Latn_eng-Latn)": 2.23,
- "Tatoeba (ile-Latn_eng-Latn)": 17.84,
- "Tatoeba (mon-Cyrl_eng-Latn)": 0.81,
- "Tatoeba (yue-Hant_eng-Latn)": 1.16,
- "Tatoeba (ina-Latn_eng-Latn)": 22.55,
- "Tatoeba (tam-Taml_eng-Latn)": 0.73,
- "Tatoeba (ukr-Cyrl_eng-Latn)": 0.5,
- "Tatoeba (dan-Latn_eng-Latn)": 10.01,
- "Tatoeba (arq-Arab_eng-Latn)": 0.33,
- "Tatoeba (arz-Arab_eng-Latn)": 0.0,
- "Tatoeba (fin-Latn_eng-Latn)": 3.82,
- "Tatoeba (ind-Latn_eng-Latn)": 4.88
+ "Model": "e5-base-v2"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "e5-base-v2"
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "e5-base-v2",
+ "BiorxivClusteringP2P": 37.12,
+ "BiorxivClusteringS2S": 33.41,
+ "MedrxivClusteringP2P": 31.82,
+ "MedrxivClusteringS2S": 29.68,
+ "RedditClustering": 56.54,
+ "RedditClusteringP2P": 63.23,
+ "StackExchangeClustering": 64.6,
+ "StackExchangeClusteringP2P": 33.02,
+ "TwentyNewsgroupsClustering": 49.86
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "e5-base-v2"
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "e5-base-v2"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "e5-base-v2"
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "e5-base-v2"
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "e5-base-v2"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "e5-base-v2",
+ "Core17InstructionRetrieval": -2.9,
+ "News21InstructionRetrieval": -2.0,
+ "Robust04InstructionRetrieval": -6.73
+ }
+ ]
+ }
+ },
+ "text-search-babbage-001": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "text-search-babbage-001",
+ "ArguAna": 49.2,
+ "ClimateFEVER": 19.9,
+ "FEVER": 77.0,
+ "FiQA2018": 42.2,
+ "HotpotQA": 63.1,
+ "NFCorpus": 36.7,
+ "QuoraRetrieval": 69.7,
+ "SciFact": 70.4,
+ "TRECCOVID": 58.5,
+ "Touche2020": 29.7
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "text-search-babbage-001"
+ }
+ ]
+ }
+ },
+ "all-mpnet-base-v2-instruct": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "all-mpnet-base-v2-instruct",
+ "ARCChallenge": 10.35,
+ "AlphaNLI": 1.96,
+ "HellaSwag": 13.01,
+ "PIQA": 27.18,
+ "Quail": 3.02,
+ "RARbCode": 48.95,
+ "RARbMath": 69.21,
+ "SIQA": 1.29,
+ "SpartQA": 1.01,
+ "TempReasonL1": 1.52,
+ "TempReasonL2Fact": 7.28,
+ "TempReasonL2Pure": 1.03,
+ "TempReasonL3Fact": 7.03,
+ "TempReasonL3Pure": 5.16,
+ "WinoGrande": 9.66
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "all-mpnet-base-v2-instruct"
+ }
+ ]
+ }
+ },
+ "bge-small-en-v1.5-instruct": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "bge-small-en-v1.5-instruct",
+ "ARCChallenge": 7.72,
+ "AlphaNLI": 1.26,
+ "HellaSwag": 23.41,
+ "PIQA": 20.79,
+ "Quail": 2.01,
+ "RARbCode": 41.52,
+ "RARbMath": 46.5,
+ "SIQA": 0.98,
+ "SpartQA": 2.86,
+ "TempReasonL1": 1.27,
+ "TempReasonL2Fact": 16.72,
+ "TempReasonL2Pure": 1.1,
+ "TempReasonL3Fact": 12.81,
+ "TempReasonL3Pure": 4.63,
+ "WinoGrande": 5.35
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "bge-small-en-v1.5-instruct"
+ }
+ ]
+ }
+ },
+ "LaBSE-en-ru": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "LaBSE-en-ru",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.62
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "LaBSE-en-ru",
+ "GeoreviewClassification (rus-Cyrl)": 40.89,
+ "HeadlineClassification (rus-Cyrl)": 68.75,
+ "InappropriatenessClassification (rus-Cyrl)": 58.48,
+ "KinopoiskClassification (rus-Cyrl)": 49.85,
+ "MassiveIntentClassification (swa-Latn)": 19.98,
+ "MassiveIntentClassification (aze-Latn)": 19.52,
+ "MassiveIntentClassification (tur-Latn)": 24.12,
+ "MassiveIntentClassification (cmo-Hans)": 3.96,
+ "MassiveIntentClassification (amh-Ethi)": 2.76,
+ "MassiveIntentClassification (kan-Knda)": 2.86,
+ "MassiveIntentClassification (hin-Deva)": 3.29,
+ "MassiveIntentClassification (tgl-Latn)": 27.08,
+ "MassiveIntentClassification (tha-Thai)": 4.0,
+ "MassiveIntentClassification (swe-Latn)": 32.01,
+ "MassiveIntentClassification (deu-Latn)": 35.14,
+ "MassiveIntentClassification (spa-Latn)": 37.67,
+ "MassiveIntentClassification (por-Latn)": 39.84,
+ "MassiveIntentClassification (jpn-Jpan)": 4.78,
+ "MassiveIntentClassification (fin-Latn)": 31.11,
+ "MassiveIntentClassification (kat-Geor)": 2.87,
+ "MassiveIntentClassification (slv-Latn)": 35.66,
+ "MassiveIntentClassification (rus-Cyrl)": 60.53,
+ "MassiveIntentClassification (ita-Latn)": 43.32,
+ "MassiveIntentClassification (tel-Telu)": 2.72,
+ "MassiveIntentClassification (afr-Latn)": 30.59,
+ "MassiveIntentClassification (isl-Latn)": 25.61,
+ "MassiveIntentClassification (fas-Arab)": 3.71,
+ "MassiveIntentClassification (vie-Latn)": 23.0,
+ "MassiveIntentClassification (ben-Beng)": 3.35,
+ "MassiveIntentClassification (hye-Armn)": 2.8,
+ "MassiveIntentClassification (pol-Latn)": 31.3,
+ "MassiveIntentClassification (cym-Latn)": 26.59,
+ "MassiveIntentClassification (jav-Latn)": 26.84,
+ "MassiveIntentClassification (mon-Cyrl)": 35.97,
+ "MassiveIntentClassification (en)": 60.48,
+ "MassiveIntentClassification (msa-Latn)": 27.82,
+ "MassiveIntentClassification (nob-Latn)": 35.78,
+ "MassiveIntentClassification (heb-Hebr)": 2.33,
+ "MassiveIntentClassification (khm-Khmr)": 4.6,
+ "MassiveIntentClassification (nld-Latn)": 34.66,
+ "MassiveIntentClassification (ind-Latn)": 33.31,
+ "MassiveIntentClassification (mal-Mlym)": 2.63,
+ "MassiveIntentClassification (tam-Taml)": 2.22,
+ "MassiveIntentClassification (mya-Mymr)": 3.57,
+ "MassiveIntentClassification (urd-Arab)": 3.36,
+ "MassiveIntentClassification (dan-Latn)": 38.66,
+ "MassiveIntentClassification (cmo-Hant)": 5.29,
+ "MassiveIntentClassification (ron-Latn)": 37.45,
+ "MassiveIntentClassification (lav-Latn)": 23.92,
+ "MassiveIntentClassification (fra-Latn)": 40.29,
+ "MassiveIntentClassification (ell-Grek)": 11.14,
+ "MassiveIntentClassification (sqi-Latn)": 35.84,
+ "MassiveIntentClassification (hun-Latn)": 26.74,
+ "MassiveIntentClassification (kor-Kore)": 2.69,
+ "MassiveIntentClassification (ara-Arab)": 5.19,
+ "MassiveScenarioClassification (swa-Latn)": 25.61,
+ "MassiveScenarioClassification (aze-Latn)": 24.48,
+ "MassiveScenarioClassification (tur-Latn)": 31.38,
+ "MassiveScenarioClassification (cmo-Hans)": 9.98,
+ "MassiveScenarioClassification (amh-Ethi)": 7.59,
+ "MassiveScenarioClassification (kan-Knda)": 8.73,
+ "MassiveScenarioClassification (hin-Deva)": 8.77,
+ "MassiveScenarioClassification (tgl-Latn)": 35.12,
+ "MassiveScenarioClassification (tha-Thai)": 8.69,
+ "MassiveScenarioClassification (swe-Latn)": 35.83,
+ "MassiveScenarioClassification (deu-Latn)": 41.72,
+ "MassiveScenarioClassification (spa-Latn)": 43.33,
+ "MassiveScenarioClassification (por-Latn)": 44.62,
+ "MassiveScenarioClassification (jpn-Jpan)": 9.51,
+ "MassiveScenarioClassification (fin-Latn)": 33.79,
+ "MassiveScenarioClassification (kat-Geor)": 7.32,
+ "MassiveScenarioClassification (slv-Latn)": 37.6,
+ "MassiveScenarioClassification (rus-Cyrl)": 65.15,
+ "MassiveScenarioClassification (ita-Latn)": 47.28,
+ "MassiveScenarioClassification (tel-Telu)": 7.53,
+ "MassiveScenarioClassification (afr-Latn)": 37.27,
+ "MassiveScenarioClassification (isl-Latn)": 30.32,
+ "MassiveScenarioClassification (fas-Arab)": 6.83,
+ "MassiveScenarioClassification (vie-Latn)": 28.92,
+ "MassiveScenarioClassification (ben-Beng)": 8.57,
+ "MassiveScenarioClassification (hye-Armn)": 8.91,
+ "MassiveScenarioClassification (pol-Latn)": 33.75,
+ "MassiveScenarioClassification (cym-Latn)": 30.38,
+ "MassiveScenarioClassification (jav-Latn)": 33.94,
+ "MassiveScenarioClassification (mon-Cyrl)": 41.53,
+ "MassiveScenarioClassification (en)": 65.43,
+ "MassiveScenarioClassification (msa-Latn)": 36.28,
+ "MassiveScenarioClassification (nob-Latn)": 42.43,
+ "MassiveScenarioClassification (heb-Hebr)": 8.64,
+ "MassiveScenarioClassification (khm-Khmr)": 9.99,
+ "MassiveScenarioClassification (nld-Latn)": 41.47,
+ "MassiveScenarioClassification (ind-Latn)": 39.05,
+ "MassiveScenarioClassification (mal-Mlym)": 7.24,
+ "MassiveScenarioClassification (tam-Taml)": 7.71,
+ "MassiveScenarioClassification (mya-Mymr)": 9.94,
+ "MassiveScenarioClassification (urd-Arab)": 9.16,
+ "MassiveScenarioClassification (dan-Latn)": 44.69,
+ "MassiveScenarioClassification (cmo-Hant)": 10.48,
+ "MassiveScenarioClassification (ron-Latn)": 44.55,
+ "MassiveScenarioClassification (lav-Latn)": 26.26,
+ "MassiveScenarioClassification (fra-Latn)": 45.08,
+ "MassiveScenarioClassification (ell-Grek)": 19.46,
+ "MassiveScenarioClassification (sqi-Latn)": 40.9,
+ "MassiveScenarioClassification (hun-Latn)": 33.92,
+ "MassiveScenarioClassification (kor-Kore)": 7.37,
+ "MassiveScenarioClassification (ara-Arab)": 12.43,
+ "RuReviewsClassification (rus-Cyrl)": 58.01,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.8,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 40.36
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "LaBSE-en-ru",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 51.89,
+ "MLSUMClusteringP2P (rus-Cyrl)": 37.87,
+ "MLSUMClusteringS2S (rus-Cyrl)": 41.24,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.48,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.16
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "LaBSE-en-ru",
+ "OpusparcusPC (rus-Cyrl)": 87.18,
+ "TERRa (rus-Cyrl)": 55.61
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "LaBSE-en-ru",
+ "RuBQReranking (rus-Cyrl)": 54.83
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "LaBSE-en-ru",
+ "RiaNewsRetrieval (rus-Cyrl)": 34.73,
+ "RuBQRetrieval (rus-Cyrl)": 29.03
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "LaBSE-en-ru",
+ "RUParaPhraserSTS (rus-Cyrl)": 65.87,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 73.32,
+ "STS22 (deu-Latn)": 38.9,
+ "STS22 (en)": 59.47,
+ "STS22 (pol-Latn_eng-Latn)": 58.73,
+ "STS22 (spa-Latn)": 60.85,
+ "STS22 (fra-Latn)": 74.98,
+ "STS22 (deu-Latn_eng-Latn)": 47.98,
+ "STS22 (deu-Latn_fra-Latn)": 59.4,
+ "STS22 (deu-Latn_pol-Latn)": 39.48,
+ "STS22 (pol-Latn)": 32.74,
+ "STS22 (tur-Latn)": 55.04,
+ "STS22 (spa-Latn_eng-Latn)": 70.8,
+ "STS22 (rus-Cyrl)": 58.53,
+ "STS22 (ita-Latn)": 68.58,
+ "STS22 (fra-Latn_pol-Latn)": 61.98,
+ "STS22 (spa-Latn_ita-Latn)": 66.83,
+ "STS22 (cmn-Hans_eng-Latn)": 24.98,
+ "STS22 (ara-Arab)": 31.85,
+ "STS22 (cmn-Hans)": 35.1,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 73.02
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "LaBSE-en-ru"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "LaBSE-en-ru"
+ }
+ ]
+ }
+ },
+ "text2vec-base-chinese": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "text2vec-base-chinese"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "text2vec-base-chinese",
+ "AmazonReviewsClassification (zh)": 34.12,
+ "IFlyTek": 42.05,
+ "JDReview": 82.14,
+ "MassiveIntentClassification (zh-CN)": 63.98,
+ "MassiveScenarioClassification (zh-CN)": 70.52,
+ "MultilingualSentiment": 60.98,
+ "OnlineShopping": 85.69,
+ "TNews": 43.01,
+ "Waimai": 77.22
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "text2vec-base-chinese",
+ "CLSClusteringP2P": 35.27,
+ "CLSClusteringS2S": 32.42,
+ "ThuNewsClusteringP2P": 42.92,
+ "ThuNewsClusteringS2S": 40.01
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "text2vec-base-chinese",
+ "Cmnli": 73.87,
+ "Ocnli": 60.95
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "text2vec-base-chinese",
+ "CMedQAv1": 59.26,
+ "CMedQAv2": 59.82,
+ "MMarcoReranking": 12.76,
+ "T2Reranking": 65.95
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "text2vec-base-chinese",
+ "CmedqaRetrieval": 15.91,
+ "CovidRetrieval": 44.81,
+ "DuRetrieval": 52.23,
+ "EcomRetrieval": 34.6,
+ "MMarcoRetrieval": 44.06,
+ "MedicalRetrieval": 27.56,
+ "T2Retrieval": 51.67,
+ "VideoRetrieval": 39.52
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "text2vec-base-chinese",
+ "AFQMC": 26.06,
+ "ATEC": 31.93,
+ "BQ": 42.67,
+ "LCQMC": 70.16,
+ "PAWSX": 17.21,
+ "QBQTC": 24.62,
+ "STS22 (zh)": 55.35,
+ "STSB": 79.3
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "text2vec-base-chinese"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "text2vec-base-chinese"
+ }
+ ]
+ }
+ },
+ "herbert-base-retrieval-v2": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "herbert-base-retrieval-v2"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "herbert-base-retrieval-v2",
+ "AllegroReviews": 34.11,
+ "CBD": 68.35,
+ "MassiveIntentClassification (pl)": 65.53,
+ "MassiveScenarioClassification (pl)": 68.51,
+ "PAC": 68.4,
+ "PolEmo2.0-IN": 64.18,
+ "PolEmo2.0-OUT": 45.73
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "herbert-base-retrieval-v2",
+ "8TagsClustering": 28.15
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "herbert-base-retrieval-v2",
+ "CDSC-E": 63.31,
+ "PPC": 84.18,
+ "PSC": 98.87,
+ "SICK-E-PL": 54.93
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "herbert-base-retrieval-v2"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "herbert-base-retrieval-v2",
+ "ArguAna-PL": 41.97,
+ "DBPedia-PL": 24.07,
+ "FiQA-PL": 24.25,
+ "HotpotQA-PL": 43.41,
+ "MSMARCO-PL": 51.56,
+ "NFCorpus-PL": 25.95,
+ "NQ-PL": 35.09,
+ "Quora-PL": 78.86,
+ "SCIDOCS-PL": 11.0,
+ "SciFact-PL": 51.92,
+ "TRECCOVID-PL": 42.64
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "herbert-base-retrieval-v2",
+ "CDSC-R": 86.18,
+ "SICK-R-PL": 64.67,
+ "STS22 (pl)": 39.73
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "herbert-base-retrieval-v2"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "herbert-base-retrieval-v2"
+ }
+ ]
+ }
+ },
+ "voyage-law-2": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "voyage-law-2"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "all-mpnet-base-v2",
- "AllegroReviews (pol-Latn)": 22.99,
- "AmazonCounterfactualClassification (en-ext)": 67.5,
- "AmazonCounterfactualClassification (en)": 65.03,
- "AmazonCounterfactualClassification (deu-Latn)": 55.66,
- "AmazonCounterfactualClassification (jpn-Jpan)": 60.69,
- "AmazonPolarityClassification": 67.14,
- "AmazonReviewsClassification (en)": 31.44,
- "AmazonReviewsClassification (deu-Latn)": 26.05,
- "AmazonReviewsClassification (spa-Latn)": 27.73,
- "AmazonReviewsClassification (fra-Latn)": 28.49,
- "AmazonReviewsClassification (jpn-Jpan)": 23.65,
- "AmazonReviewsClassification (cmn-Hans)": 23.62,
- "AngryTweetsClassification (dan-Latn)": 44.13,
- "Banking77Classification": 81.7,
- "CBD (pol-Latn)": 50.25,
- "DanishPoliticalCommentsClassification (dan-Latn)": 28.31,
- "EmotionClassification": 42.22,
- "GeoreviewClassification (rus-Cyrl)": 25.93,
- "HeadlineClassification (rus-Cyrl)": 28.53,
- "IFlyTek (cmn-Hans)": 17.18,
- "ImdbClassification": 71.17,
- "InappropriatenessClassification (rus-Cyrl)": 51.82,
- "JDReview (cmn-Hans)": 60.19,
- "KinopoiskClassification (rus-Cyrl)": 34.18,
- "LccSentimentClassification (dan-Latn)": 39.27,
- "MTOPDomainClassification (en)": 91.89,
- "MTOPDomainClassification (deu-Latn)": 71.86,
- "MTOPDomainClassification (spa-Latn)": 71.3,
- "MTOPDomainClassification (fra-Latn)": 74.88,
- "MTOPDomainClassification (hin-Deva)": 39.93,
- "MTOPDomainClassification (tha-Thai)": 17.54,
- "MTOPIntentClassification (en)": 68.27,
- "MTOPIntentClassification (deu-Latn)": 44.36,
- "MTOPIntentClassification (spa-Latn)": 39.48,
- "MTOPIntentClassification (fra-Latn)": 37.57,
- "MTOPIntentClassification (hin-Deva)": 18.63,
- "MTOPIntentClassification (tha-Thai)": 5.42,
- "MasakhaNEWSClassification (amh-Ethi)": 36.49,
- "MasakhaNEWSClassification (eng)": 79.75,
- "MasakhaNEWSClassification (fra-Latn)": 77.77,
- "MasakhaNEWSClassification (hau-Latn)": 59.22,
- "MasakhaNEWSClassification (ibo-Latn)": 61.64,
- "MasakhaNEWSClassification (lin-Latn)": 74.0,
- "MasakhaNEWSClassification (lug-Latn)": 58.43,
- "MasakhaNEWSClassification (orm-Ethi)": 48.15,
- "MasakhaNEWSClassification (pcm-Latn)": 92.2,
- "MasakhaNEWSClassification (run-Latn)": 64.72,
- "MasakhaNEWSClassification (sna-Latn)": 73.69,
- "MasakhaNEWSClassification (som-Latn)": 49.97,
- "MasakhaNEWSClassification (swa-Latn)": 55.15,
- "MasakhaNEWSClassification (tir-Ethi)": 27.46,
- "MasakhaNEWSClassification (xho-Latn)": 60.98,
- "MasakhaNEWSClassification (yor-Latn)": 63.33,
- "MassiveIntentClassification (en)": 69.76,
- "MassiveIntentClassification (jav-Latn)": 31.75,
- "MassiveIntentClassification (fra-Latn)": 44.27,
- "MassiveIntentClassification (msa-Latn)": 30.53,
- "MassiveIntentClassification (hun-Latn)": 34.38,
- "MassiveIntentClassification (pol-Latn)": 34.26,
- "MassiveIntentClassification (nld-Latn)": 38.49,
- "MassiveIntentClassification (tha-Thai)": 8.51,
- "MassiveIntentClassification (tur-Latn)": 32.02,
- "MassiveIntentClassification (tam-Taml)": 9.25,
- "MassiveIntentClassification (hye-Armn)": 10.11,
- "MassiveIntentClassification (khm-Khmr)": 4.74,
- "MassiveIntentClassification (lav-Latn)": 35.08,
- "MassiveIntentClassification (deu-Latn)": 44.54,
- "MassiveIntentClassification (spa-Latn)": 39.75,
- "MassiveIntentClassification (ben-Beng)": 12.35,
- "MassiveIntentClassification (por-Latn)": 42.83,
- "MassiveIntentClassification (ara-Arab)": 20.42,
- "MassiveIntentClassification (cym-Latn)": 30.82,
- "MassiveIntentClassification (dan-Latn)": 42.36,
- "MassiveIntentClassification (mya-Mymr)": 4.6,
- "MassiveIntentClassification (heb-Hebr)": 23.6,
- "MassiveIntentClassification (kan-Knda)": 3.76,
- "MassiveIntentClassification (swa-Latn)": 31.82,
- "MassiveIntentClassification (fas-Arab)": 22.45,
- "MassiveIntentClassification (hin-Deva)": 17.68,
- "MassiveIntentClassification (kat-Geor)": 7.66,
- "MassiveIntentClassification (mal-Mlym)": 2.64,
- "MassiveIntentClassification (fin-Latn)": 34.58,
- "MassiveIntentClassification (slv-Latn)": 34.49,
- "MassiveIntentClassification (afr-Latn)": 36.49,
- "MassiveIntentClassification (urd-Arab)": 12.86,
- "MassiveIntentClassification (ron-Latn)": 38.07,
- "MassiveIntentClassification (sqi-Latn)": 37.26,
- "MassiveIntentClassification (cmo-Hant)": 22.43,
- "MassiveIntentClassification (ita-Latn)": 40.29,
- "MassiveIntentClassification (ind-Latn)": 36.31,
- "MassiveIntentClassification (nob-Latn)": 39.3,
- "MassiveIntentClassification (jpn-Jpan)": 33.13,
- "MassiveIntentClassification (aze-Latn)": 28.92,
- "MassiveIntentClassification (mon-Cyrl)": 19.65,
- "MassiveIntentClassification (ell-Grek)": 24.52,
- "MassiveIntentClassification (rus-Cyrl)": 23.98,
- "MassiveIntentClassification (kor-Kore)": 13.35,
- "MassiveIntentClassification (cmo-Hans)": 24.36,
- "MassiveIntentClassification (isl-Latn)": 31.46,
- "MassiveIntentClassification (swe-Latn)": 39.02,
- "MassiveIntentClassification (tel-Telu)": 2.26,
- "MassiveIntentClassification (vie-Latn)": 31.47,
- "MassiveIntentClassification (tgl-Latn)": 36.33,
- "MassiveIntentClassification (amh-Ethi)": 2.39,
- "MassiveScenarioClassification (en)": 75.67,
- "MassiveScenarioClassification (tur-Latn)": 39.11,
- "MassiveScenarioClassification (kat-Geor)": 13.45,
- "MassiveScenarioClassification (jpn-Jpan)": 40.57,
- "MassiveScenarioClassification (spa-Latn)": 50.92,
- "MassiveScenarioClassification (fas-Arab)": 27.8,
- "MassiveScenarioClassification (hun-Latn)": 41.01,
- "MassiveScenarioClassification (jav-Latn)": 40.0,
- "MassiveScenarioClassification (por-Latn)": 52.06,
- "MassiveScenarioClassification (sqi-Latn)": 44.67,
- "MassiveScenarioClassification (lav-Latn)": 39.28,
- "MassiveScenarioClassification (deu-Latn)": 54.09,
- "MassiveScenarioClassification (nld-Latn)": 47.79,
- "MassiveScenarioClassification (mon-Cyrl)": 25.58,
- "MassiveScenarioClassification (swa-Latn)": 40.34,
- "MassiveScenarioClassification (ben-Beng)": 17.49,
- "MassiveScenarioClassification (cym-Latn)": 34.82,
- "MassiveScenarioClassification (swe-Latn)": 44.53,
- "MassiveScenarioClassification (rus-Cyrl)": 28.71,
- "MassiveScenarioClassification (fra-Latn)": 54.26,
- "MassiveScenarioClassification (dan-Latn)": 49.45,
- "MassiveScenarioClassification (mya-Mymr)": 10.8,
- "MassiveScenarioClassification (ron-Latn)": 47.86,
- "MassiveScenarioClassification (cmo-Hans)": 35.33,
- "MassiveScenarioClassification (hin-Deva)": 23.13,
- "MassiveScenarioClassification (cmo-Hant)": 31.7,
- "MassiveScenarioClassification (afr-Latn)": 43.63,
- "MassiveScenarioClassification (aze-Latn)": 36.42,
- "MassiveScenarioClassification (msa-Latn)": 37.28,
- "MassiveScenarioClassification (ell-Grek)": 33.85,
- "MassiveScenarioClassification (isl-Latn)": 39.36,
- "MassiveScenarioClassification (fin-Latn)": 38.41,
- "MassiveScenarioClassification (ind-Latn)": 43.05,
- "MassiveScenarioClassification (pol-Latn)": 42.66,
- "MassiveScenarioClassification (tam-Taml)": 14.55,
- "MassiveScenarioClassification (ita-Latn)": 51.37,
- "MassiveScenarioClassification (urd-Arab)": 20.0,
- "MassiveScenarioClassification (kan-Knda)": 8.34,
- "MassiveScenarioClassification (tel-Telu)": 7.81,
- "MassiveScenarioClassification (mal-Mlym)": 7.69,
- "MassiveScenarioClassification (ara-Arab)": 27.8,
- "MassiveScenarioClassification (kor-Kore)": 17.28,
- "MassiveScenarioClassification (vie-Latn)": 35.9,
- "MassiveScenarioClassification (amh-Ethi)": 7.43,
- "MassiveScenarioClassification (heb-Hebr)": 25.49,
- "MassiveScenarioClassification (hye-Armn)": 16.86,
- "MassiveScenarioClassification (khm-Khmr)": 9.63,
- "MassiveScenarioClassification (slv-Latn)": 39.88,
- "MassiveScenarioClassification (tgl-Latn)": 47.04,
- "MassiveScenarioClassification (nob-Latn)": 45.75,
- "MassiveScenarioClassification (tha-Thai)": 17.01,
- "MultilingualSentiment (cmn-Hans)": 41.2,
- "NoRecClassification (nob-Latn)": 38.34,
- "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 50.15,
- "OnlineShopping (cmn-Hans)": 56.94,
- "PAC (pol-Latn)": 62.1,
- "PolEmo2.0-IN (pol-Latn)": 41.63,
- "PolEmo2.0-OUT (pol-Latn)": 25.0,
- "RuReviewsClassification (rus-Cyrl)": 42.33,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 13.29,
- "RuSciBenchOECDClassification (rus-Cyrl)": 10.62,
- "TNews (cmn-Hans)": 21.05,
- "ToxicConversationsClassification": 61.05,
- "TweetSentimentExtractionClassification": 55.05,
- "Waimai (cmn-Hans)": 63.31
+ "Model": "voyage-law-2",
+ "AmazonReviewsClassification (fr)": 41.98,
+ "MTOPDomainClassification (fr)": 90.12,
+ "MTOPIntentClassification (fr)": 62.44,
+ "MasakhaNEWSClassification (fra)": 76.42,
+ "MassiveIntentClassification (fr)": 66.94,
+ "MassiveScenarioClassification (fr)": 72.78
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "all-mpnet-base-v2",
- "ArxivClusteringP2P": 48.38,
- "ArxivClusteringS2S": 39.72,
- "BiorxivClusteringP2P": 39.62,
- "BiorxivClusteringS2S": 35.02,
- "GeoreviewClusteringP2P (rus-Cyrl)": 20.33,
- "MasakhaNEWSClusteringP2P (amh-Ethi)": 42.49,
- "MasakhaNEWSClusteringP2P (eng)": 67.24,
- "MasakhaNEWSClusteringP2P (fra-Latn)": 61.99,
- "MasakhaNEWSClusteringP2P (hau-Latn)": 37.17,
- "MasakhaNEWSClusteringP2P (ibo-Latn)": 52.0,
- "MasakhaNEWSClusteringP2P (lin-Latn)": 69.68,
- "MasakhaNEWSClusteringP2P (lug-Latn)": 50.96,
- "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.42,
- "MasakhaNEWSClusteringP2P (pcm-Latn)": 64.01,
- "MasakhaNEWSClusteringP2P (run-Latn)": 57.6,
- "MasakhaNEWSClusteringP2P (sna-Latn)": 54.99,
- "MasakhaNEWSClusteringP2P (som-Latn)": 31.16,
- "MasakhaNEWSClusteringP2P (swa-Latn)": 28.29,
- "MasakhaNEWSClusteringP2P (tir-Ethi)": 41.85,
- "MasakhaNEWSClusteringP2P (xho-Latn)": 35.24,
- "MasakhaNEWSClusteringP2P (yor-Latn)": 42.15,
- "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.48,
- "MasakhaNEWSClusteringS2S (eng)": 35.69,
- "MasakhaNEWSClusteringS2S (fra-Latn)": 41.05,
- "MasakhaNEWSClusteringS2S (hau-Latn)": 16.64,
- "MasakhaNEWSClusteringS2S (ibo-Latn)": 38.63,
- "MasakhaNEWSClusteringS2S (lin-Latn)": 70.72,
- "MasakhaNEWSClusteringS2S (lug-Latn)": 46.97,
- "MasakhaNEWSClusteringS2S (orm-Ethi)": 23.85,
- "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.7,
- "MasakhaNEWSClusteringS2S (run-Latn)": 52.27,
- "MasakhaNEWSClusteringS2S (sna-Latn)": 47.64,
- "MasakhaNEWSClusteringS2S (som-Latn)": 30.94,
- "MasakhaNEWSClusteringS2S (swa-Latn)": 17.12,
- "MasakhaNEWSClusteringS2S (tir-Ethi)": 42.01,
- "MasakhaNEWSClusteringS2S (xho-Latn)": 24.16,
- "MasakhaNEWSClusteringS2S (yor-Latn)": 35.04,
- "MedrxivClusteringP2P": 35.58,
- "MedrxivClusteringS2S": 32.87,
- "RedditClustering": 54.82,
- "RedditClusteringP2P": 56.77,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 14.66,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 12.49,
- "StackExchangeClustering": 53.8,
- "StackExchangeClusteringP2P": 34.28,
- "TwentyNewsgroupsClustering": 49.74
+ "Model": "voyage-law-2",
+ "AlloProfClusteringP2P": 62.5,
+ "AlloProfClusteringS2S": 44.28,
+ "HALClusteringS2S": 26.36,
+ "MLSUMClusteringP2P (fr)": 44.03,
+ "MLSUMClusteringS2S (fr)": 42.95,
+ "MasakhaNEWSClusteringP2P (fra)": 50.68,
+ "MasakhaNEWSClusteringS2S (fra)": 38.79
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "all-mpnet-base-v2",
- "CDSC-E (pol-Latn)": 45.37,
- "OpusparcusPC (deu-Latn)": 89.78,
- "OpusparcusPC (en)": 97.75,
- "OpusparcusPC (fin-Latn)": 85.82,
- "OpusparcusPC (fra-Latn)": 86.61,
- "OpusparcusPC (rus-Cyrl)": 79.85,
- "OpusparcusPC (swe-Latn)": 81.81,
- "PSC (pol-Latn)": 83.28,
- "PawsXPairClassification (deu-Latn)": 52.17,
- "PawsXPairClassification (en)": 61.99,
- "PawsXPairClassification (spa-Latn)": 55.06,
- "PawsXPairClassification (fra-Latn)": 56.42,
- "PawsXPairClassification (jpn-Hira)": 47.43,
- "PawsXPairClassification (kor-Hang)": 49.75,
- "PawsXPairClassification (cmn-Hans)": 52.47,
- "SICK-E-PL (pol-Latn)": 46.51,
- "SprintDuplicateQuestions": 90.15,
- "TERRa (rus-Cyrl)": 44.52,
- "TwitterSemEval2015": 73.85,
- "TwitterURLCorpus": 85.11
+ "Model": "voyage-law-2",
+ "OpusparcusPC (fr)": 93.06,
+ "PawsXPairClassification (fr)": 61.54
}
]
},
"Reranking": {
"map": [
{
- "Model": "all-mpnet-base-v2",
- "AlloprofReranking (fra-Latn)": 69.63,
- "AskUbuntuDupQuestions": 65.85,
- "MMarcoReranking (cmn-Hans)": 4.65,
- "MindSmallReranking": 30.97,
- "RuBQReranking (rus-Cyrl)": 30.96,
- "SciDocsRR": 88.65,
- "StackOverflowDupQuestions": 51.98,
- "SyntecReranking (fra-Latn)": 66.12,
- "T2Reranking (cmn-Hans)": 58.3
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "all-mpnet-base-v2",
- "AILACasedocs": 22.51,
- "AILAStatutes": 21.27,
- "ARCChallenge": 11.8,
- "AlloprofRetrieval (fra-Latn)": 34.27,
- "AlphaNLI": 22.41,
- "ArguAna": 46.52,
- "ArguAna-PL (pol-Latn)": 14.72,
- "BSARDRetrieval (fra-Latn)": 6.98,
- "BrightRetrieval (robotics)": 8.36,
- "BrightRetrieval (psychology)": 22.63,
- "BrightRetrieval (leetcode)": 26.4,
- "BrightRetrieval (biology)": 15.52,
- "BrightRetrieval (theoremqa_questions)": 18.49,
- "BrightRetrieval (economics)": 16.64,
- "BrightRetrieval (stackoverflow)": 9.48,
- "BrightRetrieval (pony)": 6.95,
- "BrightRetrieval (earth_science)": 20.11,
- "BrightRetrieval (theoremqa_theorems)": 12.38,
- "BrightRetrieval (sustainable_living)": 15.34,
- "BrightRetrieval (aops)": 5.32,
- "CQADupstackRetrieval": 44.96,
- "ClimateFEVER": 21.97,
- "CmedqaRetrieval (cmn-Hans)": 2.0,
- "CovidRetrieval (cmn-Hans)": 3.7,
- "DBPedia": 32.09,
- "DuRetrieval (cmn-Hans)": 4.92,
- "EcomRetrieval (cmn-Hans)": 3.94,
- "FEVER": 50.86,
- "FiQA-PL (pol-Latn)": 3.6,
- "FiQA2018": 49.96,
- "GerDaLIRSmall (deu-Latn)": 3.78,
- "HellaSwag": 26.27,
- "HotpotQA": 39.29,
- "LEMBNarrativeQARetrieval": 19.34,
- "LEMBNeedleRetrieval": 16.0,
- "LEMBPasskeyRetrieval": 24.5,
- "LEMBQMSumRetrieval": 21.54,
- "LEMBSummScreenFDRetrieval": 60.43,
- "LEMBWikimQARetrieval": 44.92,
- "LeCaRDv2 (zho-Hans)": 18.09,
- "LegalBenchConsumerContractsQA": 75.25,
- "LegalBenchCorporateLobbying": 89.04,
- "LegalQuAD (deu-Latn)": 10.67,
- "LegalSummarization": 58.55,
- "MMarcoRetrieval (cmn-Hans)": 7.13,
- "MSMARCO": 39.75,
- "MedicalRetrieval (cmn-Hans)": 1.71,
- "MintakaRetrieval (ara-Arab)": 1.97,
- "MintakaRetrieval (deu-Latn)": 17.21,
- "MintakaRetrieval (spa-Latn)": 10.11,
- "MintakaRetrieval (fra-Latn)": 12.93,
- "MintakaRetrieval (hin-Deva)": 2.05,
- "MintakaRetrieval (ita-Latn)": 5.63,
- "MintakaRetrieval (jpn-Hira)": 6.72,
- "MintakaRetrieval (por-Latn)": 8.05,
- "NFCorpus": 33.29,
- "NFCorpus-PL (pol-Latn)": 8.77,
- "NQ": 50.45,
- "PIQA": 29.03,
- "Quail": 3.41,
- "QuoraRetrieval": 87.46,
- "RARbCode": 53.21,
- "RARbMath": 71.85,
- "RuBQRetrieval (rus-Cyrl)": 4.75,
- "SCIDOCS": 23.76,
- "SCIDOCS-PL (pol-Latn)": 4.02,
- "SIQA": 2.38,
- "SciFact": 65.57,
- "SciFact-PL (pol-Latn)": 13.31,
- "SpartQA": 0.22,
- "SyntecRetrieval (fra-Latn)": 57.39,
- "T2Retrieval (cmn-Hans)": 2.98,
- "TRECCOVID": 51.33,
- "TRECCOVID-PL (pol-Latn)": 12.12,
- "TempReasonL1": 1.77,
- "TempReasonL2Fact": 11.2,
- "TempReasonL2Pure": 1.15,
- "TempReasonL3Fact": 9.42,
- "TempReasonL3Pure": 5.59,
- "Touche2020": 19.93,
- "VideoRetrieval (cmn-Hans)": 8.48,
- "WinoGrande": 20.8,
- "XPQARetrieval (ara-Arab_ara-Arab)": 9.42,
- "XPQARetrieval (eng-Latn_ara-Arab)": 2.39,
- "XPQARetrieval (ara-Arab_eng-Latn)": 8.98,
- "XPQARetrieval (deu-Latn_deu-Latn)": 55.82,
- "XPQARetrieval (eng-Latn_deu-Latn)": 11.74,
- "XPQARetrieval (deu-Latn_eng-Latn)": 30.44,
- "XPQARetrieval (spa-Latn_spa-Latn)": 40.01,
- "XPQARetrieval (eng-Latn_spa-Latn)": 6.12,
- "XPQARetrieval (spa-Latn_eng-Latn)": 29.44,
- "XPQARetrieval (fra-Latn_fra-Latn)": 51.94,
- "XPQARetrieval (eng-Latn_fra-Latn)": 11.48,
- "XPQARetrieval (fra-Latn_eng-Latn)": 32.52,
- "XPQARetrieval (hin-Deva_hin-Deva)": 37.48,
- "XPQARetrieval (eng-Latn_hin-Deva)": 5.11,
- "XPQARetrieval (hin-Deva_eng-Latn)": 7.37,
- "XPQARetrieval (ita-Latn_ita-Latn)": 54.2,
- "XPQARetrieval (eng-Latn_ita-Latn)": 6.08,
- "XPQARetrieval (ita-Latn_eng-Latn)": 30.32,
- "XPQARetrieval (jpn-Hira_jpn-Hira)": 37.45,
- "XPQARetrieval (eng-Latn_jpn-Hira)": 5.79,
- "XPQARetrieval (jpn-Hira_eng-Latn)": 14.77,
- "XPQARetrieval (kor-Hang_kor-Hang)": 10.4,
- "XPQARetrieval (eng-Latn_kor-Hang)": 7.09,
- "XPQARetrieval (kor-Hang_eng-Latn)": 6.95,
- "XPQARetrieval (pol-Latn_pol-Latn)": 23.67,
- "XPQARetrieval (eng-Latn_pol-Latn)": 8.83,
- "XPQARetrieval (pol-Latn_eng-Latn)": 15.94,
- "XPQARetrieval (por-Latn_por-Latn)": 33.56,
- "XPQARetrieval (eng-Latn_por-Latn)": 3.76,
- "XPQARetrieval (por-Latn_eng-Latn)": 23.45,
- "XPQARetrieval (tam-Taml_tam-Taml)": 5.53,
- "XPQARetrieval (eng-Latn_tam-Taml)": 3.3,
- "XPQARetrieval (tam-Taml_eng-Latn)": 4.0,
- "XPQARetrieval (cmn-Hans_cmn-Hans)": 23.84,
- "XPQARetrieval (eng-Latn_cmn-Hans)": 7.2,
- "XPQARetrieval (cmn-Hans_eng-Latn)": 12.84
+ "Model": "voyage-law-2",
+ "AlloprofReranking": 72.92,
+ "SyntecReranking": 91.2
}
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "all-mpnet-base-v2",
- "AFQMC (cmn-Hans)": 8.01,
- "ATEC (cmn-Hans)": 14.03,
- "BIOSSES": 80.43,
- "BQ (cmn-Hans)": 21.39,
- "CDSC-R (pol-Latn)": 77.04,
- "LCQMC (cmn-Hans)": 22.84,
- "PAWSX (cmn-Hans)": 6.44,
- "RUParaPhraserSTS (rus-Cyrl)": 42.15,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 55.68,
- "SICK-R": 80.59,
- "SICK-R-PL (pol-Latn)": 50.2,
- "SICKFr (fra-Latn)": 67.05,
- "STS12": 72.63,
- "STS13": 83.48,
- "STS14": 78.0,
- "STS15": 85.66,
- "STS16": 80.03,
- "STS17 (en-en)": 90.6,
- "STS17 (eng-Latn_ara-Arab)": 6.76,
- "STS17 (fra-Latn_eng-Latn)": 41.64,
- "STS17 (eng-Latn_tur-Latn)": -4.58,
- "STS17 (eng-Latn_deu-Latn)": 35.5,
- "STS17 (spa-Latn_eng-Latn)": 25.28,
- "STS17 (ita-Latn_eng-Latn)": 31.8,
- "STS17 (spa-Latn)": 78.4,
- "STS17 (kor-Hang)": 39.11,
- "STS17 (ara-Arab)": 55.42,
- "STS17 (nld-Latn_eng-Latn)": 32.89,
- "STS22 (en)": 68.39,
- "STS22 (spa-Latn_eng-Latn)": 55.09,
- "STS22 (deu-Latn_pol-Latn)": 23.53,
- "STS22 (cmn-Hans_eng-Latn)": 40.47,
- "STS22 (pol-Latn)": 24.21,
- "STS22 (tur-Latn)": 29.35,
- "STS22 (spa-Latn_ita-Latn)": 41.61,
- "STS22 (fra-Latn_pol-Latn)": 73.25,
- "STS22 (rus-Cyrl)": 15.83,
- "STS22 (deu-Latn)": 27.0,
- "STS22 (spa-Latn)": 55.98,
- "STS22 (pol-Latn_eng-Latn)": 51.07,
- "STS22 (fra-Latn)": 77.1,
- "STS22 (deu-Latn_eng-Latn)": 49.73,
- "STS22 (ara-Arab)": 38.96,
- "STS22 (deu-Latn_fra-Latn)": 31.39,
- "STS22 (ita-Latn)": 58.02,
- "STS22 (cmn-Hans)": 42.24,
- "STSB (cmn-Hans)": 37.7,
- "STSBenchmark": 83.42,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 57.01,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.54,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 65.15,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 62.72,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 65.78,
- "STSBenchmarkMultilingualSTS (en)": 83.42,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 61.43,
- "STSBenchmarkMultilingualSTS (por-Latn)": 62.12,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.43,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "voyage-law-2",
+ "AILACasedocs": 44.56,
+ "AILAStatutes": 45.51,
+ "AlloprofRetrieval": 57.28,
+ "BSARDRetrieval": 11.83,
+ "GerDaLIRSmall": 44.91,
+ "LEMBNarrativeQARetrieval": 55.78,
+ "LEMBNeedleRetrieval": 80.5,
+ "LEMBPasskeyRetrieval": 93.75,
+ "LEMBQMSumRetrieval": 57.26,
+ "LEMBSummScreenFDRetrieval": 98.72,
+ "LEMBWikimQARetrieval": 87.08,
+ "LeCaRDv2": 72.75,
+ "LegalBenchConsumerContractsQA": 83.27,
+ "LegalBenchCorporateLobbying": 95.66,
+ "LegalQuAD": 67.47,
+ "LegalSummarization": 68.96,
+ "MintakaRetrieval (fr)": 34.92,
+ "SyntecRetrieval": 87.33,
+ "XPQARetrieval (fr)": 73.56
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "voyage-law-2",
+ "SICKFr": 74.09,
+ "STS22 (fr)": 83.75,
+ "STSBenchmarkMultilingualSTS (fr)": 83.02
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "all-mpnet-base-v2",
- "SummEval": 27.49,
- "SummEvalFr (fra-Latn)": 28.11
+ "Model": "voyage-law-2",
+ "SummEvalFr": 30.34
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "all-mpnet-base-v2"
+ "Model": "voyage-law-2"
}
]
}
},
- "e5-base-v2": {
+ "bert-base-multilingual-cased": {
"BitextMining": {
"f1": [
{
- "Model": "e5-base-v2"
+ "Model": "bert-base-multilingual-cased"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "e5-base-v2"
+ "Model": "bert-base-multilingual-cased",
+ "AmazonReviewsClassification (fr)": 29.39,
+ "MTOPDomainClassification (fr)": 63.61,
+ "MTOPIntentClassification (fr)": 37.84,
+ "MasakhaNEWSClassification (fra)": 64.0,
+ "MassiveIntentClassification (fr)": 37.3,
+ "MassiveScenarioClassification (fr)": 44.47
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "e5-base-v2",
- "BiorxivClusteringP2P": 37.12,
- "BiorxivClusteringS2S": 33.41,
- "MedrxivClusteringP2P": 31.82,
- "MedrxivClusteringS2S": 29.68,
- "RedditClustering": 56.54,
- "RedditClusteringP2P": 63.23,
- "StackExchangeClustering": 64.6,
- "StackExchangeClusteringP2P": 33.02,
- "TwentyNewsgroupsClustering": 49.86
+ "Model": "bert-base-multilingual-cased",
+ "AlloProfClusteringP2P": 51.5,
+ "AlloProfClusteringS2S": 43.06,
+ "HALClusteringS2S": 20.81,
+ "MLSUMClusteringP2P": 40.9,
+ "MLSUMClusteringS2S": 31.8,
+ "MasakhaNEWSClusteringP2P (fra)": 24.23,
+ "MasakhaNEWSClusteringS2S (fra)": 24.46
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-base-v2"
+ "Model": "bert-base-multilingual-cased",
+ "OpusparcusPC (fr)": 86.77,
+ "PawsXPairClassification (fr)": 53.39
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-base-v2"
+ "Model": "bert-base-multilingual-cased",
+ "AlloprofReranking": 36.23,
+ "SyntecReranking": 53.25
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-base-v2"
+ "Model": "bert-base-multilingual-cased",
+ "AlloprofRetrieval": 1.63,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 3.55,
+ "SyntecRetrieval": 18.95,
+ "XPQARetrieval (fr)": 18.49
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-base-v2"
+ "Model": "bert-base-multilingual-cased",
+ "SICKFr": 58.75,
+ "STS22 (fr)": 39.05,
+ "STSBenchmarkMultilingualSTS (fr)": 52.25
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "e5-base-v2"
+ "Model": "bert-base-multilingual-cased",
+ "SummEvalFr": 28.81
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-base-v2",
- "Core17InstructionRetrieval": -2.9,
- "News21InstructionRetrieval": -2.0,
- "Robust04InstructionRetrieval": -6.73
+ "Model": "bert-base-multilingual-cased"
}
]
}
},
- "text-search-babbage-001": {
+ "LLM2Vec-Meta-Llama-3-unsupervised": {
"BitextMining": {
"f1": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
+ "AmazonCounterfactualClassification (en)": 75.7,
+ "AmazonPolarityClassification": 80.68,
+ "AmazonReviewsClassification (en)": 40.0,
+ "Banking77Classification": 84.77,
+ "EmotionClassification": 47.08,
+ "ImdbClassification": 75.19,
+ "MTOPDomainClassification (en)": 94.47,
+ "MTOPIntentClassification (en)": 81.09,
+ "MassiveIntentClassification (en)": 75.01,
+ "MassiveScenarioClassification (en)": 79.16,
+ "ToxicConversationsClassification": 71.85,
+ "TweetSentimentExtractionClassification": 57.61
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
+ "ArxivClusteringP2P": 49.22,
+ "ArxivClusteringS2S": 41.71,
+ "BiorxivClusteringP2P": 38.39,
+ "BiorxivClusteringS2S": 31.31,
+ "MedrxivClusteringP2P": 31.47,
+ "MedrxivClusteringS2S": 27.87,
+ "RedditClustering": 43.67,
+ "RedditClusteringP2P": 61.67,
+ "StackExchangeClustering": 68.2,
+ "StackExchangeClusteringP2P": 36.36,
+ "TwentyNewsgroupsClustering": 32.01
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
+ "SprintDuplicateQuestions": 88.14,
+ "TwitterSemEval2015": 66.6,
+ "TwitterURLCorpus": 79.3
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
+ "AskUbuntuDupQuestions": 57.16,
+ "MindSmallReranking": 30.1,
+ "SciDocsRR": 76.28,
+ "StackOverflowDupQuestions": 48.82
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-search-babbage-001",
- "ArguAna": 49.2,
- "ClimateFEVER": 19.9,
- "FEVER": 77.0,
- "FiQA2018": 42.2,
- "HotpotQA": 63.1,
- "NFCorpus": 36.7,
- "QuoraRetrieval": 69.7,
- "SciFact": 70.4,
- "TRECCOVID": 58.5,
- "Touche2020": 29.7
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
+ "ArguAna": 51.73,
+ "CQADupstackRetrieval": 32.4,
+ "ClimateFEVER": 23.58,
+ "DBPedia": 26.78,
+ "FEVER": 53.42,
+ "FiQA2018": 28.56,
+ "HotpotQA": 52.37,
+ "MSMARCO": 17.47,
+ "NFCorpus": 26.28,
+ "NQ": 37.65,
+ "QuoraRetrieval": 84.64,
+ "SCIDOCS": 10.39,
+ "SciFact": 66.36,
+ "TRECCOVID": 63.34,
+ "Touche2020": 12.82
}
]
},
"STS": {
"spearman": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
+ "BIOSSES": 84.67,
+ "SICK-R": 72.16,
+ "STS12": 61.6,
+ "STS13": 79.71,
+ "STS14": 72.11,
+ "STS15": 82.18,
+ "STS16": 79.41,
+ "STS17 (en-en)": 85.44,
+ "STS22 (en)": 63.9,
+ "STSBenchmark": 77.44
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
+ "SummEval": 31.45
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text-search-babbage-001"
+ "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
}
]
}
},
- "all-mpnet-base-v2-instruct": {
+ "text-search-davinci-001": {
"BitextMining": {
"f1": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
},
"Reranking": {
"map": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "all-mpnet-base-v2-instruct",
- "ARCChallenge": 10.35,
- "AlphaNLI": 1.96,
- "HellaSwag": 13.01,
- "PIQA": 27.18,
- "Quail": 3.02,
- "RARbCode": 48.95,
- "RARbMath": 69.21,
- "SIQA": 1.29,
- "SpartQA": 1.01,
- "TempReasonL1": 1.52,
- "TempReasonL2Fact": 7.28,
- "TempReasonL2Pure": 1.03,
- "TempReasonL3Fact": 7.03,
- "TempReasonL3Pure": 5.16,
- "WinoGrande": 9.66
+ "Model": "text-search-davinci-001",
+ "ArguAna": 43.5,
+ "ClimateFEVER": 22.3,
+ "FEVER": 77.5,
+ "FiQA2018": 51.2,
+ "HotpotQA": 68.8,
+ "NFCorpus": 40.7,
+ "QuoraRetrieval": 63.8,
+ "SciFact": 75.4,
+ "TRECCOVID": 64.9,
+ "Touche2020": 29.1
}
]
},
"STS": {
"spearman": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "all-mpnet-base-v2-instruct"
+ "Model": "text-search-davinci-001"
}
]
}
},
- "bge-small-en-v1.5-instruct": {
+ "m3e-base": {
"BitextMining": {
"f1": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base",
+ "AmazonReviewsClassification (zh)": 43.02,
+ "IFlyTek": 44.42,
+ "JDReview": 85.33,
+ "MassiveIntentClassification (zh-CN)": 68.4,
+ "MassiveScenarioClassification (zh-CN)": 74.6,
+ "MultilingualSentiment": 71.9,
+ "OnlineShopping": 87.77,
+ "TNews": 48.28,
+ "Waimai": 83.99
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base",
+ "CLSClusteringP2P": 39.81,
+ "CLSClusteringS2S": 37.34,
+ "ThuNewsClusteringP2P": 59.77,
+ "ThuNewsClusteringS2S": 53.78
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base",
+ "Cmnli": 69.98,
+ "Ocnli": 58.0
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base",
+ "CMedQAv1": 77.05,
+ "CMedQAv2": 76.76,
+ "MMarcoReranking": 17.51,
+ "T2Reranking": 66.03
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-small-en-v1.5-instruct",
- "ARCChallenge": 7.72,
- "AlphaNLI": 1.26,
- "HellaSwag": 23.41,
- "PIQA": 20.79,
- "Quail": 2.01,
- "RARbCode": 41.52,
- "RARbMath": 46.5,
- "SIQA": 0.98,
- "SpartQA": 2.86,
- "TempReasonL1": 1.27,
- "TempReasonL2Fact": 16.72,
- "TempReasonL2Pure": 1.1,
- "TempReasonL3Fact": 12.81,
- "TempReasonL3Pure": 4.63,
- "WinoGrande": 5.35
+ "Model": "m3e-base",
+ "CmedqaRetrieval": 30.33,
+ "CovidRetrieval": 66.42,
+ "DuRetrieval": 75.76,
+ "EcomRetrieval": 50.27,
+ "MMarcoRetrieval": 65.46,
+ "MedicalRetrieval": 42.79,
+ "T2Retrieval": 73.14,
+ "VideoRetrieval": 51.11
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base",
+ "AFQMC": 35.87,
+ "ATEC": 41.27,
+ "BQ": 63.81,
+ "LCQMC": 74.88,
+ "PAWSX": 12.19,
+ "QBQTC": 32.07,
+ "STS22 (zh)": 66.73,
+ "STSB": 76.97
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "m3e-base"
}
]
}
},
- "LaBSE-en-ru": {
+ "multilingual-e5-large": {
"BitextMining": {
"f1": [
{
- "Model": "LaBSE-en-ru",
- "Tatoeba (rus-Cyrl_eng-Latn)": 93.62
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "LaBSE-en-ru",
- "GeoreviewClassification (rus-Cyrl)": 40.89,
- "HeadlineClassification (rus-Cyrl)": 68.75,
- "InappropriatenessClassification (rus-Cyrl)": 58.48,
- "KinopoiskClassification (rus-Cyrl)": 49.85,
- "MassiveIntentClassification (swa-Latn)": 19.98,
- "MassiveIntentClassification (aze-Latn)": 19.52,
- "MassiveIntentClassification (tur-Latn)": 24.12,
- "MassiveIntentClassification (cmo-Hans)": 3.96,
- "MassiveIntentClassification (amh-Ethi)": 2.76,
- "MassiveIntentClassification (kan-Knda)": 2.86,
- "MassiveIntentClassification (hin-Deva)": 3.29,
- "MassiveIntentClassification (tgl-Latn)": 27.08,
- "MassiveIntentClassification (tha-Thai)": 4.0,
- "MassiveIntentClassification (swe-Latn)": 32.01,
- "MassiveIntentClassification (deu-Latn)": 35.14,
- "MassiveIntentClassification (spa-Latn)": 37.67,
- "MassiveIntentClassification (por-Latn)": 39.84,
- "MassiveIntentClassification (jpn-Jpan)": 4.78,
- "MassiveIntentClassification (fin-Latn)": 31.11,
- "MassiveIntentClassification (kat-Geor)": 2.87,
- "MassiveIntentClassification (slv-Latn)": 35.66,
- "MassiveIntentClassification (rus-Cyrl)": 60.53,
- "MassiveIntentClassification (ita-Latn)": 43.32,
- "MassiveIntentClassification (tel-Telu)": 2.72,
- "MassiveIntentClassification (afr-Latn)": 30.59,
- "MassiveIntentClassification (isl-Latn)": 25.61,
- "MassiveIntentClassification (fas-Arab)": 3.71,
- "MassiveIntentClassification (vie-Latn)": 23.0,
- "MassiveIntentClassification (ben-Beng)": 3.35,
- "MassiveIntentClassification (hye-Armn)": 2.8,
- "MassiveIntentClassification (pol-Latn)": 31.3,
- "MassiveIntentClassification (cym-Latn)": 26.59,
- "MassiveIntentClassification (jav-Latn)": 26.84,
- "MassiveIntentClassification (mon-Cyrl)": 35.97,
- "MassiveIntentClassification (en)": 60.48,
- "MassiveIntentClassification (msa-Latn)": 27.82,
- "MassiveIntentClassification (nob-Latn)": 35.78,
- "MassiveIntentClassification (heb-Hebr)": 2.33,
- "MassiveIntentClassification (khm-Khmr)": 4.6,
- "MassiveIntentClassification (nld-Latn)": 34.66,
- "MassiveIntentClassification (ind-Latn)": 33.31,
- "MassiveIntentClassification (mal-Mlym)": 2.63,
- "MassiveIntentClassification (tam-Taml)": 2.22,
- "MassiveIntentClassification (mya-Mymr)": 3.57,
- "MassiveIntentClassification (urd-Arab)": 3.36,
- "MassiveIntentClassification (dan-Latn)": 38.66,
- "MassiveIntentClassification (cmo-Hant)": 5.29,
- "MassiveIntentClassification (ron-Latn)": 37.45,
- "MassiveIntentClassification (lav-Latn)": 23.92,
- "MassiveIntentClassification (fra-Latn)": 40.29,
- "MassiveIntentClassification (ell-Grek)": 11.14,
- "MassiveIntentClassification (sqi-Latn)": 35.84,
- "MassiveIntentClassification (hun-Latn)": 26.74,
- "MassiveIntentClassification (kor-Kore)": 2.69,
- "MassiveIntentClassification (ara-Arab)": 5.19,
- "MassiveScenarioClassification (swa-Latn)": 25.61,
- "MassiveScenarioClassification (aze-Latn)": 24.48,
- "MassiveScenarioClassification (tur-Latn)": 31.38,
- "MassiveScenarioClassification (cmo-Hans)": 9.98,
- "MassiveScenarioClassification (amh-Ethi)": 7.59,
- "MassiveScenarioClassification (kan-Knda)": 8.73,
- "MassiveScenarioClassification (hin-Deva)": 8.77,
- "MassiveScenarioClassification (tgl-Latn)": 35.12,
- "MassiveScenarioClassification (tha-Thai)": 8.69,
- "MassiveScenarioClassification (swe-Latn)": 35.83,
- "MassiveScenarioClassification (deu-Latn)": 41.72,
- "MassiveScenarioClassification (spa-Latn)": 43.33,
- "MassiveScenarioClassification (por-Latn)": 44.62,
- "MassiveScenarioClassification (jpn-Jpan)": 9.51,
- "MassiveScenarioClassification (fin-Latn)": 33.79,
- "MassiveScenarioClassification (kat-Geor)": 7.32,
- "MassiveScenarioClassification (slv-Latn)": 37.6,
- "MassiveScenarioClassification (rus-Cyrl)": 65.15,
- "MassiveScenarioClassification (ita-Latn)": 47.28,
- "MassiveScenarioClassification (tel-Telu)": 7.53,
- "MassiveScenarioClassification (afr-Latn)": 37.27,
- "MassiveScenarioClassification (isl-Latn)": 30.32,
- "MassiveScenarioClassification (fas-Arab)": 6.83,
- "MassiveScenarioClassification (vie-Latn)": 28.92,
- "MassiveScenarioClassification (ben-Beng)": 8.57,
- "MassiveScenarioClassification (hye-Armn)": 8.91,
- "MassiveScenarioClassification (pol-Latn)": 33.75,
- "MassiveScenarioClassification (cym-Latn)": 30.38,
- "MassiveScenarioClassification (jav-Latn)": 33.94,
- "MassiveScenarioClassification (mon-Cyrl)": 41.53,
- "MassiveScenarioClassification (en)": 65.43,
- "MassiveScenarioClassification (msa-Latn)": 36.28,
- "MassiveScenarioClassification (nob-Latn)": 42.43,
- "MassiveScenarioClassification (heb-Hebr)": 8.64,
- "MassiveScenarioClassification (khm-Khmr)": 9.99,
- "MassiveScenarioClassification (nld-Latn)": 41.47,
- "MassiveScenarioClassification (ind-Latn)": 39.05,
- "MassiveScenarioClassification (mal-Mlym)": 7.24,
- "MassiveScenarioClassification (tam-Taml)": 7.71,
- "MassiveScenarioClassification (mya-Mymr)": 9.94,
- "MassiveScenarioClassification (urd-Arab)": 9.16,
- "MassiveScenarioClassification (dan-Latn)": 44.69,
- "MassiveScenarioClassification (cmo-Hant)": 10.48,
- "MassiveScenarioClassification (ron-Latn)": 44.55,
- "MassiveScenarioClassification (lav-Latn)": 26.26,
- "MassiveScenarioClassification (fra-Latn)": 45.08,
- "MassiveScenarioClassification (ell-Grek)": 19.46,
- "MassiveScenarioClassification (sqi-Latn)": 40.9,
- "MassiveScenarioClassification (hun-Latn)": 33.92,
- "MassiveScenarioClassification (kor-Kore)": 7.37,
- "MassiveScenarioClassification (ara-Arab)": 12.43,
- "RuReviewsClassification (rus-Cyrl)": 58.01,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.8,
- "RuSciBenchOECDClassification (rus-Cyrl)": 40.36
+ "Model": "multilingual-e5-large",
+ "BornholmBitextMining (dan-Latn)": 29.61,
+ "BornholmBitextMining": 44.16,
+ "Tatoeba (tgl-Latn_eng-Latn)": 92.0,
+ "Tatoeba (gsw-Latn_eng-Latn)": 51.65,
+ "Tatoeba (tzl-Latn_eng-Latn)": 53.16,
+ "Tatoeba (slv-Latn_eng-Latn)": 89.57,
+ "Tatoeba (jav-Latn_eng-Latn)": 75.46,
+ "Tatoeba (uig-Arab_eng-Latn)": 72.17,
+ "Tatoeba (ind-Latn_eng-Latn)": 92.9,
+ "Tatoeba (rus-Cyrl_eng-Latn)": 92.32,
+ "Tatoeba (war-Latn_eng-Latn)": 62.02,
+ "Tatoeba (mar-Deva_eng-Latn)": 88.58,
+ "Tatoeba (mkd-Cyrl_eng-Latn)": 85.63,
+ "Tatoeba (jpn-Jpan_eng-Latn)": 95.28,
+ "Tatoeba (hun-Latn_eng-Latn)": 94.01,
+ "Tatoeba (slk-Latn_eng-Latn)": 93.13,
+ "Tatoeba (tha-Thai_eng-Latn)": 95.38,
+ "Tatoeba (fra-Latn_eng-Latn)": 93.42,
+ "Tatoeba (ukr-Cyrl_eng-Latn)": 93.32,
+ "Tatoeba (kat-Geor_eng-Latn)": 84.09,
+ "Tatoeba (nov-Latn_eng-Latn)": 71.62,
+ "Tatoeba (kor-Hang_eng-Latn)": 90.65,
+ "Tatoeba (ben-Beng_eng-Latn)": 83.02,
+ "Tatoeba (cor-Latn_eng-Latn)": 6.28,
+ "Tatoeba (lfn-Latn_eng-Latn)": 62.91,
+ "Tatoeba (swh-Latn_eng-Latn)": 71.61,
+ "Tatoeba (tur-Latn_eng-Latn)": 96.27,
+ "Tatoeba (cbk-Latn_eng-Latn)": 69.26,
+ "Tatoeba (kur-Latn_eng-Latn)": 66.83,
+ "Tatoeba (arq-Arab_eng-Latn)": 41.56,
+ "Tatoeba (ceb-Latn_eng-Latn)": 55.31,
+ "Tatoeba (max-Deva_eng-Latn)": 63.41,
+ "Tatoeba (ang-Latn_eng-Latn)": 40.18,
+ "Tatoeba (nds-Latn_eng-Latn)": 69.28,
+ "Tatoeba (epo-Latn_eng-Latn)": 96.01,
+ "Tatoeba (heb-Hebr_eng-Latn)": 86.61,
+ "Tatoeba (yue-Hant_eng-Latn)": 88.71,
+ "Tatoeba (dan-Latn_eng-Latn)": 95.08,
+ "Tatoeba (swe-Latn_eng-Latn)": 95.3,
+ "Tatoeba (lvs-Latn_eng-Latn)": 90.06,
+ "Tatoeba (ast-Latn_eng-Latn)": 81.76,
+ "Tatoeba (dsb-Latn_eng-Latn)": 48.44,
+ "Tatoeba (pes-Arab_eng-Latn)": 92.14,
+ "Tatoeba (dtp-Latn_eng-Latn)": 7.03,
+ "Tatoeba (tuk-Latn_eng-Latn)": 33.15,
+ "Tatoeba (isl-Latn_eng-Latn)": 92.09,
+ "Tatoeba (khm-Khmr_eng-Latn)": 59.96,
+ "Tatoeba (pam-Latn_eng-Latn)": 9.32,
+ "Tatoeba (tat-Cyrl_eng-Latn)": 73.51,
+ "Tatoeba (bos-Latn_eng-Latn)": 92.86,
+ "Tatoeba (spa-Latn_eng-Latn)": 97.1,
+ "Tatoeba (kaz-Cyrl_eng-Latn)": 79.67,
+ "Tatoeba (bel-Cyrl_eng-Latn)": 91.08,
+ "Tatoeba (zsm-Latn_eng-Latn)": 94.53,
+ "Tatoeba (cat-Latn_eng-Latn)": 91.03,
+ "Tatoeba (urd-Arab_eng-Latn)": 89.21,
+ "Tatoeba (mon-Cyrl_eng-Latn)": 87.53,
+ "Tatoeba (tam-Taml_eng-Latn)": 88.23,
+ "Tatoeba (fry-Latn_eng-Latn)": 63.43,
+ "Tatoeba (nob-Latn_eng-Latn)": 97.2,
+ "Tatoeba (tel-Telu_eng-Latn)": 91.34,
+ "Tatoeba (hye-Armn_eng-Latn)": 90.92,
+ "Tatoeba (awa-Deva_eng-Latn)": 72.27,
+ "Tatoeba (hrv-Latn_eng-Latn)": 96.15,
+ "Tatoeba (ile-Latn_eng-Latn)": 79.16,
+ "Tatoeba (amh-Ethi_eng-Latn)": 80.69,
+ "Tatoeba (orv-Cyrl_eng-Latn)": 39.87,
+ "Tatoeba (ara-Arab_eng-Latn)": 85.48,
+ "Tatoeba (ido-Latn_eng-Latn)": 83.52,
+ "Tatoeba (hin-Deva_eng-Latn)": 94.48,
+ "Tatoeba (por-Latn_eng-Latn)": 93.63,
+ "Tatoeba (ron-Latn_eng-Latn)": 94.87,
+ "Tatoeba (swg-Latn_eng-Latn)": 55.64,
+ "Tatoeba (cmn-Hans_eng-Latn)": 95.28,
+ "Tatoeba (pol-Latn_eng-Latn)": 96.6,
+ "Tatoeba (bul-Cyrl_eng-Latn)": 92.93,
+ "Tatoeba (ina-Latn_eng-Latn)": 93.47,
+ "Tatoeba (bre-Latn_eng-Latn)": 11.1,
+ "Tatoeba (wuu-Hans_eng-Latn)": 86.37,
+ "Tatoeba (lit-Latn_eng-Latn)": 88.48,
+ "Tatoeba (csb-Latn_eng-Latn)": 36.98,
+ "Tatoeba (lat-Latn_eng-Latn)": 53.37,
+ "Tatoeba (gle-Latn_eng-Latn)": 71.48,
+ "Tatoeba (ita-Latn_eng-Latn)": 93.29,
+ "Tatoeba (srp-Cyrl_eng-Latn)": 93.1,
+ "Tatoeba (arz-Arab_eng-Latn)": 74.73,
+ "Tatoeba (cym-Latn_eng-Latn)": 76.21,
+ "Tatoeba (ber-Tfng_eng-Latn)": 38.9,
+ "Tatoeba (xho-Latn_eng-Latn)": 80.87,
+ "Tatoeba (uzb-Latn_eng-Latn)": 72.35,
+ "Tatoeba (pms-Latn_eng-Latn)": 59.85,
+ "Tatoeba (est-Latn_eng-Latn)": 85.03,
+ "Tatoeba (deu-Latn_eng-Latn)": 99.07,
+ "Tatoeba (yid-Hebr_eng-Latn)": 76.33,
+ "Tatoeba (ell-Grek_eng-Latn)": 93.88,
+ "Tatoeba (afr-Latn_eng-Latn)": 90.22,
+ "Tatoeba (fao-Latn_eng-Latn)": 72.62,
+ "Tatoeba (nld-Latn_eng-Latn)": 96.63,
+ "Tatoeba (hsb-Latn_eng-Latn)": 58.9,
+ "Tatoeba (aze-Latn_eng-Latn)": 87.61,
+ "Tatoeba (kzj-Latn_eng-Latn)": 7.91,
+ "Tatoeba (kab-Latn_eng-Latn)": 36.54,
+ "Tatoeba (mal-Mlym_eng-Latn)": 97.7,
+ "Tatoeba (mhr-Cyrl_eng-Latn)": 6.79,
+ "Tatoeba (ces-Latn_eng-Latn)": 94.89,
+ "Tatoeba (gla-Latn_eng-Latn)": 59.0,
+ "Tatoeba (cha-Latn_eng-Latn)": 27.16,
+ "Tatoeba (glg-Latn_eng-Latn)": 93.34,
+ "Tatoeba (vie-Latn_eng-Latn)": 97.0,
+ "Tatoeba (oci-Latn_eng-Latn)": 54.91,
+ "Tatoeba (nno-Latn_eng-Latn)": 91.4,
+ "Tatoeba (fin-Latn_eng-Latn)": 95.44,
+ "Tatoeba (eus-Latn_eng-Latn)": 77.82,
+ "Tatoeba (sqi-Latn_eng-Latn)": 94.7
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "multilingual-e5-large",
+ "AllegroReviews (pol-Latn)": 41.04,
+ "AllegroReviews": 41.14,
+ "AmazonCounterfactualClassification (en-ext)": 78.73,
+ "AmazonCounterfactualClassification (en)": 78.67,
+ "AmazonCounterfactualClassification (deu-Latn)": 68.66,
+ "AmazonCounterfactualClassification (jpn-Jpan)": 78.8,
+ "AmazonPolarityClassification": 93.26,
+ "AmazonReviewsClassification (en)": 49.2,
+ "AmazonReviewsClassification (deu-Latn)": 46.5,
+ "AmazonReviewsClassification (spa-Latn)": 44.35,
+ "AmazonReviewsClassification (fra-Latn)": 42.55,
+ "AmazonReviewsClassification (jpn-Jpan)": 41.71,
+ "AmazonReviewsClassification (cmn-Hans)": 38.87,
+ "AmazonReviewsClassification (fr)": 41.91,
+ "AngryTweetsClassification (dan-Latn)": 57.69,
+ "AngryTweetsClassification": 54.95,
+ "Banking77Classification": 75.88,
+ "CBD (pol-Latn)": 69.84,
+ "CBD": 69.9,
+ "DKHateClassification": 66.02,
+ "DanishPoliticalCommentsClassification (dan-Latn)": 39.43,
+ "DanishPoliticalCommentsClassification": 38.27,
+ "EmotionClassification": 47.58,
+ "GeoreviewClassification (rus-Cyrl)": 49.69,
+ "HeadlineClassification (rus-Cyrl)": 77.19,
+ "IFlyTek (cmn-Hans)": 41.86,
+ "IFlyTek": 45.47,
+ "ImdbClassification": 90.23,
+ "InappropriatenessClassification (rus-Cyrl)": 61.6,
+ "JDReview (cmn-Hans)": 80.54,
+ "JDReview": 80.99,
+ "KinopoiskClassification (rus-Cyrl)": 56.59,
+ "LccSentimentClassification (dan-Latn)": 61.53,
+ "LccSentimentClassification": 59.6,
+ "MTOPDomainClassification (en)": 91.81,
+ "MTOPDomainClassification (deu-Latn)": 90.44,
+ "MTOPDomainClassification (spa-Latn)": 88.34,
+ "MTOPDomainClassification (fra-Latn)": 86.23,
+ "MTOPDomainClassification (hin-Deva)": 86.84,
+ "MTOPDomainClassification (tha-Thai)": 86.88,
+ "MTOPDomainClassification (fr)": 86.41,
+ "MTOPIntentClassification (en)": 64.29,
+ "MTOPIntentClassification (deu-Latn)": 65.97,
+ "MTOPIntentClassification (spa-Latn)": 61.9,
+ "MTOPIntentClassification (fra-Latn)": 56.25,
+ "MTOPIntentClassification (hin-Deva)": 59.17,
+ "MTOPIntentClassification (tha-Thai)": 62.59,
+ "MTOPIntentClassification (fr)": 59.43,
+ "MasakhaNEWSClassification (amh-Ethi)": 83.7,
+ "MasakhaNEWSClassification (eng)": 78.26,
+ "MasakhaNEWSClassification (fra-Latn)": 76.11,
+ "MasakhaNEWSClassification (hau-Latn)": 76.17,
+ "MasakhaNEWSClassification (ibo-Latn)": 70.05,
+ "MasakhaNEWSClassification (lin-Latn)": 75.89,
+ "MasakhaNEWSClassification (lug-Latn)": 73.63,
+ "MasakhaNEWSClassification (orm-Ethi)": 80.31,
+ "MasakhaNEWSClassification (pcm-Latn)": 89.15,
+ "MasakhaNEWSClassification (run-Latn)": 76.55,
+ "MasakhaNEWSClassification (sna-Latn)": 86.99,
+ "MasakhaNEWSClassification (som-Latn)": 64.63,
+ "MasakhaNEWSClassification (swa-Latn)": 73.42,
+ "MasakhaNEWSClassification (tir-Ethi)": 72.06,
+ "MasakhaNEWSClassification (xho-Latn)": 82.56,
+ "MasakhaNEWSClassification (yor-Latn)": 81.09,
+ "MasakhaNEWSClassification (fra)": 79.38,
+ "MassiveIntentClassification (kor-Kore)": 63.92,
+ "MassiveIntentClassification (lav-Latn)": 58.31,
+ "MassiveIntentClassification (isl-Latn)": 53.3,
+ "MassiveIntentClassification (tel-Telu)": 53.96,
+ "MassiveIntentClassification (mya-Mymr)": 49.73,
+ "MassiveIntentClassification (nob-Latn)": 64.54,
+ "MassiveIntentClassification (en)": 68.51,
+ "MassiveIntentClassification (spa-Latn)": 64.01,
+ "MassiveIntentClassification (swe-Latn)": 66.52,
+ "MassiveIntentClassification (cmo-Hant)": 58.78,
+ "MassiveIntentClassification (pol-Latn)": 65.09,
+ "MassiveIntentClassification (rus-Cyrl)": 65.76,
+ "MassiveIntentClassification (aze-Latn)": 54.68,
+ "MassiveIntentClassification (fin-Latn)": 64.28,
+ "MassiveIntentClassification (cmo-Hans)": 66.23,
+ "MassiveIntentClassification (urd-Arab)": 54.6,
+ "MassiveIntentClassification (tam-Taml)": 53.41,
+ "MassiveIntentClassification (hin-Deva)": 60.93,
+ "MassiveIntentClassification (deu-Latn)": 63.82,
+ "MassiveIntentClassification (ell-Grek)": 64.34,
+ "MassiveIntentClassification (hye-Armn)": 50.89,
+ "MassiveIntentClassification (por-Latn)": 65.6,
+ "MassiveIntentClassification (nld-Latn)": 65.0,
+ "MassiveIntentClassification (fas-Arab)": 63.74,
+ "MassiveIntentClassification (ron-Latn)": 59.76,
+ "MassiveIntentClassification (slv-Latn)": 59.38,
+ "MassiveIntentClassification (heb-Hebr)": 62.44,
+ "MassiveIntentClassification (vie-Latn)": 63.39,
+ "MassiveIntentClassification (sqi-Latn)": 57.3,
+ "MassiveIntentClassification (khm-Khmr)": 34.88,
+ "MassiveIntentClassification (ben-Beng)": 55.6,
+ "MassiveIntentClassification (tgl-Latn)": 54.77,
+ "MassiveIntentClassification (jpn-Jpan)": 67.11,
+ "MassiveIntentClassification (kat-Geor)": 41.45,
+ "MassiveIntentClassification (afr-Latn)": 53.69,
+ "MassiveIntentClassification (cym-Latn)": 44.22,
+ "MassiveIntentClassification (amh-Ethi)": 45.48,
+ "MassiveIntentClassification (ita-Latn)": 63.89,
+ "MassiveIntentClassification (mal-Mlym)": 57.58,
+ "MassiveIntentClassification (tha-Thai)": 62.75,
+ "MassiveIntentClassification (ind-Latn)": 63.51,
+ "MassiveIntentClassification (jav-Latn)": 48.96,
+ "MassiveIntentClassification (dan-Latn)": 63.7,
+ "MassiveIntentClassification (ara-Arab)": 54.1,
+ "MassiveIntentClassification (kan-Knda)": 53.45,
+ "MassiveIntentClassification (hun-Latn)": 64.0,
+ "MassiveIntentClassification (tur-Latn)": 64.61,
+ "MassiveIntentClassification (msa-Latn)": 58.49,
+ "MassiveIntentClassification (mon-Cyrl)": 49.6,
+ "MassiveIntentClassification (swa-Latn)": 47.69,
+ "MassiveIntentClassification (fra-Latn)": 63.37,
+ "MassiveIntentClassification (da)": 60.16,
+ "MassiveIntentClassification (nb)": 59.83,
+ "MassiveIntentClassification (sv)": 61.78,
+ "MassiveIntentClassification (pl)": 65.07,
+ "MassiveScenarioClassification (heb-Hebr)": 67.72,
+ "MassiveScenarioClassification (vie-Latn)": 68.91,
+ "MassiveScenarioClassification (cmo-Hant)": 64.35,
+ "MassiveScenarioClassification (urd-Arab)": 60.89,
+ "MassiveScenarioClassification (isl-Latn)": 60.74,
+ "MassiveScenarioClassification (ell-Grek)": 69.74,
+ "MassiveScenarioClassification (mon-Cyrl)": 55.37,
+ "MassiveScenarioClassification (swa-Latn)": 56.27,
+ "MassiveScenarioClassification (tam-Taml)": 58.76,
+ "MassiveScenarioClassification (hye-Armn)": 55.76,
+ "MassiveScenarioClassification (amh-Ethi)": 52.69,
+ "MassiveScenarioClassification (ben-Beng)": 61.85,
+ "MassiveScenarioClassification (tel-Telu)": 59.49,
+ "MassiveScenarioClassification (dan-Latn)": 71.18,
+ "MassiveScenarioClassification (slv-Latn)": 65.33,
+ "MassiveScenarioClassification (en)": 73.04,
+ "MassiveScenarioClassification (rus-Cyrl)": 70.85,
+ "MassiveScenarioClassification (mal-Mlym)": 63.17,
+ "MassiveScenarioClassification (sqi-Latn)": 63.79,
+ "MassiveScenarioClassification (ita-Latn)": 69.45,
+ "MassiveScenarioClassification (kor-Kore)": 70.54,
+ "MassiveScenarioClassification (cmo-Hans)": 72.25,
+ "MassiveScenarioClassification (cym-Latn)": 51.25,
+ "MassiveScenarioClassification (pol-Latn)": 69.83,
+ "MassiveScenarioClassification (ind-Latn)": 69.43,
+ "MassiveScenarioClassification (tur-Latn)": 68.12,
+ "MassiveScenarioClassification (tgl-Latn)": 60.71,
+ "MassiveScenarioClassification (hin-Deva)": 66.85,
+ "MassiveScenarioClassification (spa-Latn)": 69.07,
+ "MassiveScenarioClassification (lav-Latn)": 64.28,
+ "MassiveScenarioClassification (mya-Mymr)": 54.03,
+ "MassiveScenarioClassification (ara-Arab)": 61.0,
+ "MassiveScenarioClassification (kan-Knda)": 59.36,
+ "MassiveScenarioClassification (jav-Latn)": 56.24,
+ "MassiveScenarioClassification (por-Latn)": 68.33,
+ "MassiveScenarioClassification (tha-Thai)": 69.06,
+ "MassiveScenarioClassification (aze-Latn)": 58.49,
+ "MassiveScenarioClassification (fra-Latn)": 68.74,
+ "MassiveScenarioClassification (ron-Latn)": 66.06,
+ "MassiveScenarioClassification (nld-Latn)": 71.11,
+ "MassiveScenarioClassification (fas-Arab)": 67.55,
+ "MassiveScenarioClassification (deu-Latn)": 71.25,
+ "MassiveScenarioClassification (nob-Latn)": 70.44,
+ "MassiveScenarioClassification (msa-Latn)": 63.55,
+ "MassiveScenarioClassification (afr-Latn)": 62.35,
+ "MassiveScenarioClassification (hun-Latn)": 70.53,
+ "MassiveScenarioClassification (swe-Latn)": 72.77,
+ "MassiveScenarioClassification (kat-Geor)": 47.82,
+ "MassiveScenarioClassification (jpn-Jpan)": 73.16,
+ "MassiveScenarioClassification (khm-Khmr)": 41.14,
+ "MassiveScenarioClassification (fin-Latn)": 68.62,
+ "MassiveScenarioClassification (da)": 67.46,
+ "MassiveScenarioClassification (nb)": 66.18,
+ "MassiveScenarioClassification (sv)": 69.15,
+ "MassiveScenarioClassification (pl)": 69.82,
+ "MultilingualSentiment (cmn-Hans)": 70.81,
+ "MultilingualSentiment": 68.58,
+ "NoRecClassification (nob-Latn)": 58.43,
+ "NoRecClassification": 62.76,
+ "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 80.15,
+ "NordicLangClassification": 82.29,
+ "NorwegianParliament": 60.36,
+ "OnlineShopping (cmn-Hans)": 90.45,
+ "OnlineShopping": 90.81,
+ "PAC (pol-Latn)": 70.33,
+ "PAC": 70.37,
+ "PolEmo2.0-IN (pol-Latn)": 77.06,
+ "PolEmo2.0-IN": 77.06,
+ "PolEmo2.0-OUT (pol-Latn)": 53.48,
+ "PolEmo2.0-OUT": 53.38,
+ "RuReviewsClassification (rus-Cyrl)": 65.28,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 58.2,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.91,
+ "ScalaDaClassification": 50.77,
+ "ScalaNbClassification": 50.44,
+ "TNews (cmn-Hans)": 48.8,
+ "TNews": 48.38,
+ "ToxicConversationsClassification": 66.01,
+ "TweetSentimentExtractionClassification": 62.8,
+ "Waimai (cmn-Hans)": 86.3,
+ "Waimai": 85.02
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "LaBSE-en-ru",
- "GeoreviewClusteringP2P (rus-Cyrl)": 51.89,
- "MLSUMClusteringP2P (rus-Cyrl)": 37.87,
- "MLSUMClusteringS2S (rus-Cyrl)": 41.24,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.48,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.16
+ "Model": "multilingual-e5-large",
+ "8TagsClustering": 33.88,
+ "AlloProfClusteringP2P": 62.99,
+ "AlloProfClusteringS2S": 32.26,
+ "BiorxivClusteringP2P": 35.5,
+ "BiorxivClusteringS2S": 33.3,
+ "CLSClusteringP2P": 40.68,
+ "CLSClusteringS2S": 38.59,
+ "GeoreviewClusteringP2P (rus-Cyrl)": 60.51,
+ "HALClusteringS2S": 22.44,
+ "MLSUMClusteringP2P (rus-Cyrl)": 42.79,
+ "MLSUMClusteringP2P": 44.04,
+ "MLSUMClusteringS2S (rus-Cyrl)": 44.32,
+ "MLSUMClusteringS2S": 37.65,
+ "MasakhaNEWSClusteringP2P (amh-Ethi)": 67.16,
+ "MasakhaNEWSClusteringP2P (eng)": 61.1,
+ "MasakhaNEWSClusteringP2P (fra-Latn)": 41.66,
+ "MasakhaNEWSClusteringP2P (hau-Latn)": 60.7,
+ "MasakhaNEWSClusteringP2P (ibo-Latn)": 48.41,
+ "MasakhaNEWSClusteringP2P (lin-Latn)": 57.69,
+ "MasakhaNEWSClusteringP2P (lug-Latn)": 71.95,
+ "MasakhaNEWSClusteringP2P (orm-Ethi)": 60.14,
+ "MasakhaNEWSClusteringP2P (pcm-Latn)": 80.84,
+ "MasakhaNEWSClusteringP2P (run-Latn)": 59.91,
+ "MasakhaNEWSClusteringP2P (sna-Latn)": 53.3,
+ "MasakhaNEWSClusteringP2P (som-Latn)": 34.38,
+ "MasakhaNEWSClusteringP2P (swa-Latn)": 33.25,
+ "MasakhaNEWSClusteringP2P (tir-Ethi)": 54.21,
+ "MasakhaNEWSClusteringP2P (xho-Latn)": 41.12,
+ "MasakhaNEWSClusteringP2P (yor-Latn)": 36.22,
+ "MasakhaNEWSClusteringP2P (fra)": 40.94,
+ "MasakhaNEWSClusteringS2S (amh-Ethi)": 47.24,
+ "MasakhaNEWSClusteringS2S (eng)": 53.93,
+ "MasakhaNEWSClusteringS2S (fra-Latn)": 39.84,
+ "MasakhaNEWSClusteringS2S (hau-Latn)": 19.24,
+ "MasakhaNEWSClusteringS2S (ibo-Latn)": 28.88,
+ "MasakhaNEWSClusteringS2S (lin-Latn)": 42.22,
+ "MasakhaNEWSClusteringS2S (lug-Latn)": 43.63,
+ "MasakhaNEWSClusteringS2S (orm-Ethi)": 26.29,
+ "MasakhaNEWSClusteringS2S (pcm-Latn)": 59.77,
+ "MasakhaNEWSClusteringS2S (run-Latn)": 51.46,
+ "MasakhaNEWSClusteringS2S (sna-Latn)": 48.14,
+ "MasakhaNEWSClusteringS2S (som-Latn)": 25.14,
+ "MasakhaNEWSClusteringS2S (swa-Latn)": 7.28,
+ "MasakhaNEWSClusteringS2S (tir-Ethi)": 50.51,
+ "MasakhaNEWSClusteringS2S (xho-Latn)": 30.98,
+ "MasakhaNEWSClusteringS2S (yor-Latn)": 34.09,
+ "MasakhaNEWSClusteringS2S (fra)": 30.56,
+ "MedrxivClusteringP2P": 31.7,
+ "MedrxivClusteringS2S": 29.76,
+ "RedditClustering": 46.91,
+ "RedditClusteringP2P": 63.0,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.03,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 45.11,
+ "StackExchangeClustering": 58.37,
+ "StackExchangeClusteringP2P": 32.9,
+ "ThuNewsClusteringP2P": 58.05,
+ "ThuNewsClusteringS2S": 55.59,
+ "TwentyNewsgroupsClustering": 39.4
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "LaBSE-en-ru",
- "OpusparcusPC (rus-Cyrl)": 87.18,
- "TERRa (rus-Cyrl)": 55.61
+ "Model": "multilingual-e5-large",
+ "CDSC-E (pol-Latn)": 74.47,
+ "CDSC-E": 74.47,
+ "Cmnli": 78.18,
+ "Ocnli": 61.6,
+ "OpusparcusPC (deu-Latn)": 97.27,
+ "OpusparcusPC (en)": 98.74,
+ "OpusparcusPC (fin-Latn)": 94.26,
+ "OpusparcusPC (fra-Latn)": 93.68,
+ "OpusparcusPC (rus-Cyrl)": 89.64,
+ "OpusparcusPC (swe-Latn)": 94.98,
+ "OpusparcusPC (fr)": 93.89,
+ "PPC": 92.18,
+ "PSC (pol-Latn)": 99.4,
+ "PSC": 99.39,
+ "PawsXPairClassification (deu-Latn)": 56.81,
+ "PawsXPairClassification (en)": 62.97,
+ "PawsXPairClassification (spa-Latn)": 56.85,
+ "PawsXPairClassification (fra-Latn)": 58.68,
+ "PawsXPairClassification (jpn-Hira)": 50.7,
+ "PawsXPairClassification (kor-Hang)": 52.08,
+ "PawsXPairClassification (cmn-Hans)": 56.82,
+ "PawsXPairClassification (fr)": 58.5,
+ "SICK-E-PL (pol-Latn)": 75.95,
+ "SICK-E-PL": 75.96,
+ "SprintDuplicateQuestions": 93.14,
+ "TERRa (rus-Cyrl)": 58.4,
+ "TwitterSemEval2015": 75.28,
+ "TwitterURLCorpus": 85.83
}
]
},
"Reranking": {
"map": [
{
- "Model": "LaBSE-en-ru",
- "RuBQReranking (rus-Cyrl)": 54.83
+ "Model": "multilingual-e5-large",
+ "AlloprofReranking (fra-Latn)": 69.44,
+ "AlloprofReranking": 57.37,
+ "AskUbuntuDupQuestions": 59.24,
+ "CMedQAv1": 68.25,
+ "CMedQAv2": 68.56,
+ "MMarcoReranking (cmn-Hans)": 29.12,
+ "MMarcoReranking": 21.34,
+ "MindSmallReranking": 30.24,
+ "RuBQReranking (rus-Cyrl)": 75.58,
+ "SciDocsRR": 84.22,
+ "StackOverflowDupQuestions": 50.14,
+ "SyntecReranking (fra-Latn)": 85.45,
+ "SyntecReranking": 86.9,
+ "T2Reranking (cmn-Hans)": 66.32,
+ "T2Reranking": 65.83
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LaBSE-en-ru",
- "RiaNewsRetrieval (rus-Cyrl)": 34.73,
- "RuBQRetrieval (rus-Cyrl)": 29.03
+ "Model": "multilingual-e5-large",
+ "AILACasedocs": 26.43,
+ "AILAStatutes": 20.84,
+ "ARCChallenge": 10.83,
+ "AlloprofRetrieval (fra-Latn)": 39.34,
+ "AlloprofRetrieval": 38.15,
+ "AlphaNLI": 13.59,
+ "ArguAna": 54.36,
+ "ArguAna-PL (pol-Latn)": 52.99,
+ "ArguAna-PL": 53.02,
+ "BSARDRetrieval (fra-Latn)": 21.28,
+ "BSARDRetrieval": 0.27,
+ "CmedqaRetrieval (cmn-Hans)": 28.66,
+ "CmedqaRetrieval": 28.67,
+ "CovidRetrieval (cmn-Hans)": 75.61,
+ "CovidRetrieval": 75.51,
+ "DBPedia-PL": 35.82,
+ "DuRetrieval (cmn-Hans)": 85.3,
+ "DuRetrieval": 85.32,
+ "EcomRetrieval (cmn-Hans)": 54.67,
+ "EcomRetrieval": 54.75,
+ "FiQA-PL (pol-Latn)": 32.97,
+ "FiQA-PL": 33.0,
+ "FiQA2018": 43.81,
+ "GerDaLIRSmall (deu-Latn)": 15.72,
+ "HellaSwag": 27.35,
+ "HotpotQA-PL": 67.41,
+ "LEMBNarrativeQARetrieval": 24.22,
+ "LEMBNeedleRetrieval": 28.0,
+ "LEMBPasskeyRetrieval": 38.25,
+ "LEMBQMSumRetrieval": 24.26,
+ "LEMBSummScreenFDRetrieval": 71.12,
+ "LEMBWikimQARetrieval": 56.8,
+ "LeCaRDv2 (zho-Hans)": 55.83,
+ "LegalBenchConsumerContractsQA": 73.3,
+ "LegalBenchCorporateLobbying": 89.72,
+ "LegalQuAD (deu-Latn)": 43.17,
+ "LegalSummarization": 62.1,
+ "MMarcoRetrieval (cmn-Hans)": 79.2,
+ "MMarcoRetrieval": 79.2,
+ "MSMARCO-PL": 33.38,
+ "MedicalRetrieval (cmn-Hans)": 51.44,
+ "MedicalRetrieval": 51.44,
+ "MintakaRetrieval (ara-Arab)": 26.5,
+ "MintakaRetrieval (deu-Latn)": 32.77,
+ "MintakaRetrieval (spa-Latn)": 34.23,
+ "MintakaRetrieval (fra-Latn)": 34.24,
+ "MintakaRetrieval (hin-Deva)": 27.45,
+ "MintakaRetrieval (ita-Latn)": 33.84,
+ "MintakaRetrieval (jpn-Hira)": 26.45,
+ "MintakaRetrieval (por-Latn)": 35.9,
+ "MintakaRetrieval (fr)": 25.2,
+ "NFCorpus": 33.95,
+ "NFCorpus-PL (pol-Latn)": 30.21,
+ "NFCorpus-PL": 30.24,
+ "NQ-PL": 52.79,
+ "PIQA": 28.82,
+ "Quail": 4.85,
+ "Quora-PL": 83.65,
+ "RARbCode": 58.92,
+ "RARbMath": 67.32,
+ "RiaNewsRetrieval (rus-Cyrl)": 80.67,
+ "RuBQRetrieval (rus-Cyrl)": 74.11,
+ "SCIDOCS": 17.45,
+ "SCIDOCS-PL (pol-Latn)": 13.82,
+ "SCIDOCS-PL": 13.81,
+ "SIQA": 5.36,
+ "SciFact": 70.42,
+ "SciFact-PL (pol-Latn)": 65.66,
+ "SciFact-PL": 65.66,
+ "SpartQA": 5.64,
+ "SyntecRetrieval (fra-Latn)": 82.39,
+ "SyntecRetrieval": 81.07,
+ "T2Retrieval (cmn-Hans)": 76.07,
+ "T2Retrieval": 76.11,
+ "TRECCOVID": 71.21,
+ "TRECCOVID-PL (pol-Latn)": 69.9,
+ "TRECCOVID-PL": 70.03,
+ "TempReasonL1": 1.14,
+ "TempReasonL2Fact": 42.97,
+ "TempReasonL2Pure": 2.05,
+ "TempReasonL3Fact": 38.22,
+ "TempReasonL3Pure": 8.31,
+ "Touche2020": 23.13,
+ "VideoRetrieval (cmn-Hans)": 58.28,
+ "VideoRetrieval": 58.25,
+ "WinoGrande": 54.99,
+ "XPQARetrieval (ara-Arab_ara-Arab)": 43.69,
+ "XPQARetrieval (eng-Latn_ara-Arab)": 30.86,
+ "XPQARetrieval (ara-Arab_eng-Latn)": 39.11,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 76.83,
+ "XPQARetrieval (eng-Latn_deu-Latn)": 42.87,
+ "XPQARetrieval (deu-Latn_eng-Latn)": 68.25,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 61.77,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 37.55,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 52.86,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 61.38,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 39.12,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 57.93,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 71.09,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 32.39,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 68.31,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 74.32,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 37.95,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 64.54,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 74.11,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 38.31,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 65.42,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 35.72,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 31.09,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 34.06,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 51.01,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 30.49,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 44.66,
+ "XPQARetrieval (por-Latn_por-Latn)": 41.1,
+ "XPQARetrieval (eng-Latn_por-Latn)": 22.03,
+ "XPQARetrieval (por-Latn_eng-Latn)": 35.15,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 39.51,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 17.33,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 33.67,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 66.27,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 26.24,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 55.15,
+ "XPQARetrieval (fr)": 66.15
}
]
},
"STS": {
"spearman": [
{
- "Model": "LaBSE-en-ru",
- "RUParaPhraserSTS (rus-Cyrl)": 65.87,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 73.32,
- "STS22 (deu-Latn)": 38.9,
- "STS22 (en)": 59.47,
- "STS22 (pol-Latn_eng-Latn)": 58.73,
- "STS22 (spa-Latn)": 60.85,
- "STS22 (fra-Latn)": 74.98,
- "STS22 (deu-Latn_eng-Latn)": 47.98,
- "STS22 (deu-Latn_fra-Latn)": 59.4,
- "STS22 (deu-Latn_pol-Latn)": 39.48,
- "STS22 (pol-Latn)": 32.74,
- "STS22 (tur-Latn)": 55.04,
- "STS22 (spa-Latn_eng-Latn)": 70.8,
- "STS22 (rus-Cyrl)": 58.53,
- "STS22 (ita-Latn)": 68.58,
- "STS22 (fra-Latn_pol-Latn)": 61.98,
- "STS22 (spa-Latn_ita-Latn)": 66.83,
- "STS22 (cmn-Hans_eng-Latn)": 24.98,
- "STS22 (ara-Arab)": 31.85,
- "STS22 (cmn-Hans)": 35.1,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 73.02
+ "Model": "multilingual-e5-large",
+ "AFQMC (cmn-Hans)": 33.01,
+ "AFQMC": 33.02,
+ "ATEC (cmn-Hans)": 39.8,
+ "ATEC": 39.81,
+ "BIOSSES": 82.49,
+ "BQ (cmn-Hans)": 46.44,
+ "BQ": 46.44,
+ "CDSC-R (pol-Latn)": 91.0,
+ "CDSC-R": 91.0,
+ "LCQMC (cmn-Hans)": 75.95,
+ "LCQMC": 75.95,
+ "PAWSX (cmn-Hans)": 14.63,
+ "PAWSX": 14.63,
+ "QBQTC": 29.77,
+ "RUParaPhraserSTS (rus-Cyrl)": 71.82,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 83.15,
+ "SICK-R": 80.23,
+ "SICK-R-PL (pol-Latn)": 75.08,
+ "SICK-R-PL": 75.08,
+ "SICKFr (fra-Latn)": 78.81,
+ "SICKFr": 78.78,
+ "STS12": 80.02,
+ "STS13": 81.55,
+ "STS14": 77.72,
+ "STS15": 89.31,
+ "STS16": 85.79,
+ "STS17 (en-en)": 88.12,
+ "STS17 (spa-Latn)": 86.71,
+ "STS17 (spa-Latn_eng-Latn)": 80.74,
+ "STS17 (eng-Latn_ara-Arab)": 75.03,
+ "STS17 (fra-Latn_eng-Latn)": 85.62,
+ "STS17 (kor-Hang)": 82.27,
+ "STS17 (ita-Latn_eng-Latn)": 84.52,
+ "STS17 (ara-Arab)": 77.83,
+ "STS17 (eng-Latn_tur-Latn)": 71.22,
+ "STS17 (eng-Latn_deu-Latn)": 86.15,
+ "STS17 (nld-Latn_eng-Latn)": 85.29,
+ "STS22 (spa-Latn)": 64.6,
+ "STS22 (spa-Latn_eng-Latn)": 72.51,
+ "STS22 (deu-Latn_eng-Latn)": 56.59,
+ "STS22 (cmn-Hans_eng-Latn)": 65.95,
+ "STS22 (deu-Latn_pol-Latn)": 49.58,
+ "STS22 (fra-Latn_pol-Latn)": 50.71,
+ "STS22 (en)": 63.66,
+ "STS22 (ara-Arab)": 56.95,
+ "STS22 (spa-Latn_ita-Latn)": 68.92,
+ "STS22 (tur-Latn)": 63.56,
+ "STS22 (deu-Latn_fra-Latn)": 67.96,
+ "STS22 (ita-Latn)": 76.99,
+ "STS22 (cmn-Hans)": 66.82,
+ "STS22 (rus-Cyrl)": 59.89,
+ "STS22 (fra-Latn)": 76.77,
+ "STS22 (pol-Latn_eng-Latn)": 65.54,
+ "STS22 (deu-Latn)": 56.58,
+ "STS22 (pol-Latn)": 34.65,
+ "STS22 (zh)": 65.64,
+ "STS22 (pl)": 34.66,
+ "STSB (cmn-Hans)": 81.08,
+ "STSB": 81.08,
+ "STSBenchmark": 87.29,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.22,
+ "STSBenchmarkMultilingualSTS (en)": 87.29,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 81.06,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 81.63,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 81.75,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 83.05,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 73.31,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 83.81,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 83.28,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 84.27,
+ "STSBenchmarkMultilingualSTS (fr)": 82.53
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "LaBSE-en-ru"
+ "Model": "multilingual-e5-large",
+ "SummEval": 29.65,
+ "SummEvalFr (fra-Latn)": 30.92,
+ "SummEvalFr": 30.92
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "LaBSE-en-ru"
+ "Model": "multilingual-e5-large"
}
]
}
},
- "text2vec-base-chinese": {
+ "komninos": {
"BitextMining": {
"f1": [
{
- "Model": "text2vec-base-chinese"
+ "Model": "komninos",
+ "BUCC (de-en)": 0.18,
+ "BUCC (fr-en)": 0.08,
+ "BUCC (ru-en)": 0.15,
+ "BUCC (zh-en)": 0.05,
+ "Tatoeba (afr-eng)": 4.82,
+ "Tatoeba (amh-eng)": 1.18,
+ "Tatoeba (ang-eng)": 8.54,
+ "Tatoeba (ara-eng)": 0.63,
+ "Tatoeba (arq-eng)": 0.4,
+ "Tatoeba (arz-eng)": 0.63,
+ "Tatoeba (ast-eng)": 11.69,
+ "Tatoeba (awa-eng)": 0.0,
+ "Tatoeba (aze-eng)": 3.22,
+ "Tatoeba (bel-eng)": 1.75,
+ "Tatoeba (ben-eng)": 0.2,
+ "Tatoeba (ber-eng)": 7.0,
+ "Tatoeba (bos-eng)": 9.31,
+ "Tatoeba (bre-eng)": 4.17,
+ "Tatoeba (bul-eng)": 1.29,
+ "Tatoeba (cat-eng)": 7.73,
+ "Tatoeba (cbk-eng)": 5.61,
+ "Tatoeba (ceb-eng)": 4.88,
+ "Tatoeba (ces-eng)": 3.55,
+ "Tatoeba (cha-eng)": 19.29,
+ "Tatoeba (cmn-eng)": 0.5,
+ "Tatoeba (cor-eng)": 4.15,
+ "Tatoeba (csb-eng)": 5.69,
+ "Tatoeba (cym-eng)": 8.4,
+ "Tatoeba (dan-eng)": 6.99,
+ "Tatoeba (deu-eng)": 3.67,
+ "Tatoeba (dsb-eng)": 5.33,
+ "Tatoeba (dtp-eng)": 4.25,
+ "Tatoeba (ell-eng)": 0.63,
+ "Tatoeba (epo-eng)": 2.45,
+ "Tatoeba (est-eng)": 2.69,
+ "Tatoeba (eus-eng)": 4.69,
+ "Tatoeba (fao-eng)": 7.61,
+ "Tatoeba (fin-eng)": 3.36,
+ "Tatoeba (fra-eng)": 7.0,
+ "Tatoeba (fry-eng)": 12.36,
+ "Tatoeba (gla-eng)": 3.07,
+ "Tatoeba (gle-eng)": 4.81,
+ "Tatoeba (glg-eng)": 8.12,
+ "Tatoeba (gsw-eng)": 18.87,
+ "Tatoeba (heb-eng)": 0.68,
+ "Tatoeba (hin-eng)": 0.1,
+ "Tatoeba (hrv-eng)": 5.41,
+ "Tatoeba (hsb-eng)": 6.32,
+ "Tatoeba (hun-eng)": 3.42,
+ "Tatoeba (hye-eng)": 0.97,
+ "Tatoeba (ido-eng)": 7.1,
+ "Tatoeba (ile-eng)": 13.61,
+ "Tatoeba (ina-eng)": 8.57,
+ "Tatoeba (ind-eng)": 7.26,
+ "Tatoeba (isl-eng)": 4.09,
+ "Tatoeba (ita-eng)": 5.54,
+ "Tatoeba (jav-eng)": 11.43,
+ "Tatoeba (jpn-eng)": 0.2,
+ "Tatoeba (kab-eng)": 2.71,
+ "Tatoeba (kat-eng)": 1.11,
+ "Tatoeba (kaz-eng)": 1.17,
+ "Tatoeba (khm-eng)": 0.55,
+ "Tatoeba (kor-eng)": 0.5,
+ "Tatoeba (kur-eng)": 8.55,
+ "Tatoeba (kzj-eng)": 4.61,
+ "Tatoeba (lat-eng)": 4.07,
+ "Tatoeba (lfn-eng)": 2.83,
+ "Tatoeba (lit-eng)": 0.95,
+ "Tatoeba (lvs-eng)": 3.25,
+ "Tatoeba (mal-eng)": 0.29,
+ "Tatoeba (mar-eng)": 0.2,
+ "Tatoeba (max-eng)": 14.53,
+ "Tatoeba (mhr-eng)": 0.2,
+ "Tatoeba (mkd-eng)": 0.2,
+ "Tatoeba (mon-eng)": 1.1,
+ "Tatoeba (nds-eng)": 10.37,
+ "Tatoeba (nld-eng)": 9.5,
+ "Tatoeba (nno-eng)": 4.49,
+ "Tatoeba (nob-eng)": 4.95,
+ "Tatoeba (nov-eng)": 14.53,
+ "Tatoeba (oci-eng)": 5.8,
+ "Tatoeba (orv-eng)": 0.24,
+ "Tatoeba (pam-eng)": 6.65,
+ "Tatoeba (pes-eng)": 0.5,
+ "Tatoeba (pms-eng)": 8.05,
+ "Tatoeba (pol-eng)": 5.13,
+ "Tatoeba (por-eng)": 5.87,
+ "Tatoeba (ron-eng)": 6.76,
+ "Tatoeba (rus-eng)": 0.2,
+ "Tatoeba (slk-eng)": 4.23,
+ "Tatoeba (slv-eng)": 6.05,
+ "Tatoeba (spa-eng)": 5.03,
+ "Tatoeba (sqi-eng)": 4.36,
+ "Tatoeba (srp-eng)": 1.77,
+ "Tatoeba (swe-eng)": 6.72,
+ "Tatoeba (swg-eng)": 8.54,
+ "Tatoeba (swh-eng)": 11.49,
+ "Tatoeba (tam-eng)": 1.3,
+ "Tatoeba (tat-eng)": 0.77,
+ "Tatoeba (tel-eng)": 0.85,
+ "Tatoeba (tgl-eng)": 2.61,
+ "Tatoeba (tha-eng)": 0.69,
+ "Tatoeba (tuk-eng)": 5.76,
+ "Tatoeba (tur-eng)": 5.24,
+ "Tatoeba (tzl-eng)": 15.51,
+ "Tatoeba (uig-eng)": 0.6,
+ "Tatoeba (ukr-eng)": 1.23,
+ "Tatoeba (urd-eng)": 0.4,
+ "Tatoeba (uzb-eng)": 4.73,
+ "Tatoeba (vie-eng)": 6.55,
+ "Tatoeba (war-eng)": 4.12,
+ "Tatoeba (wuu-eng)": 0.2,
+ "Tatoeba (xho-eng)": 4.33,
+ "Tatoeba (yid-eng)": 0.59,
+ "Tatoeba (yue-eng)": 0.5,
+ "Tatoeba (zsm-eng)": 7.27
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text2vec-base-chinese",
- "AmazonReviewsClassification (zh)": 34.12,
- "IFlyTek": 42.05,
- "JDReview": 82.14,
- "MassiveIntentClassification (zh-CN)": 63.98,
- "MassiveScenarioClassification (zh-CN)": 70.52,
- "MultilingualSentiment": 60.98,
- "OnlineShopping": 85.69,
- "TNews": 43.01,
- "Waimai": 77.22
+ "Model": "komninos",
+ "AmazonCounterfactualClassification (en)": 60.54,
+ "AmazonPolarityClassification": 59.59,
+ "AmazonReviewsClassification (en)": 31.01,
+ "Banking77Classification": 67.05,
+ "EmotionClassification": 33.18,
+ "ImdbClassification": 63.98,
+ "MTOPDomainClassification (en)": 78.57,
+ "MTOPIntentClassification (en)": 57.07,
+ "MassiveIntentClassification (en)": 57.21,
+ "MassiveScenarioClassification (en)": 66.11,
+ "ToxicConversationsClassification": 67.76,
+ "TweetSentimentExtractionClassification": 49.68
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "text2vec-base-chinese",
- "CLSClusteringP2P": 35.27,
- "CLSClusteringS2S": 32.42,
- "ThuNewsClusteringP2P": 42.92,
- "ThuNewsClusteringS2S": 40.01
+ "Model": "komninos",
+ "ArxivClusteringP2P": 34.73,
+ "ArxivClusteringS2S": 26.01,
+ "BiorxivClusteringP2P": 29.76,
+ "BiorxivClusteringS2S": 20.71,
+ "BlurbsClusteringP2P": 11.37,
+ "BlurbsClusteringS2S": 8.01,
+ "MedrxivClusteringP2P": 26.65,
+ "MedrxivClusteringS2S": 21.5,
+ "RedditClustering": 28.84,
+ "RedditClusteringP2P": 7.37,
+ "StackExchangeClustering": 39.04,
+ "StackExchangeClusteringP2P": 30.23,
+ "TenKGnadClusteringP2P": 15.89,
+ "TenKGnadClusteringS2S": 4.84,
+ "TwentyNewsgroupsClustering": 27.42
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text2vec-base-chinese",
- "Cmnli": 73.87,
- "Ocnli": 60.95
+ "Model": "komninos",
+ "SprintDuplicateQuestions": 85.55,
+ "TwitterSemEval2015": 53.85,
+ "TwitterURLCorpus": 79.41
}
]
},
"Reranking": {
"map": [
{
- "Model": "text2vec-base-chinese",
- "CMedQAv1": 59.26,
- "CMedQAv2": 59.82,
- "MMarcoReranking": 12.76,
- "T2Reranking": 65.95
+ "Model": "komninos",
+ "AskUbuntuDupQuestions": 50.88,
+ "MindSmallReranking": 28.92,
+ "SciDocsRR": 63.55,
+ "StackOverflowDupQuestions": 35.65
}
]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "text2vec-base-chinese",
- "CmedqaRetrieval": 15.91,
- "CovidRetrieval": 44.81,
- "DuRetrieval": 52.23,
- "EcomRetrieval": 34.6,
- "MMarcoRetrieval": 44.06,
- "MedicalRetrieval": 27.56,
- "T2Retrieval": 51.67,
- "VideoRetrieval": 39.52
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "komninos",
+ "ArguAna": 30.96,
+ "CQADupstackRetrieval": 16.79,
+ "ClimateFEVER": 14.87,
+ "DBPedia": 15.88,
+ "FEVER": 15.56,
+ "FiQA2018": 10.49,
+ "HotpotQA": 20.77,
+ "MSMARCO": 9.75,
+ "NFCorpus": 11.79,
+ "NQ": 12.75,
+ "QuoraRetrieval": 71.57,
+ "SCIDOCS": 8.47,
+ "SciFact": 29.53,
+ "TRECCOVID": 35.92,
+ "Touche2020": 13.17
}
]
},
"STS": {
"spearman": [
{
- "Model": "text2vec-base-chinese",
- "AFQMC": 26.06,
- "ATEC": 31.93,
- "BQ": 42.67,
- "LCQMC": 70.16,
- "PAWSX": 17.21,
- "QBQTC": 24.62,
- "STS22 (zh)": 55.35,
- "STSB": 79.3
+ "Model": "komninos",
+ "BIOSSES": 50.25,
+ "SICK-R": 55.49,
+ "STS12": 53.51,
+ "STS13": 70.8,
+ "STS14": 63.56,
+ "STS15": 74.08,
+ "STS16": 64.6,
+ "STS17 (ar-ar)": 13.78,
+ "STS17 (en-ar)": 9.08,
+ "STS17 (en-de)": -3.11,
+ "STS17 (en-en)": 76.91,
+ "STS17 (en-tr)": -0.45,
+ "STS17 (es-en)": -8.18,
+ "STS17 (es-es)": 48.23,
+ "STS17 (fr-en)": 5.81,
+ "STS17 (it-en)": 3.64,
+ "STS17 (ko-ko)": 2.54,
+ "STS17 (nl-en)": 0.44,
+ "STS22 (ar)": 32.42,
+ "STS22 (de)": 33.04,
+ "STS22 (de-en)": 28.65,
+ "STS22 (de-fr)": 14.77,
+ "STS22 (de-pl)": 11.21,
+ "STS22 (en)": 53.89,
+ "STS22 (es)": 48.53,
+ "STS22 (es-en)": 26.97,
+ "STS22 (es-it)": 41.1,
+ "STS22 (fr)": 49.43,
+ "STS22 (fr-pl)": 39.44,
+ "STS22 (it)": 57.77,
+ "STS22 (pl)": 12.47,
+ "STS22 (pl-en)": 45.55,
+ "STS22 (ru)": 19.44,
+ "STS22 (tr)": 47.38,
+ "STS22 (zh)": 4.78,
+ "STS22 (zh-en)": 14.05,
+ "STSBenchmark": 61.55
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text2vec-base-chinese"
+ "Model": "komninos",
+ "SummEval": 30.49
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text2vec-base-chinese"
+ "Model": "komninos"
}
]
}
},
- "herbert-base-retrieval-v2": {
+ "voyage-lite-01-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "voyage-lite-01-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "herbert-base-retrieval-v2",
- "AllegroReviews": 34.11,
- "CBD": 68.35,
- "MassiveIntentClassification (pl)": 65.53,
- "MassiveScenarioClassification (pl)": 68.51,
- "PAC": 68.4,
- "PolEmo2.0-IN": 64.18,
- "PolEmo2.0-OUT": 45.73
+ "Model": "voyage-lite-01-instruct",
+ "AmazonCounterfactualClassification (en)": 71.43,
+ "AmazonPolarityClassification": 96.41,
+ "AmazonReviewsClassification (en)": 57.06,
+ "Banking77Classification": 81.64,
+ "EmotionClassification": 48.29,
+ "ImdbClassification": 95.49,
+ "MTOPDomainClassification (en)": 96.3,
+ "MTOPIntentClassification (en)": 67.93,
+ "MassiveIntentClassification (en)": 71.29,
+ "MassiveScenarioClassification (en)": 76.74,
+ "ToxicConversationsClassification": 75.45,
+ "TweetSentimentExtractionClassification": 59.44
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "herbert-base-retrieval-v2",
- "8TagsClustering": 28.15
+ "Model": "voyage-lite-01-instruct",
+ "ArxivClusteringP2P": 47.92,
+ "ArxivClusteringS2S": 42.42,
+ "BiorxivClusteringP2P": 38.72,
+ "BiorxivClusteringS2S": 36.6,
+ "MedrxivClusteringP2P": 34.04,
+ "MedrxivClusteringS2S": 32.81,
+ "RedditClustering": 61.56,
+ "RedditClusteringP2P": 65.35,
+ "StackExchangeClustering": 70.16,
+ "StackExchangeClusteringP2P": 38.23,
+ "TwentyNewsgroupsClustering": 53.56
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "herbert-base-retrieval-v2",
- "CDSC-E": 63.31,
- "PPC": 84.18,
- "PSC": 98.87,
- "SICK-E-PL": 54.93
+ "Model": "voyage-lite-01-instruct",
+ "SprintDuplicateQuestions": 96.01,
+ "TwitterSemEval2015": 76.87,
+ "TwitterURLCorpus": 86.84
}
]
},
"Reranking": {
"map": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "voyage-lite-01-instruct",
+ "AskUbuntuDupQuestions": 65.77,
+ "MindSmallReranking": 31.69,
+ "SciDocsRR": 87.03,
+ "StackOverflowDupQuestions": 54.49
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "herbert-base-retrieval-v2",
- "ArguAna-PL": 41.97,
- "DBPedia-PL": 24.07,
- "FiQA-PL": 24.25,
- "HotpotQA-PL": 43.41,
- "MSMARCO-PL": 51.56,
- "NFCorpus-PL": 25.95,
- "NQ-PL": 35.09,
- "Quora-PL": 78.86,
- "SCIDOCS-PL": 11.0,
- "SciFact-PL": 51.92,
- "TRECCOVID-PL": 42.64
+ "Model": "voyage-lite-01-instruct",
+ "ArguAna": 58.73,
+ "CQADupstackRetrieval": 45.11,
+ "ClimateFEVER": 37.47,
+ "DBPedia": 43.42,
+ "FEVER": 89.71,
+ "FiQA2018": 44.79,
+ "HotpotQA": 70.46,
+ "MSMARCO": 39.66,
+ "NFCorpus": 43.33,
+ "NQ": 60.65,
+ "QuoraRetrieval": 87.83,
+ "SCIDOCS": 23.19,
+ "SciFact": 73.64,
+ "TRECCOVID": 78.92,
+ "Touche2020": 36.83
}
]
},
"STS": {
"spearman": [
{
- "Model": "herbert-base-retrieval-v2",
- "CDSC-R": 86.18,
- "SICK-R-PL": 64.67,
- "STS22 (pl)": 39.73
+ "Model": "voyage-lite-01-instruct",
+ "BIOSSES": 84.85,
+ "SICK-R": 79.71,
+ "STS12": 77.09,
+ "STS13": 88.91,
+ "STS14": 82.08,
+ "STS15": 89.21,
+ "STS16": 84.74,
+ "STS17 (en-en)": 90.73,
+ "STS22 (en)": 62.1,
+ "STSBenchmark": 89.86
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "voyage-lite-01-instruct",
+ "SummEval": 30.97
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "voyage-lite-01-instruct"
}
]
}
},
- "voyage-law-2": {
+ "nomic-embed-text-v1.5-256": {
"BitextMining": {
"f1": [
{
- "Model": "voyage-law-2"
+ "Model": "nomic-embed-text-v1.5-256"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "voyage-law-2",
- "AmazonReviewsClassification (fr)": 41.98,
- "MTOPDomainClassification (fr)": 90.12,
- "MTOPIntentClassification (fr)": 62.44,
- "MasakhaNEWSClassification (fra)": 76.42,
- "MassiveIntentClassification (fr)": 66.94,
- "MassiveScenarioClassification (fr)": 72.78
+ "Model": "nomic-embed-text-v1.5-256",
+ "AmazonCounterfactualClassification (en)": 72.94,
+ "AmazonPolarityClassification": 91.35,
+ "AmazonReviewsClassification (en)": 45.73,
+ "Banking77Classification": 83.69,
+ "EmotionClassification": 45.88,
+ "ImdbClassification": 83.99,
+ "MTOPDomainClassification (en)": 91.68,
+ "MTOPIntentClassification (en)": 72.47,
+ "MassiveIntentClassification (en)": 71.76,
+ "MassiveScenarioClassification (en)": 75.67,
+ "ToxicConversationsClassification": 70.87,
+ "TweetSentimentExtractionClassification": 59.2
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "voyage-law-2",
- "AlloProfClusteringP2P": 62.5,
- "AlloProfClusteringS2S": 44.28,
- "HALClusteringS2S": 26.36,
- "MLSUMClusteringP2P (fr)": 44.03,
- "MLSUMClusteringS2S (fr)": 42.95,
- "MasakhaNEWSClusteringP2P (fra)": 50.68,
- "MasakhaNEWSClusteringS2S (fra)": 38.79
+ "Model": "nomic-embed-text-v1.5-256",
+ "ArxivClusteringP2P": 44.82,
+ "ArxivClusteringS2S": 35.32,
+ "BiorxivClusteringP2P": 38.19,
+ "BiorxivClusteringS2S": 31.83,
+ "MedrxivClusteringP2P": 34.08,
+ "MedrxivClusteringS2S": 30.98,
+ "RedditClustering": 54.92,
+ "RedditClusteringP2P": 60.23,
+ "StackExchangeClustering": 61.81,
+ "StackExchangeClusteringP2P": 34.03,
+ "TwentyNewsgroupsClustering": 48.56
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "voyage-law-2",
- "OpusparcusPC (fr)": 93.06,
- "PawsXPairClassification (fr)": 61.54
+ "Model": "nomic-embed-text-v1.5-256",
+ "SprintDuplicateQuestions": 92.31,
+ "TwitterSemEval2015": 73.61,
+ "TwitterURLCorpus": 86.34
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-law-2",
- "AlloprofReranking": 72.92,
- "SyntecReranking": 91.2
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "voyage-law-2",
- "AILACasedocs": 44.56,
- "AILAStatutes": 45.51,
- "AlloprofRetrieval": 57.28,
- "BSARDRetrieval": 11.83,
- "GerDaLIRSmall": 44.91,
- "LEMBNarrativeQARetrieval": 55.78,
- "LEMBNeedleRetrieval": 80.5,
- "LEMBPasskeyRetrieval": 93.75,
- "LEMBQMSumRetrieval": 57.26,
- "LEMBSummScreenFDRetrieval": 98.72,
- "LEMBWikimQARetrieval": 87.08,
- "LeCaRDv2": 72.75,
- "LegalBenchConsumerContractsQA": 83.27,
- "LegalBenchCorporateLobbying": 95.66,
- "LegalQuAD": 67.47,
- "LegalSummarization": 68.96,
- "MintakaRetrieval (fr)": 34.92,
- "SyntecRetrieval": 87.33,
- "XPQARetrieval (fr)": 73.56
+ "Model": "nomic-embed-text-v1.5-256",
+ "AskUbuntuDupQuestions": 61.34,
+ "MindSmallReranking": 30.04,
+ "SciDocsRR": 79.4,
+ "StackOverflowDupQuestions": 49.95
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "nomic-embed-text-v1.5-256",
+ "ArguAna": 45.44,
+ "CQADupstackRetrieval": 37.61,
+ "ClimateFEVER": 39.63,
+ "DBPedia": 39.42,
+ "FEVER": 84.4,
+ "FiQA2018": 35.0,
+ "HotpotQA": 67.78,
+ "MSMARCO": 41.38,
+ "NFCorpus": 32.54,
+ "NQ": 57.1,
+ "QuoraRetrieval": 87.65,
+ "SCIDOCS": 16.76,
+ "SciFact": 68.24,
+ "TRECCOVID": 80.65,
+ "Touche2020": 28.49
}
]
},
"STS": {
"spearman": [
{
- "Model": "voyage-law-2",
- "SICKFr": 74.09,
- "STS22 (fr)": 83.75,
- "STSBenchmarkMultilingualSTS (fr)": 83.02
+ "Model": "nomic-embed-text-v1.5-256",
+ "BIOSSES": 81.58,
+ "SICK-R": 79.24,
+ "STS12": 78.16,
+ "STS13": 86.01,
+ "STS14": 81.25,
+ "STS15": 86.51,
+ "STS16": 84.24,
+ "STS17 (en-en)": 86.44,
+ "STS22 (en)": 65.14,
+ "STSBenchmark": 84.8
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "voyage-law-2",
- "SummEvalFr": 30.34
+ "Model": "nomic-embed-text-v1.5-256",
+ "SummEval": 30.05
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "voyage-law-2"
+ "Model": "nomic-embed-text-v1.5-256"
}
]
}
},
- "bert-base-multilingual-cased": {
+ "e5-mistral-7b-instruct-noinstruct": {
"BitextMining": {
"f1": [
{
- "Model": "bert-base-multilingual-cased"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bert-base-multilingual-cased",
- "AmazonReviewsClassification (fr)": 29.39,
- "MTOPDomainClassification (fr)": 63.61,
- "MTOPIntentClassification (fr)": 37.84,
- "MasakhaNEWSClassification (fra)": 64.0,
- "MassiveIntentClassification (fr)": 37.3,
- "MassiveScenarioClassification (fr)": 44.47
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bert-base-multilingual-cased",
- "AlloProfClusteringP2P": 51.5,
- "AlloProfClusteringS2S": 43.06,
- "HALClusteringS2S": 20.81,
- "MLSUMClusteringP2P": 40.9,
- "MLSUMClusteringS2S": 31.8,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bert-base-multilingual-cased",
- "OpusparcusPC (fr)": 86.77,
- "PawsXPairClassification (fr)": 53.39
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "bert-base-multilingual-cased",
- "AlloprofReranking": 36.23,
- "SyntecReranking": 53.25
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bert-base-multilingual-cased",
- "AlloprofRetrieval": 1.63,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.49
+ "Model": "e5-mistral-7b-instruct-noinstruct",
+ "ARCChallenge": 20.48,
+ "AlphaNLI": 18.88,
+ "HellaSwag": 32.25,
+ "PIQA": 32.8,
+ "Quail": 6.25,
+ "RARbCode": 79.84,
+ "RARbMath": 76.19,
+ "SIQA": 5.08,
+ "SpartQA": 10.87,
+ "TempReasonL1": 3.04,
+ "TempReasonL2Fact": 35.63,
+ "TempReasonL2Pure": 9.32,
+ "TempReasonL3Fact": 30.41,
+ "TempReasonL3Pure": 14.39,
+ "WinoGrande": 45.18
}
]
},
"STS": {
"spearman": [
{
- "Model": "bert-base-multilingual-cased",
- "SICKFr": 58.75,
- "STS22 (fr)": 39.05,
- "STSBenchmarkMultilingualSTS (fr)": 52.25
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bert-base-multilingual-cased",
- "SummEvalFr": 28.81
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bert-base-multilingual-cased"
+ "Model": "e5-mistral-7b-instruct-noinstruct"
}
]
}
},
- "LLM2Vec-Meta-Llama-3-unsupervised": {
+ "e5-base-4k": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
+ "Model": "e5-base-4k"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "AmazonCounterfactualClassification (en)": 75.7,
- "AmazonPolarityClassification": 80.68,
- "AmazonReviewsClassification (en)": 40.0,
- "Banking77Classification": 84.77,
- "EmotionClassification": 47.08,
- "ImdbClassification": 75.19,
- "MTOPDomainClassification (en)": 94.47,
- "MTOPIntentClassification (en)": 81.09,
- "MassiveIntentClassification (en)": 75.01,
- "MassiveScenarioClassification (en)": 79.16,
- "ToxicConversationsClassification": 71.85,
- "TweetSentimentExtractionClassification": 57.61
+ "Model": "e5-base-4k"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "ArxivClusteringP2P": 49.22,
- "ArxivClusteringS2S": 41.71,
- "BiorxivClusteringP2P": 38.39,
- "BiorxivClusteringS2S": 31.31,
- "MedrxivClusteringP2P": 31.47,
- "MedrxivClusteringS2S": 27.87,
- "RedditClustering": 43.67,
- "RedditClusteringP2P": 61.67,
- "StackExchangeClustering": 68.2,
- "StackExchangeClusteringP2P": 36.36,
- "TwentyNewsgroupsClustering": 32.01
+ "Model": "e5-base-4k"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "SprintDuplicateQuestions": 88.14,
- "TwitterSemEval2015": 66.6,
- "TwitterURLCorpus": 79.3
+ "Model": "e5-base-4k"
}
]
},
"Reranking": {
"map": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "AskUbuntuDupQuestions": 57.16,
- "MindSmallReranking": 30.1,
- "SciDocsRR": 76.28,
- "StackOverflowDupQuestions": 48.82
+ "Model": "e5-base-4k"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "ArguAna": 51.73,
- "CQADupstackRetrieval": 32.4,
- "ClimateFEVER": 23.58,
- "DBPedia": 26.78,
- "FEVER": 53.42,
- "FiQA2018": 28.56,
- "HotpotQA": 52.37,
- "MSMARCO": 17.47,
- "NFCorpus": 26.28,
- "NQ": 37.65,
- "QuoraRetrieval": 84.64,
- "SCIDOCS": 10.39,
- "SciFact": 66.36,
- "TRECCOVID": 63.34,
- "Touche2020": 12.82
+ "Model": "e5-base-4k",
+ "LEMBNarrativeQARetrieval": 30.35,
+ "LEMBNeedleRetrieval": 41.5,
+ "LEMBPasskeyRetrieval": 67.25,
+ "LEMBQMSumRetrieval": 35.6,
+ "LEMBSummScreenFDRetrieval": 95.23,
+ "LEMBWikimQARetrieval": 69.19
}
]
},
"STS": {
"spearman": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "BIOSSES": 84.67,
- "SICK-R": 72.16,
- "STS12": 61.6,
- "STS13": 79.71,
- "STS14": 72.11,
- "STS15": 82.18,
- "STS16": 79.41,
- "STS17 (en-en)": 85.44,
- "STS22 (en)": 63.9,
- "STSBenchmark": 77.44
+ "Model": "e5-base-4k"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "SummEval": 31.45
+ "Model": "e5-base-4k"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
+ "Model": "e5-base-4k"
}
]
}
},
- "text-search-davinci-001": {
+ "sentence-t5-xl": {
"BitextMining": {
"f1": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl",
+ "BUCC (de-en)": 95.04,
+ "BUCC (fr-en)": 94.96,
+ "BUCC (ru-en)": 8.33,
+ "BUCC (zh-en)": 1.3,
+ "Tatoeba (afr-eng)": 41.84,
+ "Tatoeba (amh-eng)": 0.03,
+ "Tatoeba (ang-eng)": 37.87,
+ "Tatoeba (ara-eng)": 0.61,
+ "Tatoeba (arq-eng)": 0.74,
+ "Tatoeba (arz-eng)": 0.42,
+ "Tatoeba (ast-eng)": 65.41,
+ "Tatoeba (awa-eng)": 1.46,
+ "Tatoeba (aze-eng)": 8.79,
+ "Tatoeba (bel-eng)": 5.76,
+ "Tatoeba (ben-eng)": 0.01,
+ "Tatoeba (ber-eng)": 5.92,
+ "Tatoeba (bos-eng)": 16.12,
+ "Tatoeba (bre-eng)": 6.12,
+ "Tatoeba (bul-eng)": 9.06,
+ "Tatoeba (cat-eng)": 57.4,
+ "Tatoeba (cbk-eng)": 57.68,
+ "Tatoeba (ceb-eng)": 12.56,
+ "Tatoeba (ces-eng)": 9.47,
+ "Tatoeba (cha-eng)": 27.13,
+ "Tatoeba (cmn-eng)": 1.82,
+ "Tatoeba (cor-eng)": 3.87,
+ "Tatoeba (csb-eng)": 14.41,
+ "Tatoeba (cym-eng)": 6.69,
+ "Tatoeba (dan-eng)": 54.87,
+ "Tatoeba (deu-eng)": 93.72,
+ "Tatoeba (dsb-eng)": 14.74,
+ "Tatoeba (dtp-eng)": 5.84,
+ "Tatoeba (ell-eng)": 0.6,
+ "Tatoeba (epo-eng)": 30.8,
+ "Tatoeba (est-eng)": 5.39,
+ "Tatoeba (eus-eng)": 11.9,
+ "Tatoeba (fao-eng)": 28.08,
+ "Tatoeba (fin-eng)": 6.81,
+ "Tatoeba (fra-eng)": 85.29,
+ "Tatoeba (fry-eng)": 38.68,
+ "Tatoeba (gla-eng)": 2.96,
+ "Tatoeba (gle-eng)": 3.74,
+ "Tatoeba (glg-eng)": 70.0,
+ "Tatoeba (gsw-eng)": 30.49,
+ "Tatoeba (heb-eng)": 0.87,
+ "Tatoeba (hin-eng)": 0.1,
+ "Tatoeba (hrv-eng)": 17.43,
+ "Tatoeba (hsb-eng)": 14.69,
+ "Tatoeba (hun-eng)": 7.28,
+ "Tatoeba (hye-eng)": 0.77,
+ "Tatoeba (ido-eng)": 46.65,
+ "Tatoeba (ile-eng)": 59.43,
+ "Tatoeba (ina-eng)": 82.71,
+ "Tatoeba (ind-eng)": 37.26,
+ "Tatoeba (isl-eng)": 11.21,
+ "Tatoeba (ita-eng)": 79.77,
+ "Tatoeba (jav-eng)": 7.81,
+ "Tatoeba (jpn-eng)": 0.91,
+ "Tatoeba (kab-eng)": 2.23,
+ "Tatoeba (kat-eng)": 1.48,
+ "Tatoeba (kaz-eng)": 1.77,
+ "Tatoeba (khm-eng)": 0.38,
+ "Tatoeba (kor-eng)": 1.96,
+ "Tatoeba (kur-eng)": 12.11,
+ "Tatoeba (kzj-eng)": 6.13,
+ "Tatoeba (lat-eng)": 27.84,
+ "Tatoeba (lfn-eng)": 45.89,
+ "Tatoeba (lit-eng)": 5.94,
+ "Tatoeba (lvs-eng)": 8.11,
+ "Tatoeba (mal-eng)": 0.59,
+ "Tatoeba (mar-eng)": 0.03,
+ "Tatoeba (max-eng)": 21.7,
+ "Tatoeba (mhr-eng)": 0.68,
+ "Tatoeba (mkd-eng)": 5.92,
+ "Tatoeba (mon-eng)": 2.39,
+ "Tatoeba (nds-eng)": 45.04,
+ "Tatoeba (nld-eng)": 64.75,
+ "Tatoeba (nno-eng)": 36.74,
+ "Tatoeba (nob-eng)": 54.77,
+ "Tatoeba (nov-eng)": 57.12,
+ "Tatoeba (oci-eng)": 34.39,
+ "Tatoeba (orv-eng)": 2.04,
+ "Tatoeba (pam-eng)": 8.34,
+ "Tatoeba (pes-eng)": 0.87,
+ "Tatoeba (pms-eng)": 38.06,
+ "Tatoeba (pol-eng)": 28.35,
+ "Tatoeba (por-eng)": 83.61,
+ "Tatoeba (ron-eng)": 65.27,
+ "Tatoeba (rus-eng)": 30.42,
+ "Tatoeba (slk-eng)": 13.19,
+ "Tatoeba (slv-eng)": 13.49,
+ "Tatoeba (spa-eng)": 89.18,
+ "Tatoeba (sqi-eng)": 14.66,
+ "Tatoeba (srp-eng)": 13.24,
+ "Tatoeba (swe-eng)": 60.67,
+ "Tatoeba (swg-eng)": 34.76,
+ "Tatoeba (swh-eng)": 8.07,
+ "Tatoeba (tam-eng)": 0.36,
+ "Tatoeba (tat-eng)": 1.46,
+ "Tatoeba (tel-eng)": 0.67,
+ "Tatoeba (tgl-eng)": 25.22,
+ "Tatoeba (tha-eng)": 1.58,
+ "Tatoeba (tuk-eng)": 4.99,
+ "Tatoeba (tur-eng)": 7.72,
+ "Tatoeba (tzl-eng)": 38.49,
+ "Tatoeba (uig-eng)": 0.87,
+ "Tatoeba (ukr-eng)": 9.12,
+ "Tatoeba (urd-eng)": 0.0,
+ "Tatoeba (uzb-eng)": 5.48,
+ "Tatoeba (vie-eng)": 8.45,
+ "Tatoeba (war-eng)": 13.75,
+ "Tatoeba (wuu-eng)": 1.44,
+ "Tatoeba (xho-eng)": 9.15,
+ "Tatoeba (yid-eng)": 0.28,
+ "Tatoeba (yue-eng)": 0.98,
+ "Tatoeba (zsm-eng)": 35.71
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl",
+ "AmazonCounterfactualClassification (de)": 67.01,
+ "AmazonCounterfactualClassification (en)": 76.01,
+ "AmazonCounterfactualClassification (en-ext)": 77.29,
+ "AmazonCounterfactualClassification (ja)": 45.61,
+ "AmazonPolarityClassification": 93.17,
+ "AmazonReviewsClassification (de)": 44.05,
+ "AmazonReviewsClassification (en)": 48.18,
+ "AmazonReviewsClassification (es)": 45.01,
+ "AmazonReviewsClassification (fr)": 43.52,
+ "AmazonReviewsClassification (ja)": 22.23,
+ "AmazonReviewsClassification (zh)": 21.88,
+ "Banking77Classification": 80.88,
+ "EmotionClassification": 51.95,
+ "ImdbClassification": 87.54,
+ "MTOPDomainClassification (de)": 83.28,
+ "MTOPDomainClassification (en)": 90.73,
+ "MTOPDomainClassification (es)": 85.32,
+ "MTOPDomainClassification (fr)": 85.14,
+ "MTOPDomainClassification (hi)": 20.85,
+ "MTOPDomainClassification (th)": 15.62,
+ "MTOPIntentClassification (de)": 54.65,
+ "MTOPIntentClassification (en)": 68.15,
+ "MTOPIntentClassification (es)": 57.38,
+ "MTOPIntentClassification (fr)": 54.39,
+ "MTOPIntentClassification (hi)": 3.28,
+ "MTOPIntentClassification (th)": 5.08,
+ "MasakhaNEWSClassification (fra)": 80.09,
+ "MassiveIntentClassification (af)": 40.17,
+ "MassiveIntentClassification (am)": 2.18,
+ "MassiveIntentClassification (ar)": 4.18,
+ "MassiveIntentClassification (az)": 30.02,
+ "MassiveIntentClassification (bn)": 2.6,
+ "MassiveIntentClassification (cy)": 29.15,
+ "MassiveIntentClassification (da)": 47.69,
+ "MassiveIntentClassification (de)": 57.43,
+ "MassiveIntentClassification (el)": 9.96,
+ "MassiveIntentClassification (en)": 72.09,
+ "MassiveIntentClassification (es)": 57.97,
+ "MassiveIntentClassification (fa)": 3.6,
+ "MassiveIntentClassification (fi)": 34.02,
+ "MassiveIntentClassification (fr)": 60.99,
+ "MassiveIntentClassification (he)": 2.51,
+ "MassiveIntentClassification (hi)": 3.02,
+ "MassiveIntentClassification (hu)": 31.66,
+ "MassiveIntentClassification (hy)": 3.32,
+ "MassiveIntentClassification (id)": 41.53,
+ "MassiveIntentClassification (is)": 30.25,
+ "MassiveIntentClassification (it)": 56.57,
+ "MassiveIntentClassification (ja)": 3.5,
+ "MassiveIntentClassification (jv)": 31.67,
+ "MassiveIntentClassification (ka)": 2.79,
+ "MassiveIntentClassification (km)": 5.43,
+ "MassiveIntentClassification (kn)": 2.79,
+ "MassiveIntentClassification (ko)": 2.67,
+ "MassiveIntentClassification (lv)": 34.25,
+ "MassiveIntentClassification (ml)": 2.98,
+ "MassiveIntentClassification (mn)": 20.99,
+ "MassiveIntentClassification (ms)": 37.43,
+ "MassiveIntentClassification (my)": 4.02,
+ "MassiveIntentClassification (nb)": 45.91,
+ "MassiveIntentClassification (nl)": 50.51,
+ "MassiveIntentClassification (pl)": 43.95,
+ "MassiveIntentClassification (pt)": 57.95,
+ "MassiveIntentClassification (ro)": 49.37,
+ "MassiveIntentClassification (ru)": 33.46,
+ "MassiveIntentClassification (sl)": 36.33,
+ "MassiveIntentClassification (sq)": 37.65,
+ "MassiveIntentClassification (sv)": 46.35,
+ "MassiveIntentClassification (sw)": 30.6,
+ "MassiveIntentClassification (ta)": 1.79,
+ "MassiveIntentClassification (te)": 2.26,
+ "MassiveIntentClassification (th)": 4.02,
+ "MassiveIntentClassification (tl)": 38.92,
+ "MassiveIntentClassification (tr)": 32.05,
+ "MassiveIntentClassification (ur)": 2.7,
+ "MassiveIntentClassification (vi)": 21.47,
+ "MassiveIntentClassification (zh-CN)": 0.59,
+ "MassiveIntentClassification (zh-TW)": 3.24,
+ "MassiveScenarioClassification (af)": 50.81,
+ "MassiveScenarioClassification (am)": 6.95,
+ "MassiveScenarioClassification (ar)": 12.32,
+ "MassiveScenarioClassification (az)": 38.79,
+ "MassiveScenarioClassification (bn)": 8.0,
+ "MassiveScenarioClassification (cy)": 33.91,
+ "MassiveScenarioClassification (da)": 55.79,
+ "MassiveScenarioClassification (de)": 65.33,
+ "MassiveScenarioClassification (el)": 16.89,
+ "MassiveScenarioClassification (en)": 73.26,
+ "MassiveScenarioClassification (es)": 62.52,
+ "MassiveScenarioClassification (fa)": 6.08,
+ "MassiveScenarioClassification (fi)": 43.34,
+ "MassiveScenarioClassification (fr)": 66.42,
+ "MassiveScenarioClassification (he)": 7.55,
+ "MassiveScenarioClassification (hi)": 7.44,
+ "MassiveScenarioClassification (hu)": 40.85,
+ "MassiveScenarioClassification (hy)": 9.25,
+ "MassiveScenarioClassification (id)": 51.92,
+ "MassiveScenarioClassification (is)": 40.09,
+ "MassiveScenarioClassification (it)": 62.94,
+ "MassiveScenarioClassification (ja)": 7.9,
+ "MassiveScenarioClassification (jv)": 41.33,
+ "MassiveScenarioClassification (ka)": 7.76,
+ "MassiveScenarioClassification (km)": 9.19,
+ "MassiveScenarioClassification (kn)": 8.36,
+ "MassiveScenarioClassification (ko)": 6.13,
+ "MassiveScenarioClassification (lv)": 40.7,
+ "MassiveScenarioClassification (ml)": 6.98,
+ "MassiveScenarioClassification (mn)": 27.0,
+ "MassiveScenarioClassification (ms)": 46.9,
+ "MassiveScenarioClassification (my)": 9.55,
+ "MassiveScenarioClassification (nb)": 53.43,
+ "MassiveScenarioClassification (nl)": 59.65,
+ "MassiveScenarioClassification (pl)": 49.87,
+ "MassiveScenarioClassification (pt)": 62.18,
+ "MassiveScenarioClassification (ro)": 58.22,
+ "MassiveScenarioClassification (ru)": 40.73,
+ "MassiveScenarioClassification (sl)": 43.66,
+ "MassiveScenarioClassification (sq)": 49.25,
+ "MassiveScenarioClassification (sv)": 57.17,
+ "MassiveScenarioClassification (sw)": 40.55,
+ "MassiveScenarioClassification (ta)": 7.46,
+ "MassiveScenarioClassification (te)": 7.03,
+ "MassiveScenarioClassification (th)": 8.52,
+ "MassiveScenarioClassification (tl)": 51.74,
+ "MassiveScenarioClassification (tr)": 43.01,
+ "MassiveScenarioClassification (ur)": 9.61,
+ "MassiveScenarioClassification (vi)": 28.91,
+ "MassiveScenarioClassification (zh-CN)": 5.86,
+ "MassiveScenarioClassification (zh-TW)": 7.14,
+ "ToxicConversationsClassification": 70.95,
+ "TweetSentimentExtractionClassification": 61.21
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl",
+ "AlloProfClusteringP2P": 60.37,
+ "AlloProfClusteringS2S": 40.76,
+ "ArxivClusteringP2P": 41.62,
+ "ArxivClusteringS2S": 31.17,
+ "BiorxivClusteringP2P": 36.43,
+ "BiorxivClusteringS2S": 26.47,
+ "HALClusteringS2S": 20.28,
+ "MLSUMClusteringP2P": 41.61,
+ "MLSUMClusteringS2S": 33.6,
+ "MasakhaNEWSClusteringP2P (fra)": 62.82,
+ "MasakhaNEWSClusteringS2S (fra)": 31.74,
+ "MedrxivClusteringP2P": 32.3,
+ "MedrxivClusteringS2S": 26.93,
+ "RedditClustering": 57.03,
+ "RedditClusteringP2P": 62.34,
+ "StackExchangeClustering": 67.13,
+ "StackExchangeClusteringP2P": 34.79,
+ "TwentyNewsgroupsClustering": 49.53
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl",
+ "OpusparcusPC (fr)": 92.48,
+ "PawsXPairClassification (fr)": 62.52,
+ "SprintDuplicateQuestions": 91.44,
+ "TwitterSemEval2015": 80.89,
+ "TwitterURLCorpus": 85.86
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl",
+ "AlloprofReranking": 63.3,
+ "AskUbuntuDupQuestions": 62.86,
+ "MindSmallReranking": 29.77,
+ "SciDocsRR": 75.16,
+ "StackOverflowDupQuestions": 51.05,
+ "SyntecReranking": 83.07
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-search-davinci-001",
- "ArguAna": 43.5,
- "ClimateFEVER": 22.3,
- "FEVER": 77.5,
- "FiQA2018": 51.2,
- "HotpotQA": 68.8,
- "NFCorpus": 40.7,
- "QuoraRetrieval": 63.8,
- "SciFact": 75.4,
- "TRECCOVID": 64.9,
- "Touche2020": 29.1
+ "Model": "sentence-t5-xl",
+ "AlloprofRetrieval": 40.38,
+ "ArguAna": 39.4,
+ "BSARDRetrieval": 0.14,
+ "CQADupstackRetrieval": 40.78,
+ "ClimateFEVER": 10.61,
+ "DBPedia": 33.65,
+ "FEVER": 36.12,
+ "FiQA2018": 44.71,
+ "HotpotQA": 37.17,
+ "MSMARCO": 25.17,
+ "MintakaRetrieval (fr)": 31.54,
+ "NFCorpus": 33.18,
+ "NQ": 46.29,
+ "QuoraRetrieval": 85.85,
+ "SCIDOCS": 15.97,
+ "SciFact": 50.91,
+ "SyntecRetrieval": 74.24,
+ "TRECCOVID": 54.77,
+ "Touche2020": 22.51,
+ "XPQARetrieval (fr)": 52.14
}
]
},
"STS": {
"spearman": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl",
+ "BIOSSES": 73.12,
+ "SICK-R": 79.98,
+ "SICKFr": 75.08,
+ "STS12": 79.02,
+ "STS13": 88.8,
+ "STS14": 84.33,
+ "STS15": 88.89,
+ "STS16": 85.31,
+ "STS17 (ar-ar)": 11.13,
+ "STS17 (en-ar)": -3.93,
+ "STS17 (en-de)": 79.04,
+ "STS17 (en-en)": 88.91,
+ "STS17 (en-tr)": 13.61,
+ "STS17 (es-en)": 71.72,
+ "STS17 (es-es)": 83.42,
+ "STS17 (fr-en)": 71.38,
+ "STS17 (it-en)": 69.5,
+ "STS17 (ko-ko)": 9.61,
+ "STS17 (nl-en)": 66.12,
+ "STS22 (ar)": 29.6,
+ "STS22 (de)": 47.72,
+ "STS22 (de-en)": 49.64,
+ "STS22 (de-fr)": 62.21,
+ "STS22 (de-pl)": 34.34,
+ "STS22 (en)": 64.32,
+ "STS22 (es)": 58.16,
+ "STS22 (es-en)": 69.15,
+ "STS22 (es-it)": 65.26,
+ "STS22 (fr)": 77.49,
+ "STS22 (fr-pl)": 50.71,
+ "STS22 (it)": 66.91,
+ "STS22 (pl)": 27.04,
+ "STS22 (pl-en)": 58.85,
+ "STS22 (ru)": 26.63,
+ "STS22 (tr)": 43.36,
+ "STS22 (zh)": 33.55,
+ "STS22 (zh-en)": 29.0,
+ "STSBenchmark": 83.93,
+ "STSBenchmarkMultilingualSTS (fr)": 79.42
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl",
+ "SummEval": 29.91,
+ "SummEvalFr": 31.59
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text-search-davinci-001"
+ "Model": "sentence-t5-xl"
}
]
}
},
- "m3e-base": {
+ "sentence-camembert-base": {
"BitextMining": {
"f1": [
{
- "Model": "m3e-base"
+ "Model": "sentence-camembert-base"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "m3e-base",
- "AmazonReviewsClassification (zh)": 43.02,
- "IFlyTek": 44.42,
- "JDReview": 85.33,
- "MassiveIntentClassification (zh-CN)": 68.4,
- "MassiveScenarioClassification (zh-CN)": 74.6,
- "MultilingualSentiment": 71.9,
- "OnlineShopping": 87.77,
- "TNews": 48.28,
- "Waimai": 83.99
+ "Model": "sentence-camembert-base",
+ "AmazonReviewsClassification (fr)": 36.03,
+ "MTOPDomainClassification (fr)": 77.1,
+ "MTOPIntentClassification (fr)": 43.44,
+ "MasakhaNEWSClassification (fra)": 70.36,
+ "MassiveIntentClassification (fr)": 51.59,
+ "MassiveScenarioClassification (fr)": 61.28
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "m3e-base",
- "CLSClusteringP2P": 39.81,
- "CLSClusteringS2S": 37.34,
- "ThuNewsClusteringP2P": 59.77,
- "ThuNewsClusteringS2S": 53.78
+ "Model": "sentence-camembert-base",
+ "AlloProfClusteringP2P": 59.09,
+ "AlloProfClusteringS2S": 38.92,
+ "HALClusteringS2S": 20.22,
+ "MLSUMClusteringP2P": 35.98,
+ "MLSUMClusteringS2S": 27.05,
+ "MasakhaNEWSClusteringP2P (fra)": 36.03,
+ "MasakhaNEWSClusteringS2S (fra)": 30.77
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "m3e-base",
- "Cmnli": 69.98,
- "Ocnli": 58.0
+ "Model": "sentence-camembert-base",
+ "OpusparcusPC (fr)": 92.05,
+ "PawsXPairClassification (fr)": 57.44
}
]
},
"Reranking": {
"map": [
{
- "Model": "m3e-base",
- "CMedQAv1": 77.05,
- "CMedQAv2": 76.76,
- "MMarcoReranking": 17.51,
- "T2Reranking": 66.03
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "m3e-base",
- "CmedqaRetrieval": 30.33,
- "CovidRetrieval": 66.42,
- "DuRetrieval": 75.76,
- "EcomRetrieval": 50.27,
- "MMarcoRetrieval": 65.46,
- "MedicalRetrieval": 42.79,
- "T2Retrieval": 73.14,
- "VideoRetrieval": 51.11
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "m3e-base",
- "AFQMC": 35.87,
- "ATEC": 41.27,
- "BQ": 63.81,
- "LCQMC": 74.88,
- "PAWSX": 12.19,
- "QBQTC": 32.07,
- "STS22 (zh)": 66.73,
- "STSB": 76.97
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "m3e-base"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "m3e-base"
- }
- ]
- }
- },
- "multilingual-e5-large": {
- "BitextMining": {
- "f1": [
- {
- "Model": "multilingual-e5-large",
- "BornholmBitextMining (dan-Latn)": 29.61,
- "BornholmBitextMining": 44.16,
- "Tatoeba (tgl-Latn_eng-Latn)": 92.0,
- "Tatoeba (gsw-Latn_eng-Latn)": 51.65,
- "Tatoeba (tzl-Latn_eng-Latn)": 53.16,
- "Tatoeba (slv-Latn_eng-Latn)": 89.57,
- "Tatoeba (jav-Latn_eng-Latn)": 75.46,
- "Tatoeba (uig-Arab_eng-Latn)": 72.17,
- "Tatoeba (ind-Latn_eng-Latn)": 92.9,
- "Tatoeba (rus-Cyrl_eng-Latn)": 92.32,
- "Tatoeba (war-Latn_eng-Latn)": 62.02,
- "Tatoeba (mar-Deva_eng-Latn)": 88.58,
- "Tatoeba (mkd-Cyrl_eng-Latn)": 85.63,
- "Tatoeba (jpn-Jpan_eng-Latn)": 95.28,
- "Tatoeba (hun-Latn_eng-Latn)": 94.01,
- "Tatoeba (slk-Latn_eng-Latn)": 93.13,
- "Tatoeba (tha-Thai_eng-Latn)": 95.38,
- "Tatoeba (fra-Latn_eng-Latn)": 93.42,
- "Tatoeba (ukr-Cyrl_eng-Latn)": 93.32,
- "Tatoeba (kat-Geor_eng-Latn)": 84.09,
- "Tatoeba (nov-Latn_eng-Latn)": 71.62,
- "Tatoeba (kor-Hang_eng-Latn)": 90.65,
- "Tatoeba (ben-Beng_eng-Latn)": 83.02,
- "Tatoeba (cor-Latn_eng-Latn)": 6.28,
- "Tatoeba (lfn-Latn_eng-Latn)": 62.91,
- "Tatoeba (swh-Latn_eng-Latn)": 71.61,
- "Tatoeba (tur-Latn_eng-Latn)": 96.27,
- "Tatoeba (cbk-Latn_eng-Latn)": 69.26,
- "Tatoeba (kur-Latn_eng-Latn)": 66.83,
- "Tatoeba (arq-Arab_eng-Latn)": 41.56,
- "Tatoeba (ceb-Latn_eng-Latn)": 55.31,
- "Tatoeba (max-Deva_eng-Latn)": 63.41,
- "Tatoeba (ang-Latn_eng-Latn)": 40.18,
- "Tatoeba (nds-Latn_eng-Latn)": 69.28,
- "Tatoeba (epo-Latn_eng-Latn)": 96.01,
- "Tatoeba (heb-Hebr_eng-Latn)": 86.61,
- "Tatoeba (yue-Hant_eng-Latn)": 88.71,
- "Tatoeba (dan-Latn_eng-Latn)": 95.08,
- "Tatoeba (swe-Latn_eng-Latn)": 95.3,
- "Tatoeba (lvs-Latn_eng-Latn)": 90.06,
- "Tatoeba (ast-Latn_eng-Latn)": 81.76,
- "Tatoeba (dsb-Latn_eng-Latn)": 48.44,
- "Tatoeba (pes-Arab_eng-Latn)": 92.14,
- "Tatoeba (dtp-Latn_eng-Latn)": 7.03,
- "Tatoeba (tuk-Latn_eng-Latn)": 33.15,
- "Tatoeba (isl-Latn_eng-Latn)": 92.09,
- "Tatoeba (khm-Khmr_eng-Latn)": 59.96,
- "Tatoeba (pam-Latn_eng-Latn)": 9.32,
- "Tatoeba (tat-Cyrl_eng-Latn)": 73.51,
- "Tatoeba (bos-Latn_eng-Latn)": 92.86,
- "Tatoeba (spa-Latn_eng-Latn)": 97.1,
- "Tatoeba (kaz-Cyrl_eng-Latn)": 79.67,
- "Tatoeba (bel-Cyrl_eng-Latn)": 91.08,
- "Tatoeba (zsm-Latn_eng-Latn)": 94.53,
- "Tatoeba (cat-Latn_eng-Latn)": 91.03,
- "Tatoeba (urd-Arab_eng-Latn)": 89.21,
- "Tatoeba (mon-Cyrl_eng-Latn)": 87.53,
- "Tatoeba (tam-Taml_eng-Latn)": 88.23,
- "Tatoeba (fry-Latn_eng-Latn)": 63.43,
- "Tatoeba (nob-Latn_eng-Latn)": 97.2,
- "Tatoeba (tel-Telu_eng-Latn)": 91.34,
- "Tatoeba (hye-Armn_eng-Latn)": 90.92,
- "Tatoeba (awa-Deva_eng-Latn)": 72.27,
- "Tatoeba (hrv-Latn_eng-Latn)": 96.15,
- "Tatoeba (ile-Latn_eng-Latn)": 79.16,
- "Tatoeba (amh-Ethi_eng-Latn)": 80.69,
- "Tatoeba (orv-Cyrl_eng-Latn)": 39.87,
- "Tatoeba (ara-Arab_eng-Latn)": 85.48,
- "Tatoeba (ido-Latn_eng-Latn)": 83.52,
- "Tatoeba (hin-Deva_eng-Latn)": 94.48,
- "Tatoeba (por-Latn_eng-Latn)": 93.63,
- "Tatoeba (ron-Latn_eng-Latn)": 94.87,
- "Tatoeba (swg-Latn_eng-Latn)": 55.64,
- "Tatoeba (cmn-Hans_eng-Latn)": 95.28,
- "Tatoeba (pol-Latn_eng-Latn)": 96.6,
- "Tatoeba (bul-Cyrl_eng-Latn)": 92.93,
- "Tatoeba (ina-Latn_eng-Latn)": 93.47,
- "Tatoeba (bre-Latn_eng-Latn)": 11.1,
- "Tatoeba (wuu-Hans_eng-Latn)": 86.37,
- "Tatoeba (lit-Latn_eng-Latn)": 88.48,
- "Tatoeba (csb-Latn_eng-Latn)": 36.98,
- "Tatoeba (lat-Latn_eng-Latn)": 53.37,
- "Tatoeba (gle-Latn_eng-Latn)": 71.48,
- "Tatoeba (ita-Latn_eng-Latn)": 93.29,
- "Tatoeba (srp-Cyrl_eng-Latn)": 93.1,
- "Tatoeba (arz-Arab_eng-Latn)": 74.73,
- "Tatoeba (cym-Latn_eng-Latn)": 76.21,
- "Tatoeba (ber-Tfng_eng-Latn)": 38.9,
- "Tatoeba (xho-Latn_eng-Latn)": 80.87,
- "Tatoeba (uzb-Latn_eng-Latn)": 72.35,
- "Tatoeba (pms-Latn_eng-Latn)": 59.85,
- "Tatoeba (est-Latn_eng-Latn)": 85.03,
- "Tatoeba (deu-Latn_eng-Latn)": 99.07,
- "Tatoeba (yid-Hebr_eng-Latn)": 76.33,
- "Tatoeba (ell-Grek_eng-Latn)": 93.88,
- "Tatoeba (afr-Latn_eng-Latn)": 90.22,
- "Tatoeba (fao-Latn_eng-Latn)": 72.62,
- "Tatoeba (nld-Latn_eng-Latn)": 96.63,
- "Tatoeba (hsb-Latn_eng-Latn)": 58.9,
- "Tatoeba (aze-Latn_eng-Latn)": 87.61,
- "Tatoeba (kzj-Latn_eng-Latn)": 7.91,
- "Tatoeba (kab-Latn_eng-Latn)": 36.54,
- "Tatoeba (mal-Mlym_eng-Latn)": 97.7,
- "Tatoeba (mhr-Cyrl_eng-Latn)": 6.79,
- "Tatoeba (ces-Latn_eng-Latn)": 94.89,
- "Tatoeba (gla-Latn_eng-Latn)": 59.0,
- "Tatoeba (cha-Latn_eng-Latn)": 27.16,
- "Tatoeba (glg-Latn_eng-Latn)": 93.34,
- "Tatoeba (vie-Latn_eng-Latn)": 97.0,
- "Tatoeba (oci-Latn_eng-Latn)": 54.91,
- "Tatoeba (nno-Latn_eng-Latn)": 91.4,
- "Tatoeba (fin-Latn_eng-Latn)": 95.44,
- "Tatoeba (eus-Latn_eng-Latn)": 77.82,
- "Tatoeba (sqi-Latn_eng-Latn)": 94.7
+ "Model": "sentence-camembert-base",
+ "AlloprofReranking": 48.68,
+ "SyntecReranking": 79.75
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "sentence-camembert-base",
+ "AlloprofRetrieval": 21.94,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 13.36,
+ "SyntecRetrieval": 68.62,
+ "XPQARetrieval (fr)": 57.92
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "sentence-camembert-base",
+ "SICKFr": 74.18,
+ "STS22 (fr)": 77.54,
+ "STSBenchmarkMultilingualSTS (fr)": 81.64
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "sentence-camembert-base",
+ "SummEvalFr": 28.77
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "sentence-camembert-base"
+ }
+ ]
+ }
+ },
+ "Cohere-embed-multilingual-v3.0": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "Cohere-embed-multilingual-v3.0"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "multilingual-e5-large",
- "AllegroReviews (pol-Latn)": 41.04,
- "AllegroReviews": 41.14,
- "AmazonCounterfactualClassification (en-ext)": 78.73,
- "AmazonCounterfactualClassification (en)": 78.67,
- "AmazonCounterfactualClassification (deu-Latn)": 68.66,
- "AmazonCounterfactualClassification (jpn-Jpan)": 78.8,
- "AmazonPolarityClassification": 93.26,
- "AmazonReviewsClassification (en)": 49.2,
- "AmazonReviewsClassification (deu-Latn)": 46.5,
- "AmazonReviewsClassification (spa-Latn)": 44.35,
- "AmazonReviewsClassification (fra-Latn)": 42.55,
- "AmazonReviewsClassification (jpn-Jpan)": 41.71,
- "AmazonReviewsClassification (cmn-Hans)": 38.87,
- "AmazonReviewsClassification (fr)": 41.91,
- "AngryTweetsClassification (dan-Latn)": 57.69,
- "AngryTweetsClassification": 54.95,
- "Banking77Classification": 75.88,
- "CBD (pol-Latn)": 69.84,
- "CBD": 69.9,
- "DKHateClassification": 66.02,
- "DanishPoliticalCommentsClassification (dan-Latn)": 39.43,
- "DanishPoliticalCommentsClassification": 38.27,
- "EmotionClassification": 47.58,
- "GeoreviewClassification (rus-Cyrl)": 49.69,
- "HeadlineClassification (rus-Cyrl)": 77.19,
- "IFlyTek (cmn-Hans)": 41.86,
- "IFlyTek": 45.47,
- "ImdbClassification": 90.23,
- "InappropriatenessClassification (rus-Cyrl)": 61.6,
- "JDReview (cmn-Hans)": 80.54,
- "JDReview": 80.99,
- "KinopoiskClassification (rus-Cyrl)": 56.59,
- "LccSentimentClassification (dan-Latn)": 61.53,
- "LccSentimentClassification": 59.6,
- "MTOPDomainClassification (en)": 91.81,
- "MTOPDomainClassification (deu-Latn)": 90.44,
- "MTOPDomainClassification (spa-Latn)": 88.34,
- "MTOPDomainClassification (fra-Latn)": 86.23,
- "MTOPDomainClassification (hin-Deva)": 86.84,
- "MTOPDomainClassification (tha-Thai)": 86.88,
- "MTOPDomainClassification (fr)": 86.41,
- "MTOPIntentClassification (en)": 64.29,
- "MTOPIntentClassification (deu-Latn)": 65.97,
- "MTOPIntentClassification (spa-Latn)": 61.9,
- "MTOPIntentClassification (fra-Latn)": 56.25,
- "MTOPIntentClassification (hin-Deva)": 59.17,
- "MTOPIntentClassification (tha-Thai)": 62.59,
- "MTOPIntentClassification (fr)": 59.43,
- "MasakhaNEWSClassification (amh-Ethi)": 83.7,
- "MasakhaNEWSClassification (eng)": 78.26,
- "MasakhaNEWSClassification (fra-Latn)": 76.11,
- "MasakhaNEWSClassification (hau-Latn)": 76.17,
- "MasakhaNEWSClassification (ibo-Latn)": 70.05,
- "MasakhaNEWSClassification (lin-Latn)": 75.89,
- "MasakhaNEWSClassification (lug-Latn)": 73.63,
- "MasakhaNEWSClassification (orm-Ethi)": 80.31,
- "MasakhaNEWSClassification (pcm-Latn)": 89.15,
- "MasakhaNEWSClassification (run-Latn)": 76.55,
- "MasakhaNEWSClassification (sna-Latn)": 86.99,
- "MasakhaNEWSClassification (som-Latn)": 64.63,
- "MasakhaNEWSClassification (swa-Latn)": 73.42,
- "MasakhaNEWSClassification (tir-Ethi)": 72.06,
- "MasakhaNEWSClassification (xho-Latn)": 82.56,
- "MasakhaNEWSClassification (yor-Latn)": 81.09,
- "MasakhaNEWSClassification (fra)": 79.38,
- "MassiveIntentClassification (kor-Kore)": 63.92,
- "MassiveIntentClassification (lav-Latn)": 58.31,
- "MassiveIntentClassification (isl-Latn)": 53.3,
- "MassiveIntentClassification (tel-Telu)": 53.96,
- "MassiveIntentClassification (mya-Mymr)": 49.73,
- "MassiveIntentClassification (nob-Latn)": 64.54,
- "MassiveIntentClassification (en)": 68.51,
- "MassiveIntentClassification (spa-Latn)": 64.01,
- "MassiveIntentClassification (swe-Latn)": 66.52,
- "MassiveIntentClassification (cmo-Hant)": 58.78,
- "MassiveIntentClassification (pol-Latn)": 65.09,
- "MassiveIntentClassification (rus-Cyrl)": 65.76,
- "MassiveIntentClassification (aze-Latn)": 54.68,
- "MassiveIntentClassification (fin-Latn)": 64.28,
- "MassiveIntentClassification (cmo-Hans)": 66.23,
- "MassiveIntentClassification (urd-Arab)": 54.6,
- "MassiveIntentClassification (tam-Taml)": 53.41,
- "MassiveIntentClassification (hin-Deva)": 60.93,
- "MassiveIntentClassification (deu-Latn)": 63.82,
- "MassiveIntentClassification (ell-Grek)": 64.34,
- "MassiveIntentClassification (hye-Armn)": 50.89,
- "MassiveIntentClassification (por-Latn)": 65.6,
- "MassiveIntentClassification (nld-Latn)": 65.0,
- "MassiveIntentClassification (fas-Arab)": 63.74,
- "MassiveIntentClassification (ron-Latn)": 59.76,
- "MassiveIntentClassification (slv-Latn)": 59.38,
- "MassiveIntentClassification (heb-Hebr)": 62.44,
- "MassiveIntentClassification (vie-Latn)": 63.39,
- "MassiveIntentClassification (sqi-Latn)": 57.3,
- "MassiveIntentClassification (khm-Khmr)": 34.88,
- "MassiveIntentClassification (ben-Beng)": 55.6,
- "MassiveIntentClassification (tgl-Latn)": 54.77,
- "MassiveIntentClassification (jpn-Jpan)": 67.11,
- "MassiveIntentClassification (kat-Geor)": 41.45,
- "MassiveIntentClassification (afr-Latn)": 53.69,
- "MassiveIntentClassification (cym-Latn)": 44.22,
- "MassiveIntentClassification (amh-Ethi)": 45.48,
- "MassiveIntentClassification (ita-Latn)": 63.89,
- "MassiveIntentClassification (mal-Mlym)": 57.58,
- "MassiveIntentClassification (tha-Thai)": 62.75,
- "MassiveIntentClassification (ind-Latn)": 63.51,
- "MassiveIntentClassification (jav-Latn)": 48.96,
- "MassiveIntentClassification (dan-Latn)": 63.7,
- "MassiveIntentClassification (ara-Arab)": 54.1,
- "MassiveIntentClassification (kan-Knda)": 53.45,
- "MassiveIntentClassification (hun-Latn)": 64.0,
- "MassiveIntentClassification (tur-Latn)": 64.61,
- "MassiveIntentClassification (msa-Latn)": 58.49,
- "MassiveIntentClassification (mon-Cyrl)": 49.6,
- "MassiveIntentClassification (swa-Latn)": 47.69,
- "MassiveIntentClassification (fra-Latn)": 63.37,
- "MassiveIntentClassification (da)": 60.16,
- "MassiveIntentClassification (nb)": 59.83,
- "MassiveIntentClassification (sv)": 61.78,
- "MassiveIntentClassification (pl)": 65.07,
- "MassiveScenarioClassification (heb-Hebr)": 67.72,
- "MassiveScenarioClassification (vie-Latn)": 68.91,
- "MassiveScenarioClassification (cmo-Hant)": 64.35,
- "MassiveScenarioClassification (urd-Arab)": 60.89,
- "MassiveScenarioClassification (isl-Latn)": 60.74,
- "MassiveScenarioClassification (ell-Grek)": 69.74,
- "MassiveScenarioClassification (mon-Cyrl)": 55.37,
- "MassiveScenarioClassification (swa-Latn)": 56.27,
- "MassiveScenarioClassification (tam-Taml)": 58.76,
- "MassiveScenarioClassification (hye-Armn)": 55.76,
- "MassiveScenarioClassification (amh-Ethi)": 52.69,
- "MassiveScenarioClassification (ben-Beng)": 61.85,
- "MassiveScenarioClassification (tel-Telu)": 59.49,
- "MassiveScenarioClassification (dan-Latn)": 71.18,
- "MassiveScenarioClassification (slv-Latn)": 65.33,
- "MassiveScenarioClassification (en)": 73.04,
- "MassiveScenarioClassification (rus-Cyrl)": 70.85,
- "MassiveScenarioClassification (mal-Mlym)": 63.17,
- "MassiveScenarioClassification (sqi-Latn)": 63.79,
- "MassiveScenarioClassification (ita-Latn)": 69.45,
- "MassiveScenarioClassification (kor-Kore)": 70.54,
- "MassiveScenarioClassification (cmo-Hans)": 72.25,
- "MassiveScenarioClassification (cym-Latn)": 51.25,
- "MassiveScenarioClassification (pol-Latn)": 69.83,
- "MassiveScenarioClassification (ind-Latn)": 69.43,
- "MassiveScenarioClassification (tur-Latn)": 68.12,
- "MassiveScenarioClassification (tgl-Latn)": 60.71,
- "MassiveScenarioClassification (hin-Deva)": 66.85,
- "MassiveScenarioClassification (spa-Latn)": 69.07,
- "MassiveScenarioClassification (lav-Latn)": 64.28,
- "MassiveScenarioClassification (mya-Mymr)": 54.03,
- "MassiveScenarioClassification (ara-Arab)": 61.0,
- "MassiveScenarioClassification (kan-Knda)": 59.36,
- "MassiveScenarioClassification (jav-Latn)": 56.24,
- "MassiveScenarioClassification (por-Latn)": 68.33,
- "MassiveScenarioClassification (tha-Thai)": 69.06,
- "MassiveScenarioClassification (aze-Latn)": 58.49,
- "MassiveScenarioClassification (fra-Latn)": 68.74,
- "MassiveScenarioClassification (ron-Latn)": 66.06,
- "MassiveScenarioClassification (nld-Latn)": 71.11,
- "MassiveScenarioClassification (fas-Arab)": 67.55,
- "MassiveScenarioClassification (deu-Latn)": 71.25,
- "MassiveScenarioClassification (nob-Latn)": 70.44,
- "MassiveScenarioClassification (msa-Latn)": 63.55,
- "MassiveScenarioClassification (afr-Latn)": 62.35,
- "MassiveScenarioClassification (hun-Latn)": 70.53,
- "MassiveScenarioClassification (swe-Latn)": 72.77,
- "MassiveScenarioClassification (kat-Geor)": 47.82,
- "MassiveScenarioClassification (jpn-Jpan)": 73.16,
- "MassiveScenarioClassification (khm-Khmr)": 41.14,
- "MassiveScenarioClassification (fin-Latn)": 68.62,
- "MassiveScenarioClassification (da)": 67.46,
- "MassiveScenarioClassification (nb)": 66.18,
- "MassiveScenarioClassification (sv)": 69.15,
- "MassiveScenarioClassification (pl)": 69.82,
- "MultilingualSentiment (cmn-Hans)": 70.81,
- "MultilingualSentiment": 68.58,
- "NoRecClassification (nob-Latn)": 58.43,
- "NoRecClassification": 62.76,
- "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 80.15,
- "NordicLangClassification": 82.29,
- "NorwegianParliament": 60.36,
- "OnlineShopping (cmn-Hans)": 90.45,
- "OnlineShopping": 90.81,
- "PAC (pol-Latn)": 70.33,
- "PAC": 70.37,
- "PolEmo2.0-IN (pol-Latn)": 77.06,
- "PolEmo2.0-IN": 77.06,
- "PolEmo2.0-OUT (pol-Latn)": 53.48,
- "PolEmo2.0-OUT": 53.38,
- "RuReviewsClassification (rus-Cyrl)": 65.28,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 58.2,
- "RuSciBenchOECDClassification (rus-Cyrl)": 43.91,
- "ScalaDaClassification": 50.77,
- "ScalaNbClassification": 50.44,
- "TNews (cmn-Hans)": 48.8,
- "TNews": 48.38,
- "ToxicConversationsClassification": 66.01,
- "TweetSentimentExtractionClassification": 62.8,
- "Waimai (cmn-Hans)": 86.3,
- "Waimai": 85.02
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AmazonReviewsClassification (fr)": 41.89,
+ "MTOPDomainClassification (fr)": 86.23,
+ "MTOPIntentClassification (fr)": 61.07,
+ "MasakhaNEWSClassification (fra)": 83.06,
+ "MassiveIntentClassification (fr)": 62.94,
+ "MassiveScenarioClassification (fr)": 67.29
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "multilingual-e5-large",
- "8TagsClustering": 33.88,
- "AlloProfClusteringP2P": 62.99,
- "AlloProfClusteringS2S": 32.26,
- "BiorxivClusteringP2P": 35.5,
- "BiorxivClusteringS2S": 33.3,
- "CLSClusteringP2P": 40.68,
- "CLSClusteringS2S": 38.59,
- "GeoreviewClusteringP2P (rus-Cyrl)": 60.51,
- "HALClusteringS2S": 22.44,
- "MLSUMClusteringP2P (rus-Cyrl)": 42.79,
- "MLSUMClusteringP2P": 44.04,
- "MLSUMClusteringS2S (rus-Cyrl)": 44.32,
- "MLSUMClusteringS2S": 37.65,
- "MasakhaNEWSClusteringP2P (amh-Ethi)": 67.16,
- "MasakhaNEWSClusteringP2P (eng)": 61.1,
- "MasakhaNEWSClusteringP2P (fra-Latn)": 41.66,
- "MasakhaNEWSClusteringP2P (hau-Latn)": 60.7,
- "MasakhaNEWSClusteringP2P (ibo-Latn)": 48.41,
- "MasakhaNEWSClusteringP2P (lin-Latn)": 57.69,
- "MasakhaNEWSClusteringP2P (lug-Latn)": 71.95,
- "MasakhaNEWSClusteringP2P (orm-Ethi)": 60.14,
- "MasakhaNEWSClusteringP2P (pcm-Latn)": 80.84,
- "MasakhaNEWSClusteringP2P (run-Latn)": 59.91,
- "MasakhaNEWSClusteringP2P (sna-Latn)": 53.3,
- "MasakhaNEWSClusteringP2P (som-Latn)": 34.38,
- "MasakhaNEWSClusteringP2P (swa-Latn)": 33.25,
- "MasakhaNEWSClusteringP2P (tir-Ethi)": 54.21,
- "MasakhaNEWSClusteringP2P (xho-Latn)": 41.12,
- "MasakhaNEWSClusteringP2P (yor-Latn)": 36.22,
- "MasakhaNEWSClusteringP2P (fra)": 40.94,
- "MasakhaNEWSClusteringS2S (amh-Ethi)": 47.24,
- "MasakhaNEWSClusteringS2S (eng)": 53.93,
- "MasakhaNEWSClusteringS2S (fra-Latn)": 39.84,
- "MasakhaNEWSClusteringS2S (hau-Latn)": 19.24,
- "MasakhaNEWSClusteringS2S (ibo-Latn)": 28.88,
- "MasakhaNEWSClusteringS2S (lin-Latn)": 42.22,
- "MasakhaNEWSClusteringS2S (lug-Latn)": 43.63,
- "MasakhaNEWSClusteringS2S (orm-Ethi)": 26.29,
- "MasakhaNEWSClusteringS2S (pcm-Latn)": 59.77,
- "MasakhaNEWSClusteringS2S (run-Latn)": 51.46,
- "MasakhaNEWSClusteringS2S (sna-Latn)": 48.14,
- "MasakhaNEWSClusteringS2S (som-Latn)": 25.14,
- "MasakhaNEWSClusteringS2S (swa-Latn)": 7.28,
- "MasakhaNEWSClusteringS2S (tir-Ethi)": 50.51,
- "MasakhaNEWSClusteringS2S (xho-Latn)": 30.98,
- "MasakhaNEWSClusteringS2S (yor-Latn)": 34.09,
- "MasakhaNEWSClusteringS2S (fra)": 30.56,
- "MedrxivClusteringP2P": 31.7,
- "MedrxivClusteringS2S": 29.76,
- "RedditClustering": 46.91,
- "RedditClusteringP2P": 63.0,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.03,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 45.11,
- "StackExchangeClustering": 58.37,
- "StackExchangeClusteringP2P": 32.9,
- "ThuNewsClusteringP2P": 58.05,
- "ThuNewsClusteringS2S": 55.59,
- "TwentyNewsgroupsClustering": 39.4
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AlloProfClusteringP2P": 63.53,
+ "AlloProfClusteringS2S": 36.18,
+ "HALClusteringS2S": 19.9,
+ "MLSUMClusteringP2P": 45.08,
+ "MLSUMClusteringS2S": 34.75,
+ "MasakhaNEWSClusteringP2P (fra)": 53.18,
+ "MasakhaNEWSClusteringS2S (fra)": 32.31
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "multilingual-e5-large",
- "CDSC-E (pol-Latn)": 74.47,
- "CDSC-E": 74.47,
- "Cmnli": 78.18,
- "Ocnli": 61.6,
- "OpusparcusPC (deu-Latn)": 97.27,
- "OpusparcusPC (en)": 98.74,
- "OpusparcusPC (fin-Latn)": 94.26,
- "OpusparcusPC (fra-Latn)": 93.68,
- "OpusparcusPC (rus-Cyrl)": 89.64,
- "OpusparcusPC (swe-Latn)": 94.98,
- "OpusparcusPC (fr)": 93.89,
- "PPC": 92.18,
- "PSC (pol-Latn)": 99.4,
- "PSC": 99.39,
- "PawsXPairClassification (deu-Latn)": 56.81,
- "PawsXPairClassification (en)": 62.97,
- "PawsXPairClassification (spa-Latn)": 56.85,
- "PawsXPairClassification (fra-Latn)": 58.68,
- "PawsXPairClassification (jpn-Hira)": 50.7,
- "PawsXPairClassification (kor-Hang)": 52.08,
- "PawsXPairClassification (cmn-Hans)": 56.82,
- "PawsXPairClassification (fr)": 58.5,
- "SICK-E-PL (pol-Latn)": 75.95,
- "SICK-E-PL": 75.96,
- "SprintDuplicateQuestions": 93.14,
- "TERRa (rus-Cyrl)": 58.4,
- "TwitterSemEval2015": 75.28,
- "TwitterURLCorpus": 85.83
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "OpusparcusPC (fr)": 94.08,
+ "PawsXPairClassification (fr)": 61.26
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AlloprofReranking": 51.01,
+ "SyntecReranking": 85.72
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AlloprofRetrieval": 38.36,
+ "BSARDRetrieval": 0.14,
+ "MintakaRetrieval (fr)": 25.44,
+ "SyntecRetrieval": 79.27,
+ "XPQARetrieval (fr)": 58.87
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "SICKFr": 79.23,
+ "STS22 (fr)": 82.76,
+ "STSBenchmarkMultilingualSTS (fr)": 81.84
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "SummEvalFr": 31.26
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "Cohere-embed-multilingual-v3.0"
+ }
+ ]
+ }
+ },
+ "text2vec-large-chinese": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "text2vec-large-chinese"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "text2vec-large-chinese",
+ "AmazonReviewsClassification (zh)": 33.77,
+ "IFlyTek": 41.54,
+ "JDReview": 81.56,
+ "MassiveIntentClassification (zh-CN)": 63.23,
+ "MassiveScenarioClassification (zh-CN)": 68.45,
+ "MultilingualSentiment": 58.97,
+ "OnlineShopping": 83.51,
+ "TNews": 38.92,
+ "Waimai": 76.01
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "text2vec-large-chinese",
+ "CLSClusteringP2P": 30.13,
+ "CLSClusteringS2S": 28.77,
+ "ThuNewsClusteringP2P": 35.05,
+ "ThuNewsClusteringS2S": 26.14
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "text2vec-large-chinese",
+ "Cmnli": 77.67,
+ "Ocnli": 64.04
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "text2vec-large-chinese",
+ "CMedQAv1": 58.92,
+ "CMedQAv2": 60.41,
+ "MMarcoReranking": 12.48,
+ "T2Reranking": 64.82
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "text2vec-large-chinese",
+ "CmedqaRetrieval": 15.53,
+ "CovidRetrieval": 60.48,
+ "DuRetrieval": 51.87,
+ "EcomRetrieval": 37.58,
+ "MMarcoRetrieval": 45.96,
+ "MedicalRetrieval": 30.93,
+ "T2Retrieval": 50.52,
+ "VideoRetrieval": 42.65
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "text2vec-large-chinese",
+ "AFQMC": 24.51,
+ "ATEC": 32.45,
+ "BQ": 44.22,
+ "LCQMC": 69.16,
+ "PAWSX": 14.55,
+ "QBQTC": 29.51,
+ "STS22 (zh)": 65.94,
+ "STSB": 79.45
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "text2vec-large-chinese"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "text2vec-large-chinese"
+ }
+ ]
+ }
+ },
+ "dragon-plus": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "dragon-plus"
}
]
},
- "Reranking": {
- "map": [
+ "Classification": {
+ "accuracy": [
{
- "Model": "multilingual-e5-large",
- "AlloprofReranking (fra-Latn)": 69.44,
- "AlloprofReranking": 57.37,
- "AskUbuntuDupQuestions": 59.24,
- "CMedQAv1": 68.25,
- "CMedQAv2": 68.56,
- "MMarcoReranking (cmn-Hans)": 29.12,
- "MMarcoReranking": 21.34,
- "MindSmallReranking": 30.24,
- "RuBQReranking (rus-Cyrl)": 75.58,
- "SciDocsRR": 84.22,
- "StackOverflowDupQuestions": 50.14,
- "SyntecReranking (fra-Latn)": 85.45,
- "SyntecReranking": 86.9,
- "T2Reranking (cmn-Hans)": 66.32,
- "T2Reranking": 65.83
+ "Model": "dragon-plus"
}
]
},
- "Retrieval": {
- "ndcg_at_10": [
+ "Clustering": {
+ "v_measure": [
{
- "Model": "multilingual-e5-large",
- "AILACasedocs": 26.43,
- "AILAStatutes": 20.84,
- "ARCChallenge": 10.83,
- "AlloprofRetrieval (fra-Latn)": 39.34,
- "AlloprofRetrieval": 38.15,
- "AlphaNLI": 13.59,
- "ArguAna": 54.36,
- "ArguAna-PL (pol-Latn)": 52.99,
- "ArguAna-PL": 53.02,
- "BSARDRetrieval (fra-Latn)": 21.28,
- "BSARDRetrieval": 0.27,
- "CmedqaRetrieval (cmn-Hans)": 28.66,
- "CmedqaRetrieval": 28.67,
- "CovidRetrieval (cmn-Hans)": 75.61,
- "CovidRetrieval": 75.51,
- "DBPedia-PL": 35.82,
- "DuRetrieval (cmn-Hans)": 85.3,
- "DuRetrieval": 85.32,
- "EcomRetrieval (cmn-Hans)": 54.67,
- "EcomRetrieval": 54.75,
- "FiQA-PL (pol-Latn)": 32.97,
- "FiQA-PL": 33.0,
- "FiQA2018": 43.81,
- "GerDaLIRSmall (deu-Latn)": 15.72,
- "HellaSwag": 27.35,
- "HotpotQA-PL": 67.41,
- "LEMBNarrativeQARetrieval": 24.22,
- "LEMBNeedleRetrieval": 28.0,
- "LEMBPasskeyRetrieval": 38.25,
- "LEMBQMSumRetrieval": 24.26,
- "LEMBSummScreenFDRetrieval": 71.12,
- "LEMBWikimQARetrieval": 56.8,
- "LeCaRDv2 (zho-Hans)": 55.83,
- "LegalBenchConsumerContractsQA": 73.3,
- "LegalBenchCorporateLobbying": 89.72,
- "LegalQuAD (deu-Latn)": 43.17,
- "LegalSummarization": 62.1,
- "MMarcoRetrieval (cmn-Hans)": 79.2,
- "MMarcoRetrieval": 79.2,
- "MSMARCO-PL": 33.38,
- "MedicalRetrieval (cmn-Hans)": 51.44,
- "MedicalRetrieval": 51.44,
- "MintakaRetrieval (ara-Arab)": 26.5,
- "MintakaRetrieval (deu-Latn)": 32.77,
- "MintakaRetrieval (spa-Latn)": 34.23,
- "MintakaRetrieval (fra-Latn)": 34.24,
- "MintakaRetrieval (hin-Deva)": 27.45,
- "MintakaRetrieval (ita-Latn)": 33.84,
- "MintakaRetrieval (jpn-Hira)": 26.45,
- "MintakaRetrieval (por-Latn)": 35.9,
- "MintakaRetrieval (fr)": 25.2,
- "NFCorpus": 33.95,
- "NFCorpus-PL (pol-Latn)": 30.21,
- "NFCorpus-PL": 30.24,
- "NQ-PL": 52.79,
- "PIQA": 28.82,
- "Quail": 4.85,
- "Quora-PL": 83.65,
- "RARbCode": 58.92,
- "RARbMath": 67.32,
- "RiaNewsRetrieval (rus-Cyrl)": 80.67,
- "RuBQRetrieval (rus-Cyrl)": 74.11,
- "SCIDOCS": 17.45,
- "SCIDOCS-PL (pol-Latn)": 13.82,
- "SCIDOCS-PL": 13.81,
- "SIQA": 5.36,
- "SciFact": 70.42,
- "SciFact-PL (pol-Latn)": 65.66,
- "SciFact-PL": 65.66,
- "SpartQA": 5.64,
- "SyntecRetrieval (fra-Latn)": 82.39,
- "SyntecRetrieval": 81.07,
- "T2Retrieval (cmn-Hans)": 76.07,
- "T2Retrieval": 76.11,
- "TRECCOVID": 71.21,
- "TRECCOVID-PL (pol-Latn)": 69.9,
- "TRECCOVID-PL": 70.03,
- "TempReasonL1": 1.14,
- "TempReasonL2Fact": 42.97,
- "TempReasonL2Pure": 2.05,
- "TempReasonL3Fact": 38.22,
- "TempReasonL3Pure": 8.31,
- "Touche2020": 23.13,
- "VideoRetrieval (cmn-Hans)": 58.28,
- "VideoRetrieval": 58.25,
- "WinoGrande": 54.99,
- "XPQARetrieval (ara-Arab_ara-Arab)": 43.69,
- "XPQARetrieval (eng-Latn_ara-Arab)": 30.86,
- "XPQARetrieval (ara-Arab_eng-Latn)": 39.11,
- "XPQARetrieval (deu-Latn_deu-Latn)": 76.83,
- "XPQARetrieval (eng-Latn_deu-Latn)": 42.87,
- "XPQARetrieval (deu-Latn_eng-Latn)": 68.25,
- "XPQARetrieval (spa-Latn_spa-Latn)": 61.77,
- "XPQARetrieval (eng-Latn_spa-Latn)": 37.55,
- "XPQARetrieval (spa-Latn_eng-Latn)": 52.86,
- "XPQARetrieval (fra-Latn_fra-Latn)": 61.38,
- "XPQARetrieval (eng-Latn_fra-Latn)": 39.12,
- "XPQARetrieval (fra-Latn_eng-Latn)": 57.93,
- "XPQARetrieval (hin-Deva_hin-Deva)": 71.09,
- "XPQARetrieval (eng-Latn_hin-Deva)": 32.39,
- "XPQARetrieval (hin-Deva_eng-Latn)": 68.31,
- "XPQARetrieval (ita-Latn_ita-Latn)": 74.32,
- "XPQARetrieval (eng-Latn_ita-Latn)": 37.95,
- "XPQARetrieval (ita-Latn_eng-Latn)": 64.54,
- "XPQARetrieval (jpn-Hira_jpn-Hira)": 74.11,
- "XPQARetrieval (eng-Latn_jpn-Hira)": 38.31,
- "XPQARetrieval (jpn-Hira_eng-Latn)": 65.42,
- "XPQARetrieval (kor-Hang_kor-Hang)": 35.72,
- "XPQARetrieval (eng-Latn_kor-Hang)": 31.09,
- "XPQARetrieval (kor-Hang_eng-Latn)": 34.06,
- "XPQARetrieval (pol-Latn_pol-Latn)": 51.01,
- "XPQARetrieval (eng-Latn_pol-Latn)": 30.49,
- "XPQARetrieval (pol-Latn_eng-Latn)": 44.66,
- "XPQARetrieval (por-Latn_por-Latn)": 41.1,
- "XPQARetrieval (eng-Latn_por-Latn)": 22.03,
- "XPQARetrieval (por-Latn_eng-Latn)": 35.15,
- "XPQARetrieval (tam-Taml_tam-Taml)": 39.51,
- "XPQARetrieval (eng-Latn_tam-Taml)": 17.33,
- "XPQARetrieval (tam-Taml_eng-Latn)": 33.67,
- "XPQARetrieval (cmn-Hans_cmn-Hans)": 66.27,
- "XPQARetrieval (eng-Latn_cmn-Hans)": 26.24,
- "XPQARetrieval (cmn-Hans_eng-Latn)": 55.15,
- "XPQARetrieval (fr)": 66.15
+ "Model": "dragon-plus"
}
]
},
- "STS": {
- "spearman": [
+ "PairClassification": {
+ "ap": [
{
- "Model": "multilingual-e5-large",
- "AFQMC (cmn-Hans)": 33.01,
- "AFQMC": 33.02,
- "ATEC (cmn-Hans)": 39.8,
- "ATEC": 39.81,
- "BIOSSES": 82.49,
- "BQ (cmn-Hans)": 46.44,
- "BQ": 46.44,
- "CDSC-R (pol-Latn)": 91.0,
- "CDSC-R": 91.0,
- "LCQMC (cmn-Hans)": 75.95,
- "LCQMC": 75.95,
- "PAWSX (cmn-Hans)": 14.63,
- "PAWSX": 14.63,
- "QBQTC": 29.77,
- "RUParaPhraserSTS (rus-Cyrl)": 71.82,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 83.15,
- "SICK-R": 80.23,
- "SICK-R-PL (pol-Latn)": 75.08,
- "SICK-R-PL": 75.08,
- "SICKFr (fra-Latn)": 78.81,
- "SICKFr": 78.78,
- "STS12": 80.02,
- "STS13": 81.55,
- "STS14": 77.72,
- "STS15": 89.31,
- "STS16": 85.79,
- "STS17 (en-en)": 88.12,
- "STS17 (spa-Latn)": 86.71,
- "STS17 (spa-Latn_eng-Latn)": 80.74,
- "STS17 (eng-Latn_ara-Arab)": 75.03,
- "STS17 (fra-Latn_eng-Latn)": 85.62,
- "STS17 (kor-Hang)": 82.27,
- "STS17 (ita-Latn_eng-Latn)": 84.52,
- "STS17 (ara-Arab)": 77.83,
- "STS17 (eng-Latn_tur-Latn)": 71.22,
- "STS17 (eng-Latn_deu-Latn)": 86.15,
- "STS17 (nld-Latn_eng-Latn)": 85.29,
- "STS22 (spa-Latn)": 64.6,
- "STS22 (spa-Latn_eng-Latn)": 72.51,
- "STS22 (deu-Latn_eng-Latn)": 56.59,
- "STS22 (cmn-Hans_eng-Latn)": 65.95,
- "STS22 (deu-Latn_pol-Latn)": 49.58,
- "STS22 (fra-Latn_pol-Latn)": 50.71,
- "STS22 (en)": 63.66,
- "STS22 (ara-Arab)": 56.95,
- "STS22 (spa-Latn_ita-Latn)": 68.92,
- "STS22 (tur-Latn)": 63.56,
- "STS22 (deu-Latn_fra-Latn)": 67.96,
- "STS22 (ita-Latn)": 76.99,
- "STS22 (cmn-Hans)": 66.82,
- "STS22 (rus-Cyrl)": 59.89,
- "STS22 (fra-Latn)": 76.77,
- "STS22 (pol-Latn_eng-Latn)": 65.54,
- "STS22 (deu-Latn)": 56.58,
- "STS22 (pol-Latn)": 34.65,
- "STS22 (zh)": 65.64,
- "STS22 (pl)": 34.66,
- "STSB (cmn-Hans)": 81.08,
- "STSB": 81.08,
- "STSBenchmark": 87.29,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.22,
- "STSBenchmarkMultilingualSTS (en)": 87.29,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 81.06,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 81.63,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 81.75,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 83.05,
- "STSBenchmarkMultilingualSTS (por-Latn)": 73.31,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 83.81,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 83.28,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 84.27,
- "STSBenchmarkMultilingualSTS (fr)": 82.53
+ "Model": "dragon-plus"
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "dragon-plus"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "dragon-plus",
+ "ARCChallenge": 8.91,
+ "AlphaNLI": 32.1,
+ "HellaSwag": 27.69,
+ "PIQA": 28.01,
+ "Quail": 4.09,
+ "RARbCode": 17.58,
+ "RARbMath": 45.09,
+ "SIQA": 2.0,
+ "SpartQA": 10.34,
+ "TempReasonL1": 1.82,
+ "TempReasonL2Fact": 17.45,
+ "TempReasonL2Pure": 0.55,
+ "TempReasonL3Fact": 15.71,
+ "TempReasonL3Pure": 7.97,
+ "WinoGrande": 67.18
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "dragon-plus"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "multilingual-e5-large",
- "SummEval": 29.65,
- "SummEvalFr (fra-Latn)": 30.92,
- "SummEvalFr": 30.92
+ "Model": "dragon-plus"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "multilingual-e5-large"
+ "Model": "dragon-plus"
}
]
}
},
- "komninos": {
+ "bge-small-zh-v1.5": {
"BitextMining": {
"f1": [
{
- "Model": "komninos",
- "BUCC (de-en)": 0.18,
- "BUCC (fr-en)": 0.08,
- "BUCC (ru-en)": 0.15,
- "BUCC (zh-en)": 0.05,
- "Tatoeba (afr-eng)": 4.82,
- "Tatoeba (amh-eng)": 1.18,
- "Tatoeba (ang-eng)": 8.54,
- "Tatoeba (ara-eng)": 0.63,
- "Tatoeba (arq-eng)": 0.4,
- "Tatoeba (arz-eng)": 0.63,
- "Tatoeba (ast-eng)": 11.69,
- "Tatoeba (awa-eng)": 0.0,
- "Tatoeba (aze-eng)": 3.22,
- "Tatoeba (bel-eng)": 1.75,
- "Tatoeba (ben-eng)": 0.2,
- "Tatoeba (ber-eng)": 7.0,
- "Tatoeba (bos-eng)": 9.31,
- "Tatoeba (bre-eng)": 4.17,
- "Tatoeba (bul-eng)": 1.29,
- "Tatoeba (cat-eng)": 7.73,
- "Tatoeba (cbk-eng)": 5.61,
- "Tatoeba (ceb-eng)": 4.88,
- "Tatoeba (ces-eng)": 3.55,
- "Tatoeba (cha-eng)": 19.29,
- "Tatoeba (cmn-eng)": 0.5,
- "Tatoeba (cor-eng)": 4.15,
- "Tatoeba (csb-eng)": 5.69,
- "Tatoeba (cym-eng)": 8.4,
- "Tatoeba (dan-eng)": 6.99,
- "Tatoeba (deu-eng)": 3.67,
- "Tatoeba (dsb-eng)": 5.33,
- "Tatoeba (dtp-eng)": 4.25,
- "Tatoeba (ell-eng)": 0.63,
- "Tatoeba (epo-eng)": 2.45,
- "Tatoeba (est-eng)": 2.69,
- "Tatoeba (eus-eng)": 4.69,
- "Tatoeba (fao-eng)": 7.61,
- "Tatoeba (fin-eng)": 3.36,
- "Tatoeba (fra-eng)": 7.0,
- "Tatoeba (fry-eng)": 12.36,
- "Tatoeba (gla-eng)": 3.07,
- "Tatoeba (gle-eng)": 4.81,
- "Tatoeba (glg-eng)": 8.12,
- "Tatoeba (gsw-eng)": 18.87,
- "Tatoeba (heb-eng)": 0.68,
- "Tatoeba (hin-eng)": 0.1,
- "Tatoeba (hrv-eng)": 5.41,
- "Tatoeba (hsb-eng)": 6.32,
- "Tatoeba (hun-eng)": 3.42,
- "Tatoeba (hye-eng)": 0.97,
- "Tatoeba (ido-eng)": 7.1,
- "Tatoeba (ile-eng)": 13.61,
- "Tatoeba (ina-eng)": 8.57,
- "Tatoeba (ind-eng)": 7.26,
- "Tatoeba (isl-eng)": 4.09,
- "Tatoeba (ita-eng)": 5.54,
- "Tatoeba (jav-eng)": 11.43,
- "Tatoeba (jpn-eng)": 0.2,
- "Tatoeba (kab-eng)": 2.71,
- "Tatoeba (kat-eng)": 1.11,
- "Tatoeba (kaz-eng)": 1.17,
- "Tatoeba (khm-eng)": 0.55,
- "Tatoeba (kor-eng)": 0.5,
- "Tatoeba (kur-eng)": 8.55,
- "Tatoeba (kzj-eng)": 4.61,
- "Tatoeba (lat-eng)": 4.07,
- "Tatoeba (lfn-eng)": 2.83,
- "Tatoeba (lit-eng)": 0.95,
- "Tatoeba (lvs-eng)": 3.25,
- "Tatoeba (mal-eng)": 0.29,
- "Tatoeba (mar-eng)": 0.2,
- "Tatoeba (max-eng)": 14.53,
- "Tatoeba (mhr-eng)": 0.2,
- "Tatoeba (mkd-eng)": 0.2,
- "Tatoeba (mon-eng)": 1.1,
- "Tatoeba (nds-eng)": 10.37,
- "Tatoeba (nld-eng)": 9.5,
- "Tatoeba (nno-eng)": 4.49,
- "Tatoeba (nob-eng)": 4.95,
- "Tatoeba (nov-eng)": 14.53,
- "Tatoeba (oci-eng)": 5.8,
- "Tatoeba (orv-eng)": 0.24,
- "Tatoeba (pam-eng)": 6.65,
- "Tatoeba (pes-eng)": 0.5,
- "Tatoeba (pms-eng)": 8.05,
- "Tatoeba (pol-eng)": 5.13,
- "Tatoeba (por-eng)": 5.87,
- "Tatoeba (ron-eng)": 6.76,
- "Tatoeba (rus-eng)": 0.2,
- "Tatoeba (slk-eng)": 4.23,
- "Tatoeba (slv-eng)": 6.05,
- "Tatoeba (spa-eng)": 5.03,
- "Tatoeba (sqi-eng)": 4.36,
- "Tatoeba (srp-eng)": 1.77,
- "Tatoeba (swe-eng)": 6.72,
- "Tatoeba (swg-eng)": 8.54,
- "Tatoeba (swh-eng)": 11.49,
- "Tatoeba (tam-eng)": 1.3,
- "Tatoeba (tat-eng)": 0.77,
- "Tatoeba (tel-eng)": 0.85,
- "Tatoeba (tgl-eng)": 2.61,
- "Tatoeba (tha-eng)": 0.69,
- "Tatoeba (tuk-eng)": 5.76,
- "Tatoeba (tur-eng)": 5.24,
- "Tatoeba (tzl-eng)": 15.51,
- "Tatoeba (uig-eng)": 0.6,
- "Tatoeba (ukr-eng)": 1.23,
- "Tatoeba (urd-eng)": 0.4,
- "Tatoeba (uzb-eng)": 4.73,
- "Tatoeba (vie-eng)": 6.55,
- "Tatoeba (war-eng)": 4.12,
- "Tatoeba (wuu-eng)": 0.2,
- "Tatoeba (xho-eng)": 4.33,
- "Tatoeba (yid-eng)": 0.59,
- "Tatoeba (yue-eng)": 0.5,
- "Tatoeba (zsm-eng)": 7.27
+ "Model": "bge-small-zh-v1.5"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "komninos",
- "AmazonCounterfactualClassification (en)": 60.54,
- "AmazonPolarityClassification": 59.59,
- "AmazonReviewsClassification (en)": 31.01,
- "Banking77Classification": 67.05,
- "EmotionClassification": 33.18,
- "ImdbClassification": 63.98,
- "MTOPDomainClassification (en)": 78.57,
- "MTOPIntentClassification (en)": 57.07,
- "MassiveIntentClassification (en)": 57.21,
- "MassiveScenarioClassification (en)": 66.11,
- "ToxicConversationsClassification": 67.76,
- "TweetSentimentExtractionClassification": 49.68
+ "Model": "bge-small-zh-v1.5",
+ "AmazonReviewsClassification (zh)": 35.91,
+ "IFlyTek": 45.49,
+ "JDReview": 80.04,
+ "MassiveIntentClassification (zh-CN)": 63.95,
+ "MassiveScenarioClassification (zh-CN)": 70.8,
+ "MultilingualSentiment": 63.06,
+ "OnlineShopping": 85.05,
+ "TNews": 48.15,
+ "Waimai": 83.18
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "komninos",
- "ArxivClusteringP2P": 34.73,
- "ArxivClusteringS2S": 26.01,
- "BiorxivClusteringP2P": 29.76,
- "BiorxivClusteringS2S": 20.71,
- "BlurbsClusteringP2P": 11.37,
- "BlurbsClusteringS2S": 8.01,
- "MedrxivClusteringP2P": 26.65,
- "MedrxivClusteringS2S": 21.5,
- "RedditClustering": 28.84,
- "RedditClusteringP2P": 7.37,
- "StackExchangeClustering": 39.04,
- "StackExchangeClusteringP2P": 30.23,
- "TenKGnadClusteringP2P": 15.89,
- "TenKGnadClusteringS2S": 4.84,
- "TwentyNewsgroupsClustering": 27.42
+ "Model": "bge-small-zh-v1.5",
+ "CLSClusteringP2P": 38.14,
+ "CLSClusteringS2S": 35.14,
+ "ThuNewsClusteringP2P": 54.22,
+ "ThuNewsClusteringS2S": 49.22
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "komninos",
- "SprintDuplicateQuestions": 85.55,
- "TwitterSemEval2015": 53.85,
- "TwitterURLCorpus": 79.41
+ "Model": "bge-small-zh-v1.5",
+ "Cmnli": 76.24,
+ "Ocnli": 64.57
}
]
},
"Reranking": {
"map": [
{
- "Model": "komninos",
- "AskUbuntuDupQuestions": 50.88,
- "MindSmallReranking": 28.92,
- "SciDocsRR": 63.55,
- "StackOverflowDupQuestions": 35.65
+ "Model": "bge-small-zh-v1.5",
+ "CMedQAv1": 77.4,
+ "CMedQAv2": 79.86,
+ "MMarcoReranking": 20.5,
+ "T2Reranking": 65.9
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "komninos",
- "ArguAna": 30.96,
- "CQADupstackRetrieval": 16.79,
- "ClimateFEVER": 14.87,
- "DBPedia": 15.88,
- "FEVER": 15.56,
- "FiQA2018": 10.49,
- "HotpotQA": 20.77,
- "MSMARCO": 9.75,
- "NFCorpus": 11.79,
- "NQ": 12.75,
- "QuoraRetrieval": 71.57,
- "SCIDOCS": 8.47,
- "SciFact": 29.53,
- "TRECCOVID": 35.92,
- "Touche2020": 13.17
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "komninos",
- "BIOSSES": 50.25,
- "SICK-R": 55.49,
- "STS12": 53.51,
- "STS13": 70.8,
- "STS14": 63.56,
- "STS15": 74.08,
- "STS16": 64.6,
- "STS17 (ar-ar)": 13.78,
- "STS17 (en-ar)": 9.08,
- "STS17 (en-de)": -3.11,
- "STS17 (en-en)": 76.91,
- "STS17 (en-tr)": -0.45,
- "STS17 (es-en)": -8.18,
- "STS17 (es-es)": 48.23,
- "STS17 (fr-en)": 5.81,
- "STS17 (it-en)": 3.64,
- "STS17 (ko-ko)": 2.54,
- "STS17 (nl-en)": 0.44,
- "STS22 (ar)": 32.42,
- "STS22 (de)": 33.04,
- "STS22 (de-en)": 28.65,
- "STS22 (de-fr)": 14.77,
- "STS22 (de-pl)": 11.21,
- "STS22 (en)": 53.89,
- "STS22 (es)": 48.53,
- "STS22 (es-en)": 26.97,
- "STS22 (es-it)": 41.1,
- "STS22 (fr)": 49.43,
- "STS22 (fr-pl)": 39.44,
- "STS22 (it)": 57.77,
- "STS22 (pl)": 12.47,
- "STS22 (pl-en)": 45.55,
- "STS22 (ru)": 19.44,
- "STS22 (tr)": 47.38,
- "STS22 (zh)": 4.78,
- "STS22 (zh-en)": 14.05,
- "STSBenchmark": 61.55
+ "Model": "bge-small-zh-v1.5",
+ "CmedqaRetrieval": 35.11,
+ "CovidRetrieval": 70.14,
+ "DuRetrieval": 77.28,
+ "EcomRetrieval": 55.71,
+ "MMarcoRetrieval": 63.48,
+ "MedicalRetrieval": 49.8,
+ "T2Retrieval": 76.43,
+ "VideoRetrieval": 66.19
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "bge-small-zh-v1.5",
+ "AFQMC": 33.42,
+ "ATEC": 43.01,
+ "BQ": 55.22,
+ "LCQMC": 72.19,
+ "PAWSX": 9.26,
+ "QBQTC": 35.29,
+ "STS22 (zh)": 67.72,
+ "STSB": 76.73
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "komninos",
- "SummEval": 30.49
+ "Model": "bge-small-zh-v1.5"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "komninos"
+ "Model": "bge-small-zh-v1.5"
}
]
}
},
- "voyage-lite-01-instruct": {
+ "nb-bert-large": {
"BitextMining": {
"f1": [
{
- "Model": "voyage-lite-01-instruct"
+ "Model": "nb-bert-large",
+ "BornholmBitextMining": 4.53
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "voyage-lite-01-instruct",
- "AmazonCounterfactualClassification (en)": 71.43,
- "AmazonPolarityClassification": 96.41,
- "AmazonReviewsClassification (en)": 57.06,
- "Banking77Classification": 81.64,
- "EmotionClassification": 48.29,
- "ImdbClassification": 95.49,
- "MTOPDomainClassification (en)": 96.3,
- "MTOPIntentClassification (en)": 67.93,
- "MassiveIntentClassification (en)": 71.29,
- "MassiveScenarioClassification (en)": 76.74,
- "ToxicConversationsClassification": 75.45,
- "TweetSentimentExtractionClassification": 59.44
+ "Model": "nb-bert-large",
+ "AngryTweetsClassification": 52.14,
+ "DKHateClassification": 62.13,
+ "DanishPoliticalCommentsClassification": 35.04,
+ "LccSentimentClassification": 56.27,
+ "MassiveIntentClassification (da)": 57.03,
+ "MassiveIntentClassification (nb)": 62.68,
+ "MassiveIntentClassification (sv)": 55.02,
+ "MassiveScenarioClassification (da)": 60.43,
+ "MassiveScenarioClassification (nb)": 67.44,
+ "MassiveScenarioClassification (sv)": 57.12,
+ "NoRecClassification": 55.46,
+ "NordicLangClassification": 85.27,
+ "NorwegianParliament": 62.58,
+ "ScalaDaClassification": 62.85,
+ "ScalaNbClassification": 66.97
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "voyage-lite-01-instruct",
- "ArxivClusteringP2P": 47.92,
- "ArxivClusteringS2S": 42.42,
- "BiorxivClusteringP2P": 38.72,
- "BiorxivClusteringS2S": 36.6,
- "MedrxivClusteringP2P": 34.04,
- "MedrxivClusteringS2S": 32.81,
- "RedditClustering": 61.56,
- "RedditClusteringP2P": 65.35,
- "StackExchangeClustering": 70.16,
- "StackExchangeClusteringP2P": 38.23,
- "TwentyNewsgroupsClustering": 53.56
+ "Model": "nb-bert-large"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "voyage-lite-01-instruct",
- "SprintDuplicateQuestions": 96.01,
- "TwitterSemEval2015": 76.87,
- "TwitterURLCorpus": 86.84
+ "Model": "nb-bert-large"
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-lite-01-instruct",
- "AskUbuntuDupQuestions": 65.77,
- "MindSmallReranking": 31.69,
- "SciDocsRR": 87.03,
- "StackOverflowDupQuestions": 54.49
+ "Model": "nb-bert-large"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "voyage-lite-01-instruct",
- "ArguAna": 58.73,
- "CQADupstackRetrieval": 45.11,
- "ClimateFEVER": 37.47,
- "DBPedia": 43.42,
- "FEVER": 89.71,
- "FiQA2018": 44.79,
- "HotpotQA": 70.46,
- "MSMARCO": 39.66,
- "NFCorpus": 43.33,
- "NQ": 60.65,
- "QuoraRetrieval": 87.83,
- "SCIDOCS": 23.19,
- "SciFact": 73.64,
- "TRECCOVID": 78.92,
- "Touche2020": 36.83
+ "Model": "nb-bert-large"
}
]
},
"STS": {
"spearman": [
{
- "Model": "voyage-lite-01-instruct",
- "BIOSSES": 84.85,
- "SICK-R": 79.71,
- "STS12": 77.09,
- "STS13": 88.91,
- "STS14": 82.08,
- "STS15": 89.21,
- "STS16": 84.74,
- "STS17 (en-en)": 90.73,
- "STS22 (en)": 62.1,
- "STSBenchmark": 89.86
+ "Model": "nb-bert-large"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "voyage-lite-01-instruct",
- "SummEval": 30.97
+ "Model": "nb-bert-large"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "voyage-lite-01-instruct"
+ "Model": "nb-bert-large"
}
]
}
},
- "bm25": {
+ "e5-large-v2": {
"BitextMining": {
"f1": [
{
- "Model": "bm25"
+ "Model": "e5-large-v2"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bm25"
+ "Model": "e5-large-v2"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bm25"
+ "Model": "e5-large-v2",
+ "BiorxivClusteringP2P": 36.72,
+ "BiorxivClusteringS2S": 35.47,
+ "MedrxivClusteringP2P": 31.45,
+ "MedrxivClusteringS2S": 29.91,
+ "RedditClustering": 55.5,
+ "RedditClusteringP2P": 63.71,
+ "StackExchangeClustering": 65.23,
+ "StackExchangeClusteringP2P": 33.62,
+ "TwentyNewsgroupsClustering": 48.73
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bm25"
+ "Model": "e5-large-v2"
}
]
},
"Reranking": {
"map": [
{
- "Model": "bm25"
+ "Model": "e5-large-v2"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bm25",
- "BrightRetrieval (robotics)": 13.53,
- "BrightRetrieval (pony)": 7.93,
- "BrightRetrieval (leetcode)": 24.37,
- "BrightRetrieval (earth_science)": 27.06,
- "BrightRetrieval (stackoverflow)": 16.55,
- "BrightRetrieval (economics)": 14.87,
- "BrightRetrieval (theoremqa_questions)": 9.78,
- "BrightRetrieval (theoremqa_theorems)": 4.25,
- "BrightRetrieval (psychology)": 12.51,
- "BrightRetrieval (sustainable_living)": 15.22,
- "BrightRetrieval (biology)": 19.19,
- "BrightRetrieval (aops)": 6.2
+ "Model": "e5-large-v2"
}
]
},
"STS": {
"spearman": [
{
- "Model": "bm25"
+ "Model": "e5-large-v2"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bm25"
+ "Model": "e5-large-v2"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bm25",
- "Core17InstructionRetrieval": -1.06,
- "News21InstructionRetrieval": -2.15,
- "Robust04InstructionRetrieval": -3.06
+ "Model": "e5-large-v2",
+ "Core17InstructionRetrieval": 0.12,
+ "News21InstructionRetrieval": 0.87,
+ "Robust04InstructionRetrieval": -4.16
}
]
}
},
- "nomic-embed-text-v1.5-256": {
+ "universal-sentence-encoder-multilingual-3": {
"BitextMining": {
"f1": [
{
- "Model": "nomic-embed-text-v1.5-256"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "nomic-embed-text-v1.5-256",
- "AmazonCounterfactualClassification (en)": 72.94,
- "AmazonPolarityClassification": 91.35,
- "AmazonReviewsClassification (en)": 45.73,
- "Banking77Classification": 83.69,
- "EmotionClassification": 45.88,
- "ImdbClassification": 83.99,
- "MTOPDomainClassification (en)": 91.68,
- "MTOPIntentClassification (en)": 72.47,
- "MassiveIntentClassification (en)": 71.76,
- "MassiveScenarioClassification (en)": 75.67,
- "ToxicConversationsClassification": 70.87,
- "TweetSentimentExtractionClassification": 59.2
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AmazonReviewsClassification (fr)": 33.51,
+ "MTOPDomainClassification (fr)": 85.5,
+ "MTOPIntentClassification (fr)": 53.98,
+ "MasakhaNEWSClassification (fra)": 82.06,
+ "MassiveIntentClassification (fr)": 61.19,
+ "MassiveScenarioClassification (fr)": 70.22
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "nomic-embed-text-v1.5-256",
- "ArxivClusteringP2P": 44.82,
- "ArxivClusteringS2S": 35.32,
- "BiorxivClusteringP2P": 38.19,
- "BiorxivClusteringS2S": 31.83,
- "MedrxivClusteringP2P": 34.08,
- "MedrxivClusteringS2S": 30.98,
- "RedditClustering": 54.92,
- "RedditClusteringP2P": 60.23,
- "StackExchangeClustering": 61.81,
- "StackExchangeClusteringP2P": 34.03,
- "TwentyNewsgroupsClustering": 48.56
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloProfClusteringP2P": 56.9,
+ "AlloProfClusteringS2S": 37.84,
+ "HALClusteringS2S": 18.95,
+ "MLSUMClusteringP2P": 43.9,
+ "MLSUMClusteringS2S": 35.5,
+ "MasakhaNEWSClusteringP2P (fra)": 60.57,
+ "MasakhaNEWSClusteringS2S (fra)": 40.31
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "nomic-embed-text-v1.5-256",
- "SprintDuplicateQuestions": 92.31,
- "TwitterSemEval2015": 73.61,
- "TwitterURLCorpus": 86.34
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "OpusparcusPC (fr)": 91.46,
+ "PawsXPairClassification (fr)": 52.39
}
]
},
"Reranking": {
"map": [
{
- "Model": "nomic-embed-text-v1.5-256",
- "AskUbuntuDupQuestions": 61.34,
- "MindSmallReranking": 30.04,
- "SciDocsRR": 79.4,
- "StackOverflowDupQuestions": 49.95
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofReranking": 56.23,
+ "SyntecReranking": 73.85
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "nomic-embed-text-v1.5-256",
- "ArguAna": 45.44,
- "CQADupstackRetrieval": 37.61,
- "ClimateFEVER": 39.63,
- "DBPedia": 39.42,
- "FEVER": 84.4,
- "FiQA2018": 35.0,
- "HotpotQA": 67.78,
- "MSMARCO": 41.38,
- "NFCorpus": 32.54,
- "NQ": 57.1,
- "QuoraRetrieval": 87.65,
- "SCIDOCS": 16.76,
- "SciFact": 68.24,
- "TRECCOVID": 80.65,
- "Touche2020": 28.49
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofRetrieval": 35.27,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 26.12,
+ "SyntecRetrieval": 69.82,
+ "XPQARetrieval (fr)": 59.59
}
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "nomic-embed-text-v1.5-256",
- "BIOSSES": 81.58,
- "SICK-R": 79.24,
- "STS12": 78.16,
- "STS13": 86.01,
- "STS14": 81.25,
- "STS15": 86.51,
- "STS16": 84.24,
- "STS17 (en-en)": 86.44,
- "STS22 (en)": 65.14,
- "STSBenchmark": 84.8
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "SICKFr": 71.37,
+ "STS22 (fr)": 77.91,
+ "STSBenchmarkMultilingualSTS (fr)": 75.48
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "nomic-embed-text-v1.5-256",
- "SummEval": 30.05
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "SummEvalFr": 28.21
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "nomic-embed-text-v1.5-256"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
]
}
},
- "e5-mistral-7b-instruct-noinstruct": {
+ "LaBSE-ru-turbo": {
"BitextMining": {
"f1": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.22
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClassification (rus-Cyrl)": 46.04,
+ "HeadlineClassification (rus-Cyrl)": 69.98,
+ "InappropriatenessClassification (rus-Cyrl)": 61.39,
+ "KinopoiskClassification (rus-Cyrl)": 53.59,
+ "MassiveIntentClassification (rus-Cyrl)": 66.08,
+ "MassiveScenarioClassification (rus-Cyrl)": 71.13,
+ "RuReviewsClassification (rus-Cyrl)": 64.58,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.58
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 64.55,
+ "MLSUMClusteringP2P (rus-Cyrl)": 45.7,
+ "MLSUMClusteringS2S (rus-Cyrl)": 42.93,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo",
+ "OpusparcusPC (rus-Cyrl)": 89.32,
+ "TERRa (rus-Cyrl)": 57.81
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo",
+ "RuBQReranking (rus-Cyrl)": 68.65
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct",
- "ARCChallenge": 20.48,
- "AlphaNLI": 18.88,
- "HellaSwag": 32.25,
- "PIQA": 32.8,
- "Quail": 6.25,
- "RARbCode": 79.84,
- "RARbMath": 76.19,
- "SIQA": 5.08,
- "SpartQA": 10.87,
- "TempReasonL1": 3.04,
- "TempReasonL2Fact": 35.63,
- "TempReasonL2Pure": 9.32,
- "TempReasonL3Fact": 30.41,
- "TempReasonL3Pure": 14.39,
- "WinoGrande": 45.18
+ "Model": "LaBSE-ru-turbo",
+ "RiaNewsRetrieval (rus-Cyrl)": 69.36,
+ "RuBQRetrieval (rus-Cyrl)": 65.71
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo",
+ "RUParaPhraserSTS (rus-Cyrl)": 72.97,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77,
+ "STS22 (rus-Cyrl)": 62.89,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct"
+ "Model": "LaBSE-ru-turbo"
}
]
}
},
- "e5-base-4k": {
+ "bge-large-zh-noinstruct": {
"BitextMining": {
"f1": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct",
+ "AmazonReviewsClassification (zh)": 41.94,
+ "IFlyTek": 45.32,
+ "JDReview": 85.38,
+ "MassiveIntentClassification (zh-CN)": 66.96,
+ "MassiveScenarioClassification (zh-CN)": 73.39,
+ "MultilingualSentiment": 73.7,
+ "OnlineShopping": 91.66,
+ "TNews": 52.05,
+ "Waimai": 86.83
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct",
+ "CLSClusteringP2P": 41.23,
+ "CLSClusteringS2S": 40.04,
+ "ThuNewsClusteringP2P": 62.03,
+ "ThuNewsClusteringS2S": 56.75
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct",
+ "Cmnli": 82.17,
+ "Ocnli": 71.37
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct",
+ "CMedQAv1": 81.72,
+ "CMedQAv2": 84.64,
+ "MMarcoReranking": 27.1,
+ "T2Reranking": 66.16
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-base-4k",
- "LEMBNarrativeQARetrieval": 30.35,
- "LEMBNeedleRetrieval": 41.5,
- "LEMBPasskeyRetrieval": 67.25,
- "LEMBQMSumRetrieval": 35.6,
- "LEMBSummScreenFDRetrieval": 95.23,
- "LEMBWikimQARetrieval": 69.19
+ "Model": "bge-large-zh-noinstruct",
+ "CmedqaRetrieval": 41.03,
+ "CovidRetrieval": 75.07,
+ "DuRetrieval": 84.68,
+ "EcomRetrieval": 65.6,
+ "MMarcoRetrieval": 81.38,
+ "MedicalRetrieval": 58.28,
+ "T2Retrieval": 84.39,
+ "VideoRetrieval": 73.93
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct",
+ "AFQMC": 43.06,
+ "ATEC": 48.29,
+ "BQ": 60.53,
+ "LCQMC": 74.71,
+ "PAWSX": 16.64,
+ "QBQTC": 35.2,
+ "STS22 (zh)": 67.19,
+ "STSB": 78.41
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-base-4k"
+ "Model": "bge-large-zh-noinstruct"
}
]
}
},
- "sentence-t5-xl": {
+ "bm25s": {
"BitextMining": {
- "f1": [
- {
- "Model": "sentence-t5-xl",
- "BUCC (de-en)": 95.04,
- "BUCC (fr-en)": 94.96,
- "BUCC (ru-en)": 8.33,
- "BUCC (zh-en)": 1.3,
- "Tatoeba (afr-eng)": 41.84,
- "Tatoeba (amh-eng)": 0.03,
- "Tatoeba (ang-eng)": 37.87,
- "Tatoeba (ara-eng)": 0.61,
- "Tatoeba (arq-eng)": 0.74,
- "Tatoeba (arz-eng)": 0.42,
- "Tatoeba (ast-eng)": 65.41,
- "Tatoeba (awa-eng)": 1.46,
- "Tatoeba (aze-eng)": 8.79,
- "Tatoeba (bel-eng)": 5.76,
- "Tatoeba (ben-eng)": 0.01,
- "Tatoeba (ber-eng)": 5.92,
- "Tatoeba (bos-eng)": 16.12,
- "Tatoeba (bre-eng)": 6.12,
- "Tatoeba (bul-eng)": 9.06,
- "Tatoeba (cat-eng)": 57.4,
- "Tatoeba (cbk-eng)": 57.68,
- "Tatoeba (ceb-eng)": 12.56,
- "Tatoeba (ces-eng)": 9.47,
- "Tatoeba (cha-eng)": 27.13,
- "Tatoeba (cmn-eng)": 1.82,
- "Tatoeba (cor-eng)": 3.87,
- "Tatoeba (csb-eng)": 14.41,
- "Tatoeba (cym-eng)": 6.69,
- "Tatoeba (dan-eng)": 54.87,
- "Tatoeba (deu-eng)": 93.72,
- "Tatoeba (dsb-eng)": 14.74,
- "Tatoeba (dtp-eng)": 5.84,
- "Tatoeba (ell-eng)": 0.6,
- "Tatoeba (epo-eng)": 30.8,
- "Tatoeba (est-eng)": 5.39,
- "Tatoeba (eus-eng)": 11.9,
- "Tatoeba (fao-eng)": 28.08,
- "Tatoeba (fin-eng)": 6.81,
- "Tatoeba (fra-eng)": 85.29,
- "Tatoeba (fry-eng)": 38.68,
- "Tatoeba (gla-eng)": 2.96,
- "Tatoeba (gle-eng)": 3.74,
- "Tatoeba (glg-eng)": 70.0,
- "Tatoeba (gsw-eng)": 30.49,
- "Tatoeba (heb-eng)": 0.87,
- "Tatoeba (hin-eng)": 0.1,
- "Tatoeba (hrv-eng)": 17.43,
- "Tatoeba (hsb-eng)": 14.69,
- "Tatoeba (hun-eng)": 7.28,
- "Tatoeba (hye-eng)": 0.77,
- "Tatoeba (ido-eng)": 46.65,
- "Tatoeba (ile-eng)": 59.43,
- "Tatoeba (ina-eng)": 82.71,
- "Tatoeba (ind-eng)": 37.26,
- "Tatoeba (isl-eng)": 11.21,
- "Tatoeba (ita-eng)": 79.77,
- "Tatoeba (jav-eng)": 7.81,
- "Tatoeba (jpn-eng)": 0.91,
- "Tatoeba (kab-eng)": 2.23,
- "Tatoeba (kat-eng)": 1.48,
- "Tatoeba (kaz-eng)": 1.77,
- "Tatoeba (khm-eng)": 0.38,
- "Tatoeba (kor-eng)": 1.96,
- "Tatoeba (kur-eng)": 12.11,
- "Tatoeba (kzj-eng)": 6.13,
- "Tatoeba (lat-eng)": 27.84,
- "Tatoeba (lfn-eng)": 45.89,
- "Tatoeba (lit-eng)": 5.94,
- "Tatoeba (lvs-eng)": 8.11,
- "Tatoeba (mal-eng)": 0.59,
- "Tatoeba (mar-eng)": 0.03,
- "Tatoeba (max-eng)": 21.7,
- "Tatoeba (mhr-eng)": 0.68,
- "Tatoeba (mkd-eng)": 5.92,
- "Tatoeba (mon-eng)": 2.39,
- "Tatoeba (nds-eng)": 45.04,
- "Tatoeba (nld-eng)": 64.75,
- "Tatoeba (nno-eng)": 36.74,
- "Tatoeba (nob-eng)": 54.77,
- "Tatoeba (nov-eng)": 57.12,
- "Tatoeba (oci-eng)": 34.39,
- "Tatoeba (orv-eng)": 2.04,
- "Tatoeba (pam-eng)": 8.34,
- "Tatoeba (pes-eng)": 0.87,
- "Tatoeba (pms-eng)": 38.06,
- "Tatoeba (pol-eng)": 28.35,
- "Tatoeba (por-eng)": 83.61,
- "Tatoeba (ron-eng)": 65.27,
- "Tatoeba (rus-eng)": 30.42,
- "Tatoeba (slk-eng)": 13.19,
- "Tatoeba (slv-eng)": 13.49,
- "Tatoeba (spa-eng)": 89.18,
- "Tatoeba (sqi-eng)": 14.66,
- "Tatoeba (srp-eng)": 13.24,
- "Tatoeba (swe-eng)": 60.67,
- "Tatoeba (swg-eng)": 34.76,
- "Tatoeba (swh-eng)": 8.07,
- "Tatoeba (tam-eng)": 0.36,
- "Tatoeba (tat-eng)": 1.46,
- "Tatoeba (tel-eng)": 0.67,
- "Tatoeba (tgl-eng)": 25.22,
- "Tatoeba (tha-eng)": 1.58,
- "Tatoeba (tuk-eng)": 4.99,
- "Tatoeba (tur-eng)": 7.72,
- "Tatoeba (tzl-eng)": 38.49,
- "Tatoeba (uig-eng)": 0.87,
- "Tatoeba (ukr-eng)": 9.12,
- "Tatoeba (urd-eng)": 0.0,
- "Tatoeba (uzb-eng)": 5.48,
- "Tatoeba (vie-eng)": 8.45,
- "Tatoeba (war-eng)": 13.75,
- "Tatoeba (wuu-eng)": 1.44,
- "Tatoeba (xho-eng)": 9.15,
- "Tatoeba (yid-eng)": 0.28,
- "Tatoeba (yue-eng)": 0.98,
- "Tatoeba (zsm-eng)": 35.71
+ "f1": [
+ {
+ "Model": "bm25s"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "sentence-t5-xl",
- "AmazonCounterfactualClassification (de)": 67.01,
- "AmazonCounterfactualClassification (en)": 76.01,
- "AmazonCounterfactualClassification (en-ext)": 77.29,
- "AmazonCounterfactualClassification (ja)": 45.61,
- "AmazonPolarityClassification": 93.17,
- "AmazonReviewsClassification (de)": 44.05,
- "AmazonReviewsClassification (en)": 48.18,
- "AmazonReviewsClassification (es)": 45.01,
- "AmazonReviewsClassification (fr)": 43.52,
- "AmazonReviewsClassification (ja)": 22.23,
- "AmazonReviewsClassification (zh)": 21.88,
- "Banking77Classification": 80.88,
- "EmotionClassification": 51.95,
- "ImdbClassification": 87.54,
- "MTOPDomainClassification (de)": 83.28,
- "MTOPDomainClassification (en)": 90.73,
- "MTOPDomainClassification (es)": 85.32,
- "MTOPDomainClassification (fr)": 85.14,
- "MTOPDomainClassification (hi)": 20.85,
- "MTOPDomainClassification (th)": 15.62,
- "MTOPIntentClassification (de)": 54.65,
- "MTOPIntentClassification (en)": 68.15,
- "MTOPIntentClassification (es)": 57.38,
- "MTOPIntentClassification (fr)": 54.39,
- "MTOPIntentClassification (hi)": 3.28,
- "MTOPIntentClassification (th)": 5.08,
- "MasakhaNEWSClassification (fra)": 80.09,
- "MassiveIntentClassification (af)": 40.17,
- "MassiveIntentClassification (am)": 2.18,
- "MassiveIntentClassification (ar)": 4.18,
- "MassiveIntentClassification (az)": 30.02,
- "MassiveIntentClassification (bn)": 2.6,
- "MassiveIntentClassification (cy)": 29.15,
- "MassiveIntentClassification (da)": 47.69,
- "MassiveIntentClassification (de)": 57.43,
- "MassiveIntentClassification (el)": 9.96,
- "MassiveIntentClassification (en)": 72.09,
- "MassiveIntentClassification (es)": 57.97,
- "MassiveIntentClassification (fa)": 3.6,
- "MassiveIntentClassification (fi)": 34.02,
- "MassiveIntentClassification (fr)": 60.99,
- "MassiveIntentClassification (he)": 2.51,
- "MassiveIntentClassification (hi)": 3.02,
- "MassiveIntentClassification (hu)": 31.66,
- "MassiveIntentClassification (hy)": 3.32,
- "MassiveIntentClassification (id)": 41.53,
- "MassiveIntentClassification (is)": 30.25,
- "MassiveIntentClassification (it)": 56.57,
- "MassiveIntentClassification (ja)": 3.5,
- "MassiveIntentClassification (jv)": 31.67,
- "MassiveIntentClassification (ka)": 2.79,
- "MassiveIntentClassification (km)": 5.43,
- "MassiveIntentClassification (kn)": 2.79,
- "MassiveIntentClassification (ko)": 2.67,
- "MassiveIntentClassification (lv)": 34.25,
- "MassiveIntentClassification (ml)": 2.98,
- "MassiveIntentClassification (mn)": 20.99,
- "MassiveIntentClassification (ms)": 37.43,
- "MassiveIntentClassification (my)": 4.02,
- "MassiveIntentClassification (nb)": 45.91,
- "MassiveIntentClassification (nl)": 50.51,
- "MassiveIntentClassification (pl)": 43.95,
- "MassiveIntentClassification (pt)": 57.95,
- "MassiveIntentClassification (ro)": 49.37,
- "MassiveIntentClassification (ru)": 33.46,
- "MassiveIntentClassification (sl)": 36.33,
- "MassiveIntentClassification (sq)": 37.65,
- "MassiveIntentClassification (sv)": 46.35,
- "MassiveIntentClassification (sw)": 30.6,
- "MassiveIntentClassification (ta)": 1.79,
- "MassiveIntentClassification (te)": 2.26,
- "MassiveIntentClassification (th)": 4.02,
- "MassiveIntentClassification (tl)": 38.92,
- "MassiveIntentClassification (tr)": 32.05,
- "MassiveIntentClassification (ur)": 2.7,
- "MassiveIntentClassification (vi)": 21.47,
- "MassiveIntentClassification (zh-CN)": 0.59,
- "MassiveIntentClassification (zh-TW)": 3.24,
- "MassiveScenarioClassification (af)": 50.81,
- "MassiveScenarioClassification (am)": 6.95,
- "MassiveScenarioClassification (ar)": 12.32,
- "MassiveScenarioClassification (az)": 38.79,
- "MassiveScenarioClassification (bn)": 8.0,
- "MassiveScenarioClassification (cy)": 33.91,
- "MassiveScenarioClassification (da)": 55.79,
- "MassiveScenarioClassification (de)": 65.33,
- "MassiveScenarioClassification (el)": 16.89,
- "MassiveScenarioClassification (en)": 73.26,
- "MassiveScenarioClassification (es)": 62.52,
- "MassiveScenarioClassification (fa)": 6.08,
- "MassiveScenarioClassification (fi)": 43.34,
- "MassiveScenarioClassification (fr)": 66.42,
- "MassiveScenarioClassification (he)": 7.55,
- "MassiveScenarioClassification (hi)": 7.44,
- "MassiveScenarioClassification (hu)": 40.85,
- "MassiveScenarioClassification (hy)": 9.25,
- "MassiveScenarioClassification (id)": 51.92,
- "MassiveScenarioClassification (is)": 40.09,
- "MassiveScenarioClassification (it)": 62.94,
- "MassiveScenarioClassification (ja)": 7.9,
- "MassiveScenarioClassification (jv)": 41.33,
- "MassiveScenarioClassification (ka)": 7.76,
- "MassiveScenarioClassification (km)": 9.19,
- "MassiveScenarioClassification (kn)": 8.36,
- "MassiveScenarioClassification (ko)": 6.13,
- "MassiveScenarioClassification (lv)": 40.7,
- "MassiveScenarioClassification (ml)": 6.98,
- "MassiveScenarioClassification (mn)": 27.0,
- "MassiveScenarioClassification (ms)": 46.9,
- "MassiveScenarioClassification (my)": 9.55,
- "MassiveScenarioClassification (nb)": 53.43,
- "MassiveScenarioClassification (nl)": 59.65,
- "MassiveScenarioClassification (pl)": 49.87,
- "MassiveScenarioClassification (pt)": 62.18,
- "MassiveScenarioClassification (ro)": 58.22,
- "MassiveScenarioClassification (ru)": 40.73,
- "MassiveScenarioClassification (sl)": 43.66,
- "MassiveScenarioClassification (sq)": 49.25,
- "MassiveScenarioClassification (sv)": 57.17,
- "MassiveScenarioClassification (sw)": 40.55,
- "MassiveScenarioClassification (ta)": 7.46,
- "MassiveScenarioClassification (te)": 7.03,
- "MassiveScenarioClassification (th)": 8.52,
- "MassiveScenarioClassification (tl)": 51.74,
- "MassiveScenarioClassification (tr)": 43.01,
- "MassiveScenarioClassification (ur)": 9.61,
- "MassiveScenarioClassification (vi)": 28.91,
- "MassiveScenarioClassification (zh-CN)": 5.86,
- "MassiveScenarioClassification (zh-TW)": 7.14,
- "ToxicConversationsClassification": 70.95,
- "TweetSentimentExtractionClassification": 61.21
+ "Model": "bm25s"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "sentence-t5-xl",
- "AlloProfClusteringP2P": 60.37,
- "AlloProfClusteringS2S": 40.76,
- "ArxivClusteringP2P": 41.62,
- "ArxivClusteringS2S": 31.17,
- "BiorxivClusteringP2P": 36.43,
- "BiorxivClusteringS2S": 26.47,
- "HALClusteringS2S": 20.28,
- "MLSUMClusteringP2P": 41.61,
- "MLSUMClusteringS2S": 33.6,
- "MasakhaNEWSClusteringP2P (fra)": 62.82,
- "MasakhaNEWSClusteringS2S (fra)": 31.74,
- "MedrxivClusteringP2P": 32.3,
- "MedrxivClusteringS2S": 26.93,
- "RedditClustering": 57.03,
- "RedditClusteringP2P": 62.34,
- "StackExchangeClustering": 67.13,
- "StackExchangeClusteringP2P": 34.79,
- "TwentyNewsgroupsClustering": 49.53
+ "Model": "bm25s"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "sentence-t5-xl",
- "OpusparcusPC (fr)": 92.48,
- "PawsXPairClassification (fr)": 62.52,
- "SprintDuplicateQuestions": 91.44,
- "TwitterSemEval2015": 80.89,
- "TwitterURLCorpus": 85.86
+ "Model": "bm25s"
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-t5-xl",
- "AlloprofReranking": 63.3,
- "AskUbuntuDupQuestions": 62.86,
- "MindSmallReranking": 29.77,
- "SciDocsRR": 75.16,
- "StackOverflowDupQuestions": 51.05,
- "SyntecReranking": 83.07
+ "Model": "bm25s"
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "bm25s",
+ "ArguAna": 49.28,
+ "CQADupstackRetrieval": 31.86,
+ "ClimateFEVER": 13.62,
+ "DBPedia": 29.91,
+ "FEVER": 48.09,
+ "FiQA2018": 25.14,
+ "HotpotQA": 56.91,
+ "MSMARCO": 21.89,
+ "NFCorpus": 32.08,
+ "NQ": 28.5,
+ "QuoraRetrieval": 80.42,
+ "SCIDOCS": 15.78,
+ "SciFact": 68.7,
+ "TRECCOVID": 62.31,
+ "Touche2020": 33.05
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "bm25s"
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "bm25s"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "bm25s"
+ }
+ ]
+ }
+ },
+ "GritLM-7B": {
+ "BitextMining": {
+ "f1": []
+ },
+ "Classification": {
+ "accuracy": []
+ },
+ "Clustering": {
+ "v_measure": []
+ },
+ "PairClassification": {
+ "ap": []
+ },
+ "Reranking": {
+ "map": []
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "GritLM-7B",
+ "BrightRetrieval (pony)": 21.98,
+ "BrightRetrieval (robotics)": 17.31,
+ "BrightRetrieval (economics)": 19.0,
+ "BrightRetrieval (theoremqa_questions)": 23.34,
+ "BrightRetrieval (leetcode)": 29.85,
+ "BrightRetrieval (earth_science)": 32.77,
+ "BrightRetrieval (stackoverflow)": 11.62,
+ "BrightRetrieval (sustainable_living)": 18.04,
+ "BrightRetrieval (biology)": 25.04,
+ "BrightRetrieval (psychology)": 19.92,
+ "BrightRetrieval (theoremqa_theorems)": 19.75,
+ "BrightRetrieval (aops)": 8.91
+ }
+ ],
+ "recall_at_1": [
+ {
+ "Model": "GritLM-7B",
+ "BrightRetrieval (biology)": 37.46,
+ "BrightRetrieval (robotics)": 17.82,
+ "BrightRetrieval (pony)": 0.0,
+ "BrightRetrieval (sustainable_living)": 32.36,
+ "BrightRetrieval (psychology)": 35.35,
+ "BrightRetrieval (stackoverflow)": 20.08,
+ "BrightRetrieval (earth_science)": 39.44,
+ "BrightRetrieval (economics)": 25.73
+ }
+ ]
+ },
+ "STS": {
+ "spearman": []
+ },
+ "Summarization": {
+ "spearman": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "GritLM-7B",
+ "Core17InstructionRetrieval": 2.62,
+ "News21InstructionRetrieval": -1.01,
+ "Robust04InstructionRetrieval": -1.68
}
]
+ }
+ },
+ "bm25": {
+ "BitextMining": {
+ "f1": []
+ },
+ "Classification": {
+ "accuracy": []
+ },
+ "Clustering": {
+ "v_measure": []
+ },
+ "PairClassification": {
+ "ap": []
+ },
+ "Reranking": {
+ "map": []
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sentence-t5-xl",
- "AlloprofRetrieval": 40.38,
- "ArguAna": 39.4,
- "BSARDRetrieval": 0.14,
- "CQADupstackRetrieval": 40.78,
- "ClimateFEVER": 10.61,
- "DBPedia": 33.65,
- "FEVER": 36.12,
- "FiQA2018": 44.71,
- "HotpotQA": 37.17,
- "MSMARCO": 25.17,
- "MintakaRetrieval (fr)": 31.54,
- "NFCorpus": 33.18,
- "NQ": 46.29,
- "QuoraRetrieval": 85.85,
- "SCIDOCS": 15.97,
- "SciFact": 50.91,
- "SyntecRetrieval": 74.24,
- "TRECCOVID": 54.77,
- "Touche2020": 22.51,
- "XPQARetrieval (fr)": 52.14
+ "Model": "bm25",
+ "BrightRetrieval (robotics)": 13.53,
+ "BrightRetrieval (pony)": 7.93,
+ "BrightRetrieval (leetcode)": 24.37,
+ "BrightRetrieval (earth_science)": 27.06,
+ "BrightRetrieval (stackoverflow)": 16.55,
+ "BrightRetrieval (economics)": 14.87,
+ "BrightRetrieval (theoremqa_questions)": 9.78,
+ "BrightRetrieval (theoremqa_theorems)": 4.75,
+ "BrightRetrieval (psychology)": 12.51,
+ "BrightRetrieval (sustainable_living)": 15.22,
+ "BrightRetrieval (biology)": 19.19,
+ "BrightRetrieval (aops)": 6.2
}
- ]
- },
- "STS": {
- "spearman": [
+ ],
+ "recall_at_1": [
{
- "Model": "sentence-t5-xl",
- "BIOSSES": 73.12,
- "SICK-R": 79.98,
- "SICKFr": 75.08,
- "STS12": 79.02,
- "STS13": 88.8,
- "STS14": 84.33,
- "STS15": 88.89,
- "STS16": 85.31,
- "STS17 (ar-ar)": 11.13,
- "STS17 (en-ar)": -3.93,
- "STS17 (en-de)": 79.04,
- "STS17 (en-en)": 88.91,
- "STS17 (en-tr)": 13.61,
- "STS17 (es-en)": 71.72,
- "STS17 (es-es)": 83.42,
- "STS17 (fr-en)": 71.38,
- "STS17 (it-en)": 69.5,
- "STS17 (ko-ko)": 9.61,
- "STS17 (nl-en)": 66.12,
- "STS22 (ar)": 29.6,
- "STS22 (de)": 47.72,
- "STS22 (de-en)": 49.64,
- "STS22 (de-fr)": 62.21,
- "STS22 (de-pl)": 34.34,
- "STS22 (en)": 64.32,
- "STS22 (es)": 58.16,
- "STS22 (es-en)": 69.15,
- "STS22 (es-it)": 65.26,
- "STS22 (fr)": 77.49,
- "STS22 (fr-pl)": 50.71,
- "STS22 (it)": 66.91,
- "STS22 (pl)": 27.04,
- "STS22 (pl-en)": 58.85,
- "STS22 (ru)": 26.63,
- "STS22 (tr)": 43.36,
- "STS22 (zh)": 33.55,
- "STS22 (zh-en)": 29.0,
- "STSBenchmark": 83.93,
- "STSBenchmarkMultilingualSTS (fr)": 79.42
+ "Model": "bm25",
+ "BrightRetrieval (robotics)": 7.43,
+ "BrightRetrieval (pony)": 5.35,
+ "BrightRetrieval (biology)": 10.68,
+ "BrightRetrieval (stackoverflow)": 22.22,
+ "BrightRetrieval (earth_science)": 15.37,
+ "BrightRetrieval (psychology)": 8.42,
+ "BrightRetrieval (sustainable_living)": 10.68,
+ "BrightRetrieval (economics)": 10.68
}
]
},
+ "STS": {
+ "spearman": []
+ },
"Summarization": {
- "spearman": [
- {
- "Model": "sentence-t5-xl",
- "SummEval": 29.91,
- "SummEvalFr": 31.59
- }
- ]
+ "spearman": []
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sentence-t5-xl"
+ "Model": "bm25",
+ "Core17InstructionRetrieval": -1.06,
+ "News21InstructionRetrieval": -2.15,
+ "Robust04InstructionRetrieval": -3.06
}
]
}
},
- "Cohere-embed-english-v3.0": {
+ "gte-Qwen1.5-7B-instruct": {
"BitextMining": {
- "f1": [
- {
- "Model": "Cohere-embed-english-v3.0"
- }
- ]
+ "f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "Cohere-embed-english-v3.0"
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "AmazonCounterfactualClassification (en)": 83.16,
+ "AmazonPolarityClassification": 96.7,
+ "AmazonReviewsClassification (en)": 62.17,
+ "AmazonReviewsClassification (zh)": 52.95,
+ "Banking77Classification": 81.68,
+ "EmotionClassification": 54.53,
+ "IFlyTek": 53.77,
+ "ImdbClassification": 95.58,
+ "JDReview": 88.2,
+ "MTOPDomainClassification (en)": 95.75,
+ "MTOPIntentClassification (en)": 84.26,
+ "MassiveIntentClassification (zh-CN)": 76.25,
+ "MassiveIntentClassification (en)": 78.47,
+ "MassiveScenarioClassification (en)": 78.19,
+ "MassiveScenarioClassification (zh-CN)": 77.26,
+ "MultilingualSentiment": 77.42,
+ "OnlineShopping": 94.48,
+ "TNews": 51.24,
+ "ToxicConversationsClassification": 78.75,
+ "TweetSentimentExtractionClassification": 66.0,
+ "Waimai": 88.63
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "Cohere-embed-english-v3.0"
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "ArxivClusteringP2P": 56.4,
+ "ArxivClusteringS2S": 51.45,
+ "BiorxivClusteringP2P": 49.01,
+ "BiorxivClusteringS2S": 45.06,
+ "CLSClusteringP2P": 47.21,
+ "CLSClusteringS2S": 45.79,
+ "MedrxivClusteringP2P": 44.37,
+ "MedrxivClusteringS2S": 42.0,
+ "RedditClustering": 73.37,
+ "RedditClusteringP2P": 72.51,
+ "StackExchangeClustering": 79.07,
+ "StackExchangeClusteringP2P": 49.57,
+ "ThuNewsClusteringP2P": 87.43,
+ "ThuNewsClusteringS2S": 87.9,
+ "TwentyNewsgroupsClustering": 51.31
}
]
},
"PairClassification": {
- "ap": [
+ "ap": [],
+ "cos_sim_ap": [
{
- "Model": "Cohere-embed-english-v3.0"
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "Cmnli": 91.81,
+ "Ocnli": 85.22,
+ "SprintDuplicateQuestions": 95.99,
+ "TwitterSemEval2015": 79.36,
+ "TwitterURLCorpus": 86.79
}
]
},
"Reranking": {
"map": [
{
- "Model": "Cohere-embed-english-v3.0"
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "AskUbuntuDupQuestions": 66.0,
+ "CMedQAv1": 86.37,
+ "CMedQAv2": 87.41,
+ "MindSmallReranking": 32.71,
+ "SciDocsRR": 87.89,
+ "StackOverflowDupQuestions": 53.93,
+ "T2Reranking": 68.11
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "Cohere-embed-english-v3.0",
- "AILACasedocs": 31.54,
- "AILAStatutes": 27.15,
- "ARCChallenge": 9.89,
- "AlphaNLI": 15.1,
- "BrightRetrieval (psychology)": 21.82,
- "BrightRetrieval (economics)": 20.18,
- "BrightRetrieval (robotics)": 16.21,
- "BrightRetrieval (biology)": 18.98,
- "BrightRetrieval (stackoverflow)": 16.47,
- "BrightRetrieval (theoremqa_theorems)": 6.04,
- "BrightRetrieval (pony)": 1.77,
- "BrightRetrieval (sustainable_living)": 17.69,
- "BrightRetrieval (aops)": 6.46,
- "BrightRetrieval (theoremqa_questions)": 15.07,
- "BrightRetrieval (leetcode)": 26.78,
- "BrightRetrieval (earth_science)": 27.45,
- "GerDaLIRSmall": 6.05,
- "HellaSwag": 26.35,
- "LeCaRDv2": 21.02,
- "LegalBenchConsumerContractsQA": 77.12,
- "LegalBenchCorporateLobbying": 93.68,
- "LegalQuAD": 26.08,
- "LegalSummarization": 61.7,
- "PIQA": 28.49,
- "Quail": 4.1,
- "RARbCode": 57.19,
- "RARbMath": 72.26,
- "SIQA": 4.26,
- "SpartQA": 3.75,
- "TempReasonL1": 1.5,
- "TempReasonL2Fact": 35.91,
- "TempReasonL2Pure": 1.89,
- "TempReasonL3Fact": 27.51,
- "TempReasonL3Pure": 8.53,
- "WinoGrande": 58.01
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "ArguAna": 62.65,
+ "BrightRetrieval (stackoverflow)": 19.85,
+ "BrightRetrieval (earth_science)": 36.22,
+ "BrightRetrieval (leetcode)": 25.46,
+ "BrightRetrieval (theoremqa_questions)": 26.97,
+ "BrightRetrieval (economics)": 17.72,
+ "BrightRetrieval (robotics)": 13.47,
+ "BrightRetrieval (pony)": 9.79,
+ "BrightRetrieval (aops)": 14.36,
+ "BrightRetrieval (psychology)": 24.61,
+ "BrightRetrieval (theoremqa_theorems)": 30.8,
+ "BrightRetrieval (biology)": 30.92,
+ "BrightRetrieval (sustainable_living)": 14.93,
+ "CQADupstackRetrieval": 40.64,
+ "ClimateFEVER": 44.0,
+ "CmedqaRetrieval": 43.47,
+ "CovidRetrieval": 80.87,
+ "DBPedia": 48.04,
+ "DuRetrieval": 86.01,
+ "EcomRetrieval": 66.46,
+ "FEVER": 93.35,
+ "FiQA2018": 55.31,
+ "HotpotQA": 72.25,
+ "MMarcoRetrieval": 73.83,
+ "MSMARCO": 41.68,
+ "MedicalRetrieval": 61.33,
+ "NFCorpus": 38.25,
+ "NQ": 61.79,
+ "QuoraRetrieval": 89.61,
+ "SCIDOCS": 27.69,
+ "SciFact": 75.31,
+ "T2Retrieval": 83.58,
+ "TRECCOVID": 72.72,
+ "Touche2020": 20.3,
+ "VideoRetrieval": 69.41
+ }
+ ],
+ "recall_at_1": [
+ {
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "BrightRetrieval (economics)": 25.73,
+ "BrightRetrieval (pony)": 1.32,
+ "BrightRetrieval (robotics)": 21.29,
+ "BrightRetrieval (biology)": 39.24,
+ "BrightRetrieval (earth_science)": 36.13,
+ "BrightRetrieval (stackoverflow)": 23.5,
+ "BrightRetrieval (psychology)": 42.28,
+ "BrightRetrieval (sustainable_living)": 33.1
}
]
},
"STS": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "Cohere-embed-english-v3.0"
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "AFQMC": 58.47,
+ "ATEC": 55.46,
+ "BIOSSES": 81.12,
+ "BQ": 77.59,
+ "LCQMC": 76.29,
+ "PAWSX": 50.22,
+ "QBQTC": 31.82,
+ "SICK-R": 79.15,
+ "STS12": 76.52,
+ "STS13": 88.63,
+ "STS14": 83.32,
+ "STS15": 87.5,
+ "STS16": 86.39,
+ "STS17 (en-en)": 87.79,
+ "STS22 (en)": 66.4,
+ "STS22 (zh)": 67.36,
+ "STSB": 81.37,
+ "STSBenchmark": 87.35
}
]
},
"Summarization": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "Cohere-embed-english-v3.0"
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "SummEval": 31.46
}
]
},
"InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "Cohere-embed-english-v3.0",
- "Core17InstructionRetrieval": 2.8,
- "News21InstructionRetrieval": 0.2,
- "Robust04InstructionRetrieval": -3.63
- }
- ]
+ "p-MRR": []
}
},
- "sentence-camembert-base": {
+ "voyage-large-2-instruct": {
"BitextMining": {
- "f1": [
- {
- "Model": "sentence-camembert-base"
- }
- ]
+ "f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "sentence-camembert-base",
- "AmazonReviewsClassification (fr)": 36.03,
- "MTOPDomainClassification (fr)": 77.1,
- "MTOPIntentClassification (fr)": 43.44,
- "MasakhaNEWSClassification (fra)": 70.36,
- "MassiveIntentClassification (fr)": 51.59,
- "MassiveScenarioClassification (fr)": 61.28
+ "Model": "voyage-large-2-instruct",
+ "AmazonCounterfactualClassification (en)": 77.6,
+ "AmazonPolarityClassification": 96.58,
+ "AmazonReviewsClassification (en)": 50.77,
+ "Banking77Classification": 86.96,
+ "EmotionClassification": 59.81,
+ "ImdbClassification": 96.13,
+ "MTOPDomainClassification (en)": 98.86,
+ "MTOPIntentClassification (en)": 86.97,
+ "MassiveIntentClassification (en)": 81.08,
+ "MassiveScenarioClassification (en)": 87.95,
+ "ToxicConversationsClassification": 83.58,
+ "TweetSentimentExtractionClassification": 71.55
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "sentence-camembert-base",
- "AlloProfClusteringP2P": 59.09,
- "AlloProfClusteringS2S": 38.92,
- "HALClusteringS2S": 20.22,
- "MLSUMClusteringP2P": 35.98,
- "MLSUMClusteringS2S": 27.05,
- "MasakhaNEWSClusteringP2P (fra)": 36.03,
- "MasakhaNEWSClusteringS2S (fra)": 30.77
+ "Model": "voyage-large-2-instruct",
+ "ArxivClusteringP2P": 51.81,
+ "ArxivClusteringS2S": 44.73,
+ "BiorxivClusteringP2P": 46.07,
+ "BiorxivClusteringS2S": 40.64,
+ "MedrxivClusteringP2P": 42.94,
+ "MedrxivClusteringS2S": 41.44,
+ "RedditClustering": 68.5,
+ "RedditClusteringP2P": 64.86,
+ "StackExchangeClustering": 74.16,
+ "StackExchangeClusteringP2P": 45.1,
+ "TwentyNewsgroupsClustering": 66.62
}
]
},
"PairClassification": {
- "ap": [
+ "ap": [],
+ "cos_sim_ap": [
{
- "Model": "sentence-camembert-base",
- "OpusparcusPC (fr)": 92.05,
- "PawsXPairClassification (fr)": 57.44
+ "Model": "voyage-large-2-instruct",
+ "SprintDuplicateQuestions": 94.5,
+ "TwitterSemEval2015": 86.32,
+ "TwitterURLCorpus": 86.9
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-camembert-base",
- "AlloprofReranking": 48.68,
- "SyntecReranking": 79.75
+ "Model": "voyage-large-2-instruct",
+ "AskUbuntuDupQuestions": 64.92,
+ "MindSmallReranking": 30.97,
+ "SciDocsRR": 89.34,
+ "StackOverflowDupQuestions": 55.11
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sentence-camembert-base",
- "AlloprofRetrieval": 21.94,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 13.36,
- "SyntecRetrieval": 68.62,
- "XPQARetrieval (fr)": 57.92
+ "Model": "voyage-large-2-instruct",
+ "ArguAna": 64.06,
+ "BrightRetrieval (theoremqa_questions)": 26.06,
+ "BrightRetrieval (earth_science)": 25.09,
+ "BrightRetrieval (leetcode)": 30.6,
+ "BrightRetrieval (economics)": 19.85,
+ "BrightRetrieval (robotics)": 11.21,
+ "BrightRetrieval (psychology)": 24.79,
+ "BrightRetrieval (aops)": 7.45,
+ "BrightRetrieval (sustainable_living)": 15.58,
+ "BrightRetrieval (pony)": 1.48,
+ "BrightRetrieval (theoremqa_theorems)": 11.1,
+ "BrightRetrieval (biology)": 23.55,
+ "BrightRetrieval (stackoverflow)": 15.03,
+ "CQADupstackRetrieval": 46.6,
+ "ClimateFEVER": 32.65,
+ "DBPedia": 46.03,
+ "FEVER": 91.47,
+ "FiQA2018": 59.76,
+ "HotpotQA": 70.86,
+ "MSMARCO": 40.6,
+ "NFCorpus": 40.32,
+ "NQ": 65.92,
+ "QuoraRetrieval": 87.4,
+ "SCIDOCS": 24.32,
+ "SciFact": 79.99,
+ "TRECCOVID": 85.07,
+ "Touche2020": 39.16
+ }
+ ],
+ "recall_at_1": [
+ {
+ "Model": "voyage-large-2-instruct",
+ "BrightRetrieval (psychology)": 41.58,
+ "BrightRetrieval (robotics)": 12.87,
+ "BrightRetrieval (biology)": 34.38,
+ "BrightRetrieval (stackoverflow)": 13.68,
+ "BrightRetrieval (pony)": 1.28,
+ "BrightRetrieval (economics)": 26.7,
+ "BrightRetrieval (sustainable_living)": 31.1,
+ "BrightRetrieval (earth_science)": 35.35
}
]
},
"STS": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "sentence-camembert-base",
- "SICKFr": 74.18,
- "STS22 (fr)": 77.54,
- "STSBenchmarkMultilingualSTS (fr)": 81.64
+ "Model": "voyage-large-2-instruct",
+ "BIOSSES": 89.24,
+ "SICK-R": 83.16,
+ "STS12": 73.34,
+ "STS13": 88.49,
+ "STS14": 86.49,
+ "STS15": 91.13,
+ "STS16": 85.68,
+ "STS17 (en-en)": 90.06,
+ "STS22 (en)": 66.32,
+ "STSBenchmark": 89.22
}
]
},
"Summarization": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "sentence-camembert-base",
- "SummEvalFr": 28.77
+ "Model": "voyage-large-2-instruct",
+ "SummEval": 30.84
}
]
},
"InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "sentence-camembert-base"
- }
- ]
+ "p-MRR": []
}
},
- "Cohere-embed-multilingual-v3.0": {
+ "text-embedding-3-large": {
"BitextMining": {
- "f1": [
- {
- "Model": "Cohere-embed-multilingual-v3.0"
- }
- ]
+ "f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AmazonReviewsClassification (fr)": 41.89,
- "MTOPDomainClassification (fr)": 86.23,
- "MTOPIntentClassification (fr)": 61.07,
- "MasakhaNEWSClassification (fra)": 83.06,
- "MassiveIntentClassification (fr)": 62.94,
- "MassiveScenarioClassification (fr)": 67.29
+ "Model": "text-embedding-3-large",
+ "AmazonCounterfactualClassification (en)": 78.93,
+ "AmazonPolarityClassification": 92.85,
+ "AmazonReviewsClassification (en)": 48.7,
+ "Banking77Classification": 85.69,
+ "EmotionClassification": 51.58,
+ "ImdbClassification": 87.67,
+ "MTOPDomainClassification (en)": 95.36,
+ "MTOPIntentClassification (en)": 75.07,
+ "MassiveIntentClassification (en)": 74.64,
+ "MassiveScenarioClassification (en)": 79.79,
+ "ToxicConversationsClassification": 72.92,
+ "TweetSentimentExtractionClassification": 62.22
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloProfClusteringP2P": 63.53,
- "AlloProfClusteringS2S": 36.18,
- "HALClusteringS2S": 19.9,
- "MLSUMClusteringP2P": 45.08,
- "MLSUMClusteringS2S": 34.75,
- "MasakhaNEWSClusteringP2P (fra)": 53.18,
- "MasakhaNEWSClusteringS2S (fra)": 32.31
+ "Model": "text-embedding-3-large",
+ "ArxivClusteringP2P": 49.01,
+ "ArxivClusteringS2S": 44.45,
+ "BiorxivClusteringP2P": 38.03,
+ "BiorxivClusteringS2S": 36.53,
+ "MedrxivClusteringP2P": 32.7,
+ "MedrxivClusteringS2S": 31.27,
+ "RedditClustering": 67.84,
+ "RedditClusteringP2P": 67.96,
+ "StackExchangeClustering": 76.26,
+ "StackExchangeClusteringP2P": 36.88,
+ "TwentyNewsgroupsClustering": 58.14
}
]
},
"PairClassification": {
- "ap": [
+ "ap": [],
+ "cos_sim_ap": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "OpusparcusPC (fr)": 94.08,
- "PawsXPairClassification (fr)": 61.26
+ "Model": "text-embedding-3-large",
+ "SprintDuplicateQuestions": 92.25,
+ "TwitterSemEval2015": 77.13,
+ "TwitterURLCorpus": 87.78
}
]
},
"Reranking": {
"map": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloprofReranking": 51.01,
- "SyntecReranking": 85.72
+ "Model": "text-embedding-3-large",
+ "AskUbuntuDupQuestions": 65.03,
+ "MindSmallReranking": 29.86,
+ "SciDocsRR": 86.66,
+ "StackOverflowDupQuestions": 55.08
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "text-embedding-3-large",
+ "AILACasedocs": 39.0,
+ "AILAStatutes": 41.31,
+ "ARCChallenge": 23.98,
+ "AlphaNLI": 37.27,
+ "ArguAna": 58.05,
+ "BrightRetrieval (theoremqa_questions)": 22.22,
+ "BrightRetrieval (leetcode)": 23.65,
+ "BrightRetrieval (earth_science)": 26.27,
+ "BrightRetrieval (psychology)": 27.52,
+ "BrightRetrieval (robotics)": 12.93,
+ "BrightRetrieval (economics)": 19.98,
+ "BrightRetrieval (stackoverflow)": 12.49,
+ "BrightRetrieval (biology)": 23.67,
+ "BrightRetrieval (theoremqa_theorems)": 10.82,
+ "BrightRetrieval (pony)": 2.45,
+ "BrightRetrieval (sustainable_living)": 20.32,
+ "BrightRetrieval (aops)": 8.45,
+ "CQADupstackRetrieval": 47.54,
+ "ClimateFEVER": 30.27,
+ "DBPedia": 44.76,
+ "FEVER": 87.94,
+ "FiQA2018": 55.0,
+ "GerDaLIRSmall": 32.77,
+ "HellaSwag": 34.12,
+ "HotpotQA": 71.58,
+ "LEMBNarrativeQARetrieval": 44.09,
+ "LEMBQMSumRetrieval": 32.49,
+ "LEMBSummScreenFDRetrieval": 84.8,
+ "LEMBWikimQARetrieval": 54.16,
+ "LeCaRDv2": 57.2,
+ "LegalBenchConsumerContractsQA": 79.39,
+ "LegalBenchCorporateLobbying": 95.09,
+ "LegalQuAD": 57.47,
+ "LegalSummarization": 71.55,
+ "MSMARCO": 40.24,
+ "NFCorpus": 42.07,
+ "NQ": 61.27,
+ "PIQA": 41.96,
+ "Quail": 10.15,
+ "QuoraRetrieval": 89.05,
+ "RARbCode": 89.64,
+ "RARbMath": 90.08,
+ "SCIDOCS": 23.11,
+ "SIQA": 3.44,
+ "SciFact": 77.77,
+ "SpartQA": 7.51,
+ "TRECCOVID": 79.56,
+ "TempReasonL1": 2.13,
+ "TempReasonL2Fact": 28.65,
+ "TempReasonL2Pure": 10.34,
+ "TempReasonL3Fact": 25.52,
+ "TempReasonL3Pure": 15.28,
+ "Touche2020": 23.35,
+ "WinoGrande": 29.11
+ },
+ {
+ "Model": "text-embedding-3-large",
+ "LEMBNeedleRetrieval": 29.25,
+ "LEMBPasskeyRetrieval": 63.0
}
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
+ ],
+ "recall_at_1": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloprofRetrieval": 38.36,
- "BSARDRetrieval": 0.14,
- "MintakaRetrieval (fr)": 25.44,
- "SyntecRetrieval": 79.27,
- "XPQARetrieval (fr)": 58.87
+ "Model": "text-embedding-3-large",
+ "BrightRetrieval (earth_science)": 32.26,
+ "BrightRetrieval (sustainable_living)": 26.34,
+ "BrightRetrieval (economics)": 24.76,
+ "BrightRetrieval (stackoverflow)": 11.54,
+ "BrightRetrieval (pony)": 0.0,
+ "BrightRetrieval (biology)": 33.09,
+ "BrightRetrieval (robotics)": 11.88,
+ "BrightRetrieval (psychology)": 35.15
}
]
},
"STS": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "SICKFr": 79.23,
- "STS22 (fr)": 82.76,
- "STSBenchmarkMultilingualSTS (fr)": 81.84
+ "Model": "text-embedding-3-large",
+ "BIOSSES": 84.68,
+ "SICK-R": 79.0,
+ "STS12": 72.84,
+ "STS13": 86.1,
+ "STS14": 81.15,
+ "STS15": 88.49,
+ "STS16": 85.08,
+ "STS17 (en-en)": 90.22,
+ "STS22 (en)": 66.14,
+ "STSBenchmark": 83.56
}
]
},
"Summarization": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "SummEvalFr": 31.26
+ "Model": "text-embedding-3-large",
+ "SummEval": 29.92
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "Cohere-embed-multilingual-v3.0"
+ "Model": "text-embedding-3-large",
+ "Core17InstructionRetrieval": -0.2,
+ "News21InstructionRetrieval": -2.03,
+ "Robust04InstructionRetrieval": -5.81
}
]
}
},
- "text2vec-large-chinese": {
+ "e5-mistral-7b-instruct": {
"BitextMining": {
- "f1": [
- {
- "Model": "text2vec-large-chinese"
- }
- ]
+ "f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "text2vec-large-chinese",
- "AmazonReviewsClassification (zh)": 33.77,
- "IFlyTek": 41.54,
- "JDReview": 81.56,
- "MassiveIntentClassification (zh-CN)": 63.23,
- "MassiveScenarioClassification (zh-CN)": 68.45,
- "MultilingualSentiment": 58.97,
- "OnlineShopping": 83.51,
- "TNews": 38.92,
- "Waimai": 76.01
+ "Model": "e5-mistral-7b-instruct",
+ "AmazonReviewsClassification (fr)": 36.71,
+ "MTOPDomainClassification (fr)": 74.8,
+ "MTOPIntentClassification (fr)": 53.97,
+ "MasakhaNEWSClassification (fra)": 80.59,
+ "MassiveIntentClassification (fr)": 46.39,
+ "MassiveScenarioClassification (fr)": 53.86
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "text2vec-large-chinese",
- "CLSClusteringP2P": 30.13,
- "CLSClusteringS2S": 28.77,
- "ThuNewsClusteringP2P": 35.05,
- "ThuNewsClusteringS2S": 26.14
+ "Model": "e5-mistral-7b-instruct",
+ "AlloProfClusteringP2P": 61.06,
+ "AlloProfClusteringS2S": 28.12,
+ "HALClusteringS2S": 19.69,
+ "MLSUMClusteringP2P": 45.59,
+ "MLSUMClusteringS2S": 32.0,
+ "MasakhaNEWSClusteringP2P (fra)": 52.47,
+ "MasakhaNEWSClusteringS2S (fra)": 49.2
}
]
},
"PairClassification": {
- "ap": [
+ "ap": [],
+ "cos_sim_ap": [
{
- "Model": "text2vec-large-chinese",
- "Cmnli": 77.67,
- "Ocnli": 64.04
+ "Model": "e5-mistral-7b-instruct",
+ "OpusparcusPC (fr)": 88.5,
+ "PawsXPairClassification (fr)": 63.65
}
]
},
"Reranking": {
"map": [
{
- "Model": "text2vec-large-chinese",
- "CMedQAv1": 58.92,
- "CMedQAv2": 60.41,
- "MMarcoReranking": 12.48,
- "T2Reranking": 64.82
+ "Model": "e5-mistral-7b-instruct",
+ "AlloprofReranking": 47.36,
+ "SyntecReranking": 77.05
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text2vec-large-chinese",
- "CmedqaRetrieval": 15.53,
- "CovidRetrieval": 60.48,
- "DuRetrieval": 51.87,
- "EcomRetrieval": 37.58,
- "MMarcoRetrieval": 45.96,
- "MedicalRetrieval": 30.93,
- "T2Retrieval": 50.52,
- "VideoRetrieval": 42.65
+ "Model": "e5-mistral-7b-instruct",
+ "AILACasedocs": 38.76,
+ "AILAStatutes": 38.07,
+ "AlloprofRetrieval": 16.46,
+ "BSARDRetrieval": 0.0,
+ "BrightRetrieval (sustainable_living)": 18.51,
+ "BrightRetrieval (economics)": 15.49,
+ "BrightRetrieval (theoremqa_theorems)": 25.09,
+ "BrightRetrieval (aops)": 7.1,
+ "BrightRetrieval (theoremqa_questions)": 23.94,
+ "BrightRetrieval (stackoverflow)": 9.83,
+ "BrightRetrieval (psychology)": 15.79,
+ "BrightRetrieval (pony)": 4.81,
+ "BrightRetrieval (leetcode)": 28.72,
+ "BrightRetrieval (biology)": 18.84,
+ "BrightRetrieval (earth_science)": 25.96,
+ "BrightRetrieval (robotics)": 16.37,
+ "GerDaLIRSmall": 37.18,
+ "LEMBNarrativeQARetrieval": 44.62,
+ "LEMBQMSumRetrieval": 43.63,
+ "LEMBSummScreenFDRetrieval": 96.82,
+ "LEMBWikimQARetrieval": 82.11,
+ "LeCaRDv2": 68.56,
+ "LegalBenchConsumerContractsQA": 75.46,
+ "LegalBenchCorporateLobbying": 94.01,
+ "LegalQuAD": 59.64,
+ "LegalSummarization": 66.51,
+ "MintakaRetrieval (fr)": 3.57,
+ "SyntecRetrieval": 55.9,
+ "XPQARetrieval (fr)": 41.29
+ },
+ {
+ "Model": "e5-mistral-7b-instruct",
+ "LEMBNeedleRetrieval": 48.25,
+ "LEMBPasskeyRetrieval": 71.0
+ }
+ ],
+ "recall_at_1": [
+ {
+ "Model": "e5-mistral-7b-instruct",
+ "BrightRetrieval (pony)": 1.14,
+ "BrightRetrieval (robotics)": 17.33,
+ "BrightRetrieval (economics)": 26.21,
+ "BrightRetrieval (biology)": 29.93,
+ "BrightRetrieval (earth_science)": 36.28,
+ "BrightRetrieval (psychology)": 46.73,
+ "BrightRetrieval (sustainable_living)": 32.21,
+ "BrightRetrieval (stackoverflow)": 14.53
}
]
},
"STS": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "text2vec-large-chinese",
- "AFQMC": 24.51,
- "ATEC": 32.45,
- "BQ": 44.22,
- "LCQMC": 69.16,
- "PAWSX": 14.55,
- "QBQTC": 29.51,
- "STS22 (zh)": 65.94,
- "STSB": 79.45
+ "Model": "e5-mistral-7b-instruct",
+ "SICKFr": 64.39,
+ "STS22 (fr)": 69.82,
+ "STSBenchmarkMultilingualSTS (fr)": 61.87
}
]
},
"Summarization": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "text2vec-large-chinese"
+ "Model": "e5-mistral-7b-instruct",
+ "SummEvalFr": 32.22
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text2vec-large-chinese"
+ "Model": "e5-mistral-7b-instruct",
+ "Core17InstructionRetrieval": 0.09,
+ "News21InstructionRetrieval": -0.86,
+ "Robust04InstructionRetrieval": -9.59
}
]
}
},
- "dragon-plus": {
+ "gte-Qwen2-7B-instruct": {
"BitextMining": {
- "f1": [
- {
- "Model": "dragon-plus"
- }
- ]
+ "f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "dragon-plus"
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "dragon-plus"
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [
- {
- "Model": "dragon-plus"
- }
- ]
+ "ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "dragon-plus"
- }
- ]
+ "map": []
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "dragon-plus",
- "ARCChallenge": 8.91,
- "AlphaNLI": 32.1,
- "HellaSwag": 27.69,
- "PIQA": 28.01,
- "Quail": 4.09,
- "RARbCode": 17.58,
- "RARbMath": 45.09,
- "SIQA": 2.0,
- "SpartQA": 10.34,
- "TempReasonL1": 1.82,
- "TempReasonL2Fact": 17.45,
- "TempReasonL2Pure": 0.55,
- "TempReasonL3Fact": 15.71,
- "TempReasonL3Pure": 7.97,
- "WinoGrande": 67.18
+ "Model": "gte-Qwen2-7B-instruct",
+ "BrightRetrieval (earth_science)": 40.66,
+ "BrightRetrieval (sustainable_living)": 20.82,
+ "BrightRetrieval (theoremqa_theorems)": 34.22,
+ "BrightRetrieval (aops)": 15.1,
+ "BrightRetrieval (economics)": 16.18,
+ "BrightRetrieval (pony)": 1.25,
+ "BrightRetrieval (stackoverflow)": 13.95,
+ "BrightRetrieval (leetcode)": 31.07,
+ "BrightRetrieval (biology)": 32.09,
+ "BrightRetrieval (theoremqa_questions)": 29.9,
+ "BrightRetrieval (robotics)": 12.82,
+ "BrightRetrieval (psychology)": 26.58
}
- ]
- },
- "STS": {
- "spearman": [
+ ],
+ "recall_at_1": [
{
- "Model": "dragon-plus"
+ "Model": "gte-Qwen2-7B-instruct",
+ "BrightRetrieval (psychology)": 46.73,
+ "BrightRetrieval (biology)": 34.87,
+ "BrightRetrieval (sustainable_living)": 31.28,
+ "BrightRetrieval (robotics)": 10.89,
+ "BrightRetrieval (pony)": 1.17,
+ "BrightRetrieval (earth_science)": 38.36,
+ "BrightRetrieval (stackoverflow)": 16.67,
+ "BrightRetrieval (economics)": 27.67
}
]
},
+ "STS": {
+ "spearman": []
+ },
"Summarization": {
- "spearman": [
- {
- "Model": "dragon-plus"
- }
- ]
+ "spearman": []
},
"InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "dragon-plus"
- }
- ]
+ "p-MRR": []
}
},
- "bge-small-zh-v1.5": {
+ "all-mpnet-base-v2": {
"BitextMining": {
"f1": [
{
- "Model": "bge-small-zh-v1.5"
+ "Model": "all-mpnet-base-v2",
+ "BornholmBitextMining (dan-Latn)": 27.44,
+ "Tatoeba (pol-Latn_eng-Latn)": 4.09,
+ "Tatoeba (ita-Latn_eng-Latn)": 11.1,
+ "Tatoeba (cat-Latn_eng-Latn)": 9.44,
+ "Tatoeba (aze-Latn_eng-Latn)": 1.49,
+ "Tatoeba (eus-Latn_eng-Latn)": 3.94,
+ "Tatoeba (epo-Latn_eng-Latn)": 7.15,
+ "Tatoeba (lit-Latn_eng-Latn)": 1.02,
+ "Tatoeba (ast-Latn_eng-Latn)": 9.78,
+ "Tatoeba (bul-Cyrl_eng-Latn)": 0.35,
+ "Tatoeba (ceb-Latn_eng-Latn)": 4.41,
+ "Tatoeba (mkd-Cyrl_eng-Latn)": 0.0,
+ "Tatoeba (tzl-Latn_eng-Latn)": 3.55,
+ "Tatoeba (zsm-Latn_eng-Latn)": 4.75,
+ "Tatoeba (mhr-Cyrl_eng-Latn)": 0.17,
+ "Tatoeba (pam-Latn_eng-Latn)": 4.32,
+ "Tatoeba (amh-Ethi_eng-Latn)": 0.0,
+ "Tatoeba (slv-Latn_eng-Latn)": 3.73,
+ "Tatoeba (lvs-Latn_eng-Latn)": 2.98,
+ "Tatoeba (sqi-Latn_eng-Latn)": 3.45,
+ "Tatoeba (orv-Cyrl_eng-Latn)": 0.0,
+ "Tatoeba (vie-Latn_eng-Latn)": 4.96,
+ "Tatoeba (pes-Arab_eng-Latn)": 0.2,
+ "Tatoeba (por-Latn_eng-Latn)": 10.48,
+ "Tatoeba (dtp-Latn_eng-Latn)": 3.54,
+ "Tatoeba (yid-Hebr_eng-Latn)": 0.08,
+ "Tatoeba (isl-Latn_eng-Latn)": 3.86,
+ "Tatoeba (cha-Latn_eng-Latn)": 12.2,
+ "Tatoeba (ron-Latn_eng-Latn)": 7.34,
+ "Tatoeba (hye-Armn_eng-Latn)": 0.14,
+ "Tatoeba (mar-Deva_eng-Latn)": 0.11,
+ "Tatoeba (hin-Deva_eng-Latn)": 0.02,
+ "Tatoeba (kor-Hang_eng-Latn)": 0.32,
+ "Tatoeba (srp-Cyrl_eng-Latn)": 1.89,
+ "Tatoeba (csb-Latn_eng-Latn)": 4.19,
+ "Tatoeba (jpn-Jpan_eng-Latn)": 1.71,
+ "Tatoeba (ber-Tfng_eng-Latn)": 4.56,
+ "Tatoeba (wuu-Hans_eng-Latn)": 0.91,
+ "Tatoeba (jav-Latn_eng-Latn)": 3.17,
+ "Tatoeba (nob-Latn_eng-Latn)": 4.37,
+ "Tatoeba (bre-Latn_eng-Latn)": 3.65,
+ "Tatoeba (kzj-Latn_eng-Latn)": 3.62,
+ "Tatoeba (urd-Arab_eng-Latn)": 0.0,
+ "Tatoeba (ces-Latn_eng-Latn)": 3.56,
+ "Tatoeba (cbk-Latn_eng-Latn)": 9.33,
+ "Tatoeba (gla-Latn_eng-Latn)": 2.04,
+ "Tatoeba (war-Latn_eng-Latn)": 5.14,
+ "Tatoeba (swh-Latn_eng-Latn)": 6.01,
+ "Tatoeba (swg-Latn_eng-Latn)": 7.86,
+ "Tatoeba (glg-Latn_eng-Latn)": 12.0,
+ "Tatoeba (fao-Latn_eng-Latn)": 7.08,
+ "Tatoeba (gsw-Latn_eng-Latn)": 10.67,
+ "Tatoeba (rus-Cyrl_eng-Latn)": 0.14,
+ "Tatoeba (kaz-Cyrl_eng-Latn)": 0.52,
+ "Tatoeba (gle-Latn_eng-Latn)": 2.19,
+ "Tatoeba (slk-Latn_eng-Latn)": 3.4,
+ "Tatoeba (nno-Latn_eng-Latn)": 5.75,
+ "Tatoeba (cor-Latn_eng-Latn)": 2.42,
+ "Tatoeba (nov-Latn_eng-Latn)": 16.61,
+ "Tatoeba (swe-Latn_eng-Latn)": 6.55,
+ "Tatoeba (max-Deva_eng-Latn)": 6.46,
+ "Tatoeba (oci-Latn_eng-Latn)": 8.57,
+ "Tatoeba (lfn-Latn_eng-Latn)": 6.1,
+ "Tatoeba (fra-Latn_eng-Latn)": 16.9,
+ "Tatoeba (ben-Beng_eng-Latn)": 0.0,
+ "Tatoeba (bel-Cyrl_eng-Latn)": 0.65,
+ "Tatoeba (lat-Latn_eng-Latn)": 5.78,
+ "Tatoeba (cmn-Hans_eng-Latn)": 2.22,
+ "Tatoeba (kat-Geor_eng-Latn)": 0.43,
+ "Tatoeba (bos-Latn_eng-Latn)": 4.6,
+ "Tatoeba (xho-Latn_eng-Latn)": 3.3,
+ "Tatoeba (tha-Thai_eng-Latn)": 0.0,
+ "Tatoeba (cym-Latn_eng-Latn)": 4.88,
+ "Tatoeba (deu-Latn_eng-Latn)": 11.46,
+ "Tatoeba (awa-Deva_eng-Latn)": 0.44,
+ "Tatoeba (ido-Latn_eng-Latn)": 9.84,
+ "Tatoeba (tat-Cyrl_eng-Latn)": 0.24,
+ "Tatoeba (kab-Latn_eng-Latn)": 1.31,
+ "Tatoeba (uzb-Latn_eng-Latn)": 1.98,
+ "Tatoeba (heb-Hebr_eng-Latn)": 0.28,
+ "Tatoeba (ara-Arab_eng-Latn)": 0.1,
+ "Tatoeba (fry-Latn_eng-Latn)": 12.43,
+ "Tatoeba (afr-Latn_eng-Latn)": 6.08,
+ "Tatoeba (kur-Latn_eng-Latn)": 3.65,
+ "Tatoeba (pms-Latn_eng-Latn)": 7.63,
+ "Tatoeba (ell-Grek_eng-Latn)": 0.0,
+ "Tatoeba (spa-Latn_eng-Latn)": 10.12,
+ "Tatoeba (dsb-Latn_eng-Latn)": 2.96,
+ "Tatoeba (uig-Arab_eng-Latn)": 0.33,
+ "Tatoeba (nld-Latn_eng-Latn)": 9.29,
+ "Tatoeba (tel-Telu_eng-Latn)": 0.73,
+ "Tatoeba (hrv-Latn_eng-Latn)": 3.77,
+ "Tatoeba (nds-Latn_eng-Latn)": 10.96,
+ "Tatoeba (hun-Latn_eng-Latn)": 3.23,
+ "Tatoeba (est-Latn_eng-Latn)": 2.35,
+ "Tatoeba (mal-Mlym_eng-Latn)": 0.15,
+ "Tatoeba (khm-Khmr_eng-Latn)": 0.28,
+ "Tatoeba (hsb-Latn_eng-Latn)": 3.12,
+ "Tatoeba (tgl-Latn_eng-Latn)": 4.06,
+ "Tatoeba (ang-Latn_eng-Latn)": 9.77,
+ "Tatoeba (tur-Latn_eng-Latn)": 3.16,
+ "Tatoeba (tuk-Latn_eng-Latn)": 2.23,
+ "Tatoeba (ile-Latn_eng-Latn)": 17.84,
+ "Tatoeba (mon-Cyrl_eng-Latn)": 0.81,
+ "Tatoeba (yue-Hant_eng-Latn)": 1.16,
+ "Tatoeba (ina-Latn_eng-Latn)": 22.55,
+ "Tatoeba (tam-Taml_eng-Latn)": 0.73,
+ "Tatoeba (ukr-Cyrl_eng-Latn)": 0.5,
+ "Tatoeba (dan-Latn_eng-Latn)": 10.01,
+ "Tatoeba (arq-Arab_eng-Latn)": 0.33,
+ "Tatoeba (arz-Arab_eng-Latn)": 0.0,
+ "Tatoeba (fin-Latn_eng-Latn)": 3.82,
+ "Tatoeba (ind-Latn_eng-Latn)": 4.88
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bge-small-zh-v1.5",
- "AmazonReviewsClassification (zh)": 35.91,
- "IFlyTek": 45.49,
- "JDReview": 80.04,
- "MassiveIntentClassification (zh-CN)": 63.95,
- "MassiveScenarioClassification (zh-CN)": 70.8,
- "MultilingualSentiment": 63.06,
- "OnlineShopping": 85.05,
- "TNews": 48.15,
- "Waimai": 83.18
+ "Model": "all-mpnet-base-v2",
+ "AllegroReviews (pol-Latn)": 22.99,
+ "AmazonCounterfactualClassification (en-ext)": 67.5,
+ "AmazonCounterfactualClassification (en)": 65.03,
+ "AmazonCounterfactualClassification (deu-Latn)": 55.66,
+ "AmazonCounterfactualClassification (jpn-Jpan)": 60.69,
+ "AmazonPolarityClassification": 67.14,
+ "AmazonReviewsClassification (en)": 31.44,
+ "AmazonReviewsClassification (deu-Latn)": 26.05,
+ "AmazonReviewsClassification (spa-Latn)": 27.73,
+ "AmazonReviewsClassification (fra-Latn)": 28.49,
+ "AmazonReviewsClassification (jpn-Jpan)": 23.65,
+ "AmazonReviewsClassification (cmn-Hans)": 23.62,
+ "AngryTweetsClassification (dan-Latn)": 44.13,
+ "Banking77Classification": 81.7,
+ "CBD (pol-Latn)": 50.25,
+ "DanishPoliticalCommentsClassification (dan-Latn)": 28.31,
+ "EmotionClassification": 42.22,
+ "GeoreviewClassification (rus-Cyrl)": 25.93,
+ "HeadlineClassification (rus-Cyrl)": 28.53,
+ "IFlyTek (cmn-Hans)": 17.18,
+ "ImdbClassification": 71.17,
+ "InappropriatenessClassification (rus-Cyrl)": 51.82,
+ "JDReview (cmn-Hans)": 60.19,
+ "KinopoiskClassification (rus-Cyrl)": 34.18,
+ "LccSentimentClassification (dan-Latn)": 39.27,
+ "MTOPDomainClassification (en)": 91.89,
+ "MTOPDomainClassification (deu-Latn)": 71.86,
+ "MTOPDomainClassification (spa-Latn)": 71.3,
+ "MTOPDomainClassification (fra-Latn)": 74.88,
+ "MTOPDomainClassification (hin-Deva)": 39.93,
+ "MTOPDomainClassification (tha-Thai)": 17.54,
+ "MTOPIntentClassification (en)": 68.27,
+ "MTOPIntentClassification (deu-Latn)": 44.36,
+ "MTOPIntentClassification (spa-Latn)": 39.48,
+ "MTOPIntentClassification (fra-Latn)": 37.57,
+ "MTOPIntentClassification (hin-Deva)": 18.63,
+ "MTOPIntentClassification (tha-Thai)": 5.39,
+ "MasakhaNEWSClassification (amh-Ethi)": 36.49,
+ "MasakhaNEWSClassification (eng)": 79.75,
+ "MasakhaNEWSClassification (fra-Latn)": 77.77,
+ "MasakhaNEWSClassification (hau-Latn)": 59.22,
+ "MasakhaNEWSClassification (ibo-Latn)": 61.64,
+ "MasakhaNEWSClassification (lin-Latn)": 74.0,
+ "MasakhaNEWSClassification (lug-Latn)": 58.43,
+ "MasakhaNEWSClassification (orm-Ethi)": 48.15,
+ "MasakhaNEWSClassification (pcm-Latn)": 92.2,
+ "MasakhaNEWSClassification (run-Latn)": 64.72,
+ "MasakhaNEWSClassification (sna-Latn)": 73.69,
+ "MasakhaNEWSClassification (som-Latn)": 49.97,
+ "MasakhaNEWSClassification (swa-Latn)": 55.15,
+ "MasakhaNEWSClassification (tir-Ethi)": 27.46,
+ "MasakhaNEWSClassification (xho-Latn)": 60.98,
+ "MasakhaNEWSClassification (yor-Latn)": 63.33,
+ "MassiveIntentClassification (en)": 69.76,
+ "MassiveIntentClassification (ara-Arab)": 20.42,
+ "MassiveIntentClassification (isl-Latn)": 31.46,
+ "MassiveIntentClassification (rus-Cyrl)": 23.98,
+ "MassiveIntentClassification (hun-Latn)": 34.38,
+ "MassiveIntentClassification (pol-Latn)": 34.26,
+ "MassiveIntentClassification (lav-Latn)": 35.08,
+ "MassiveIntentClassification (msa-Latn)": 30.53,
+ "MassiveIntentClassification (ind-Latn)": 36.31,
+ "MassiveIntentClassification (kan-Knda)": 3.76,
+ "MassiveIntentClassification (tam-Taml)": 9.25,
+ "MassiveIntentClassification (ron-Latn)": 38.07,
+ "MassiveIntentClassification (por-Latn)": 42.83,
+ "MassiveIntentClassification (jpn-Jpan)": 33.13,
+ "MassiveIntentClassification (tgl-Latn)": 36.33,
+ "MassiveIntentClassification (amh-Ethi)": 2.4,
+ "MassiveIntentClassification (fin-Latn)": 34.58,
+ "MassiveIntentClassification (hye-Armn)": 10.11,
+ "MassiveIntentClassification (nld-Latn)": 38.49,
+ "MassiveIntentClassification (tur-Latn)": 32.02,
+ "MassiveIntentClassification (urd-Arab)": 12.86,
+ "MassiveIntentClassification (cym-Latn)": 30.82,
+ "MassiveIntentClassification (fra-Latn)": 44.27,
+ "MassiveIntentClassification (aze-Latn)": 28.92,
+ "MassiveIntentClassification (ben-Beng)": 12.35,
+ "MassiveIntentClassification (mon-Cyrl)": 19.65,
+ "MassiveIntentClassification (ita-Latn)": 40.29,
+ "MassiveIntentClassification (tel-Telu)": 2.26,
+ "MassiveIntentClassification (kat-Geor)": 7.66,
+ "MassiveIntentClassification (hin-Deva)": 17.68,
+ "MassiveIntentClassification (fas-Arab)": 22.45,
+ "MassiveIntentClassification (swe-Latn)": 39.02,
+ "MassiveIntentClassification (heb-Hebr)": 23.6,
+ "MassiveIntentClassification (sqi-Latn)": 37.26,
+ "MassiveIntentClassification (mal-Mlym)": 2.62,
+ "MassiveIntentClassification (vie-Latn)": 31.47,
+ "MassiveIntentClassification (mya-Mymr)": 4.6,
+ "MassiveIntentClassification (jav-Latn)": 31.75,
+ "MassiveIntentClassification (cmo-Hans)": 24.36,
+ "MassiveIntentClassification (swa-Latn)": 31.82,
+ "MassiveIntentClassification (nob-Latn)": 39.3,
+ "MassiveIntentClassification (cmo-Hant)": 22.43,
+ "MassiveIntentClassification (ell-Grek)": 24.52,
+ "MassiveIntentClassification (deu-Latn)": 44.54,
+ "MassiveIntentClassification (tha-Thai)": 8.51,
+ "MassiveIntentClassification (dan-Latn)": 42.36,
+ "MassiveIntentClassification (afr-Latn)": 36.49,
+ "MassiveIntentClassification (spa-Latn)": 39.75,
+ "MassiveIntentClassification (kor-Kore)": 13.35,
+ "MassiveIntentClassification (slv-Latn)": 34.49,
+ "MassiveIntentClassification (khm-Khmr)": 4.76,
+ "MassiveScenarioClassification (en)": 75.67,
+ "MassiveScenarioClassification (kor-Kore)": 17.28,
+ "MassiveScenarioClassification (swe-Latn)": 44.53,
+ "MassiveScenarioClassification (hye-Armn)": 16.86,
+ "MassiveScenarioClassification (nob-Latn)": 45.75,
+ "MassiveScenarioClassification (pol-Latn)": 42.66,
+ "MassiveScenarioClassification (ind-Latn)": 43.05,
+ "MassiveScenarioClassification (ita-Latn)": 51.37,
+ "MassiveScenarioClassification (tgl-Latn)": 47.04,
+ "MassiveScenarioClassification (jav-Latn)": 40.0,
+ "MassiveScenarioClassification (lav-Latn)": 39.28,
+ "MassiveScenarioClassification (mya-Mymr)": 10.8,
+ "MassiveScenarioClassification (por-Latn)": 52.06,
+ "MassiveScenarioClassification (tel-Telu)": 7.81,
+ "MassiveScenarioClassification (deu-Latn)": 54.09,
+ "MassiveScenarioClassification (fas-Arab)": 27.8,
+ "MassiveScenarioClassification (hin-Deva)": 23.13,
+ "MassiveScenarioClassification (hun-Latn)": 41.01,
+ "MassiveScenarioClassification (vie-Latn)": 35.9,
+ "MassiveScenarioClassification (fra-Latn)": 54.26,
+ "MassiveScenarioClassification (jpn-Jpan)": 40.57,
+ "MassiveScenarioClassification (tha-Thai)": 17.01,
+ "MassiveScenarioClassification (swa-Latn)": 40.34,
+ "MassiveScenarioClassification (ell-Grek)": 33.85,
+ "MassiveScenarioClassification (aze-Latn)": 36.42,
+ "MassiveScenarioClassification (heb-Hebr)": 25.49,
+ "MassiveScenarioClassification (kat-Geor)": 13.45,
+ "MassiveScenarioClassification (afr-Latn)": 43.63,
+ "MassiveScenarioClassification (ben-Beng)": 17.49,
+ "MassiveScenarioClassification (cym-Latn)": 34.82,
+ "MassiveScenarioClassification (mon-Cyrl)": 25.58,
+ "MassiveScenarioClassification (tur-Latn)": 39.11,
+ "MassiveScenarioClassification (tam-Taml)": 14.55,
+ "MassiveScenarioClassification (ara-Arab)": 27.8,
+ "MassiveScenarioClassification (msa-Latn)": 37.28,
+ "MassiveScenarioClassification (cmo-Hant)": 31.7,
+ "MassiveScenarioClassification (dan-Latn)": 49.45,
+ "MassiveScenarioClassification (kan-Knda)": 8.34,
+ "MassiveScenarioClassification (urd-Arab)": 20.0,
+ "MassiveScenarioClassification (cmo-Hans)": 35.33,
+ "MassiveScenarioClassification (amh-Ethi)": 7.43,
+ "MassiveScenarioClassification (ron-Latn)": 47.86,
+ "MassiveScenarioClassification (fin-Latn)": 38.41,
+ "MassiveScenarioClassification (isl-Latn)": 39.36,
+ "MassiveScenarioClassification (sqi-Latn)": 44.67,
+ "MassiveScenarioClassification (spa-Latn)": 50.92,
+ "MassiveScenarioClassification (mal-Mlym)": 7.69,
+ "MassiveScenarioClassification (slv-Latn)": 39.88,
+ "MassiveScenarioClassification (nld-Latn)": 47.79,
+ "MassiveScenarioClassification (khm-Khmr)": 9.63,
+ "MassiveScenarioClassification (rus-Cyrl)": 28.71,
+ "MultilingualSentiment (cmn-Hans)": 41.2,
+ "NoRecClassification (nob-Latn)": 38.34,
+ "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 50.15,
+ "OnlineShopping (cmn-Hans)": 56.94,
+ "PAC (pol-Latn)": 62.1,
+ "PolEmo2.0-IN (pol-Latn)": 41.63,
+ "PolEmo2.0-OUT (pol-Latn)": 25.0,
+ "RuReviewsClassification (rus-Cyrl)": 42.33,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 13.29,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 10.62,
+ "TNews (cmn-Hans)": 21.05,
+ "ToxicConversationsClassification": 61.05,
+ "TweetSentimentExtractionClassification": 55.05,
+ "Waimai (cmn-Hans)": 63.31
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-small-zh-v1.5",
- "CLSClusteringP2P": 38.14,
- "CLSClusteringS2S": 35.14,
- "ThuNewsClusteringP2P": 54.22,
- "ThuNewsClusteringS2S": 49.22
+ "Model": "all-mpnet-base-v2",
+ "ArxivClusteringP2P": 48.38,
+ "ArxivClusteringS2S": 39.72,
+ "BiorxivClusteringP2P": 39.62,
+ "BiorxivClusteringS2S": 35.02,
+ "GeoreviewClusteringP2P (rus-Cyrl)": 20.33,
+ "MasakhaNEWSClusteringP2P (amh-Ethi)": 42.49,
+ "MasakhaNEWSClusteringP2P (eng)": 67.24,
+ "MasakhaNEWSClusteringP2P (fra-Latn)": 61.99,
+ "MasakhaNEWSClusteringP2P (hau-Latn)": 37.17,
+ "MasakhaNEWSClusteringP2P (ibo-Latn)": 52.0,
+ "MasakhaNEWSClusteringP2P (lin-Latn)": 69.68,
+ "MasakhaNEWSClusteringP2P (lug-Latn)": 50.96,
+ "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.42,
+ "MasakhaNEWSClusteringP2P (pcm-Latn)": 64.01,
+ "MasakhaNEWSClusteringP2P (run-Latn)": 57.6,
+ "MasakhaNEWSClusteringP2P (sna-Latn)": 54.99,
+ "MasakhaNEWSClusteringP2P (som-Latn)": 31.16,
+ "MasakhaNEWSClusteringP2P (swa-Latn)": 28.29,
+ "MasakhaNEWSClusteringP2P (tir-Ethi)": 41.85,
+ "MasakhaNEWSClusteringP2P (xho-Latn)": 35.24,
+ "MasakhaNEWSClusteringP2P (yor-Latn)": 42.15,
+ "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.48,
+ "MasakhaNEWSClusteringS2S (eng)": 35.69,
+ "MasakhaNEWSClusteringS2S (fra-Latn)": 41.05,
+ "MasakhaNEWSClusteringS2S (hau-Latn)": 16.64,
+ "MasakhaNEWSClusteringS2S (ibo-Latn)": 38.63,
+ "MasakhaNEWSClusteringS2S (lin-Latn)": 70.72,
+ "MasakhaNEWSClusteringS2S (lug-Latn)": 46.97,
+ "MasakhaNEWSClusteringS2S (orm-Ethi)": 23.85,
+ "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.7,
+ "MasakhaNEWSClusteringS2S (run-Latn)": 52.27,
+ "MasakhaNEWSClusteringS2S (sna-Latn)": 47.64,
+ "MasakhaNEWSClusteringS2S (som-Latn)": 30.94,
+ "MasakhaNEWSClusteringS2S (swa-Latn)": 17.12,
+ "MasakhaNEWSClusteringS2S (tir-Ethi)": 42.01,
+ "MasakhaNEWSClusteringS2S (xho-Latn)": 24.16,
+ "MasakhaNEWSClusteringS2S (yor-Latn)": 35.04,
+ "MedrxivClusteringP2P": 35.58,
+ "MedrxivClusteringS2S": 32.87,
+ "RedditClustering": 54.82,
+ "RedditClusteringP2P": 56.77,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 14.66,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 12.49,
+ "StackExchangeClustering": 53.8,
+ "StackExchangeClusteringP2P": 34.28,
+ "TwentyNewsgroupsClustering": 49.74
}
]
},
"PairClassification": {
- "ap": [
+ "ap": [],
+ "cosine_ap": [
{
- "Model": "bge-small-zh-v1.5",
- "Cmnli": 76.24,
- "Ocnli": 64.57
+ "Model": "all-mpnet-base-v2",
+ "CDSC-E (pol-Latn)": 45.37,
+ "OpusparcusPC (deu-Latn)": 89.78,
+ "OpusparcusPC (en)": 97.75,
+ "OpusparcusPC (fin-Latn)": 85.82,
+ "OpusparcusPC (fra-Latn)": 86.61,
+ "OpusparcusPC (rus-Cyrl)": 79.85,
+ "OpusparcusPC (swe-Latn)": 81.81,
+ "PSC (pol-Latn)": 83.28,
+ "PawsXPairClassification (deu-Latn)": 52.17,
+ "PawsXPairClassification (en)": 61.99,
+ "PawsXPairClassification (spa-Latn)": 55.06,
+ "PawsXPairClassification (fra-Latn)": 56.42,
+ "PawsXPairClassification (jpn-Hira)": 47.43,
+ "PawsXPairClassification (kor-Hang)": 49.75,
+ "PawsXPairClassification (cmn-Hans)": 52.47,
+ "SICK-E-PL (pol-Latn)": 46.51,
+ "SprintDuplicateQuestions": 90.15,
+ "TERRa (rus-Cyrl)": 44.52,
+ "TwitterSemEval2015": 73.85,
+ "TwitterURLCorpus": 85.11
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-small-zh-v1.5",
- "CMedQAv1": 77.4,
- "CMedQAv2": 79.86,
- "MMarcoReranking": 20.5,
- "T2Reranking": 65.9
+ "Model": "all-mpnet-base-v2",
+ "AlloprofReranking (fra-Latn)": 69.63,
+ "AskUbuntuDupQuestions": 65.85,
+ "MMarcoReranking (cmn-Hans)": 4.65,
+ "MindSmallReranking": 30.97,
+ "RuBQReranking (rus-Cyrl)": 30.96,
+ "SciDocsRR": 88.65,
+ "StackOverflowDupQuestions": 51.98,
+ "SyntecReranking (fra-Latn)": 66.12,
+ "T2Reranking (cmn-Hans)": 58.3
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-small-zh-v1.5",
- "CmedqaRetrieval": 35.11,
- "CovidRetrieval": 70.14,
- "DuRetrieval": 77.28,
- "EcomRetrieval": 55.71,
- "MMarcoRetrieval": 63.48,
- "MedicalRetrieval": 49.8,
- "T2Retrieval": 76.43,
- "VideoRetrieval": 66.19
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "bge-small-zh-v1.5",
- "AFQMC": 33.42,
- "ATEC": 43.01,
- "BQ": 55.22,
- "LCQMC": 72.19,
- "PAWSX": 9.26,
- "QBQTC": 35.29,
- "STS22 (zh)": 67.72,
- "STSB": 76.73
- }
- ]
- },
- "Summarization": {
- "spearman": [
- {
- "Model": "bge-small-zh-v1.5"
- }
- ]
- },
- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "bge-small-zh-v1.5"
- }
- ]
- }
- },
- "text-embedding-3-large": {
- "BitextMining": {
- "f1": [
- {
- "Model": "text-embedding-3-large"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "text-embedding-3-large",
- "AmazonCounterfactualClassification (en)": 78.93,
- "AmazonPolarityClassification": 92.85,
- "AmazonReviewsClassification (en)": 48.7,
- "Banking77Classification": 85.69,
- "EmotionClassification": 51.58,
- "ImdbClassification": 87.67,
- "MTOPDomainClassification (en)": 95.36,
- "MTOPIntentClassification (en)": 75.07,
- "MassiveIntentClassification (en)": 74.64,
- "MassiveScenarioClassification (en)": 79.79,
- "ToxicConversationsClassification": 72.92,
- "TweetSentimentExtractionClassification": 62.22
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "text-embedding-3-large",
- "ArxivClusteringP2P": 49.01,
- "ArxivClusteringS2S": 44.45,
- "BiorxivClusteringP2P": 38.03,
- "BiorxivClusteringS2S": 36.53,
- "MedrxivClusteringP2P": 32.7,
- "MedrxivClusteringS2S": 31.27,
- "RedditClustering": 67.84,
- "RedditClusteringP2P": 67.96,
- "StackExchangeClustering": 76.26,
- "StackExchangeClusteringP2P": 36.88,
- "TwentyNewsgroupsClustering": 58.14
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "text-embedding-3-large",
- "SprintDuplicateQuestions": 92.25,
- "TwitterSemEval2015": 77.13,
- "TwitterURLCorpus": 87.78
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "text-embedding-3-large",
- "AskUbuntuDupQuestions": 65.03,
- "MindSmallReranking": 29.86,
- "SciDocsRR": 86.66,
- "StackOverflowDupQuestions": 55.08
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
+ "Model": "all-mpnet-base-v2",
+ "AILACasedocs": 22.51,
+ "AILAStatutes": 21.27,
+ "ARCChallenge": 11.8,
+ "AlloprofRetrieval (fra-Latn)": 34.27,
+ "AlphaNLI": 22.41,
+ "AppsRetrieval (eng-Latn_python-Code)": 8.41,
+ "ArguAna": 46.52,
+ "ArguAna-PL (pol-Latn)": 14.72,
+ "BSARDRetrieval (fra-Latn)": 6.98,
+ "CQADupstackRetrieval": 44.96,
+ "ClimateFEVER": 21.97,
+ "CmedqaRetrieval (cmn-Hans)": 2.0,
+ "CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)": 37.72,
+ "CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)": 69.32,
+ "CodeSearchNetCCRetrieval (python-Code)": 71.83,
+ "CodeSearchNetCCRetrieval (javascript-Code)": 67.99,
+ "CodeSearchNetCCRetrieval (go-Code)": 61.44,
+ "CodeSearchNetCCRetrieval (ruby-Code)": 66.42,
+ "CodeSearchNetCCRetrieval (java-Code)": 68.88,
+ "CodeSearchNetCCRetrieval (php-Code)": 59.22,
+ "CodeSearchNetRetrieval (python-Code)": 81.01,
+ "CodeSearchNetRetrieval (javascript-Code)": 65.58,
+ "CodeSearchNetRetrieval (go-Code)": 88.25,
+ "CodeSearchNetRetrieval (ruby-Code)": 74.53,
+ "CodeSearchNetRetrieval (java-Code)": 65.11,
+ "CodeSearchNetRetrieval (php-Code)": 74.47,
+ "CodeTransOceanContest (python-Code_c++-Code)": 70.58,
+ "CodeTransOceanDL": 29.45,
+ "CosQA (eng-Latn_python-Code)": 33.71,
+ "CovidRetrieval (cmn-Hans)": 3.7,
+ "DBPedia": 32.09,
+ "DuRetrieval (cmn-Hans)": 4.92,
+ "EcomRetrieval (cmn-Hans)": 3.94,
+ "FEVER": 50.86,
+ "FiQA-PL (pol-Latn)": 3.6,
+ "FiQA2018": 49.96,
+ "GerDaLIRSmall (deu-Latn)": 3.78,
+ "HellaSwag": 26.27,
+ "HotpotQA": 39.29,
+ "LEMBNarrativeQARetrieval": 19.34,
+ "LEMBQMSumRetrieval": 21.54,
+ "LEMBSummScreenFDRetrieval": 60.43,
+ "LEMBWikimQARetrieval": 44.92,
+ "LeCaRDv2 (zho-Hans)": 18.09,
+ "LegalBenchConsumerContractsQA": 75.25,
+ "LegalBenchCorporateLobbying": 89.04,
+ "LegalQuAD (deu-Latn)": 10.67,
+ "LegalSummarization": 58.55,
+ "MMarcoRetrieval (cmn-Hans)": 7.13,
+ "MSMARCO": 39.75,
+ "MedicalRetrieval (cmn-Hans)": 1.71,
+ "MintakaRetrieval (ara-Arab)": 1.97,
+ "MintakaRetrieval (deu-Latn)": 17.21,
+ "MintakaRetrieval (spa-Latn)": 10.11,
+ "MintakaRetrieval (fra-Latn)": 12.93,
+ "MintakaRetrieval (hin-Deva)": 2.03,
+ "MintakaRetrieval (ita-Latn)": 5.63,
+ "MintakaRetrieval (jpn-Hira)": 6.77,
+ "MintakaRetrieval (por-Latn)": 8.05,
+ "NFCorpus": 33.29,
+ "NFCorpus-PL (pol-Latn)": 8.77,
+ "NQ": 50.45,
+ "PIQA": 29.03,
+ "Quail": 3.41,
+ "QuoraRetrieval": 87.46,
+ "RARbCode": 53.21,
+ "RARbMath": 71.85,
+ "RuBQRetrieval (rus-Cyrl)": 4.75,
+ "SCIDOCS": 23.76,
+ "SCIDOCS-PL (pol-Latn)": 4.02,
+ "SIQA": 2.38,
+ "SciFact": 65.57,
+ "SciFact-PL (pol-Latn)": 13.31,
+ "SpartQA": 0.22,
+ "StackOverflowQA": 90.32,
+ "SyntecRetrieval (fra-Latn)": 57.39,
+ "SyntheticText2SQL (eng-Latn_sql-Code)": 45.09,
+ "T2Retrieval (cmn-Hans)": 2.98,
+ "TRECCOVID": 51.33,
+ "TRECCOVID-PL (pol-Latn)": 12.11,
+ "TempReasonL1": 1.77,
+ "TempReasonL2Fact": 11.2,
+ "TempReasonL2Pure": 1.15,
+ "TempReasonL3Fact": 9.42,
+ "TempReasonL3Pure": 5.59,
+ "Touche2020": 19.93,
+ "VideoRetrieval (cmn-Hans)": 8.48,
+ "WinoGrande": 20.77,
+ "XPQARetrieval (ara-Arab_ara-Arab)": 9.42,
+ "XPQARetrieval (eng-Latn_ara-Arab)": 2.36,
+ "XPQARetrieval (ara-Arab_eng-Latn)": 8.98,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 55.82,
+ "XPQARetrieval (eng-Latn_deu-Latn)": 11.74,
+ "XPQARetrieval (deu-Latn_eng-Latn)": 30.44,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 40.01,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 6.12,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 29.44,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 51.94,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 11.48,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 32.52,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 37.45,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 5.11,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 7.37,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 54.2,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 6.08,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 30.32,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 37.46,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 5.79,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 14.77,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 10.39,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 7.09,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 6.96,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 23.71,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 8.83,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 15.94,
+ "XPQARetrieval (por-Latn_por-Latn)": 33.56,
+ "XPQARetrieval (eng-Latn_por-Latn)": 3.76,
+ "XPQARetrieval (por-Latn_eng-Latn)": 23.45,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 5.5,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 3.3,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 4.18,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 23.8,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 7.2,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 12.84
+ },
{
- "Model": "text-embedding-3-large",
- "AILACasedocs": 39.0,
- "AILAStatutes": 41.31,
- "ARCChallenge": 23.98,
- "AlphaNLI": 37.27,
- "ArguAna": 58.05,
- "BrightRetrieval (theoremqa_questions)": 22.22,
- "BrightRetrieval (leetcode)": 23.65,
- "BrightRetrieval (earth_science)": 26.27,
- "BrightRetrieval (psychology)": 27.52,
- "BrightRetrieval (robotics)": 12.93,
- "BrightRetrieval (economics)": 19.98,
- "BrightRetrieval (stackoverflow)": 12.49,
- "BrightRetrieval (biology)": 23.67,
- "BrightRetrieval (theoremqa_theorems)": 9.25,
- "BrightRetrieval (pony)": 2.45,
- "BrightRetrieval (sustainable_living)": 20.32,
- "BrightRetrieval (aops)": 8.45,
- "CQADupstackRetrieval": 47.54,
- "ClimateFEVER": 30.27,
- "DBPedia": 44.76,
- "FEVER": 87.94,
- "FiQA2018": 55.0,
- "GerDaLIRSmall": 32.77,
- "HellaSwag": 34.12,
- "HotpotQA": 71.58,
- "LEMBNarrativeQARetrieval": 44.09,
- "LEMBNeedleRetrieval": 29.25,
- "LEMBPasskeyRetrieval": 63.0,
- "LEMBQMSumRetrieval": 32.49,
- "LEMBSummScreenFDRetrieval": 84.8,
- "LEMBWikimQARetrieval": 54.16,
- "LeCaRDv2": 57.2,
- "LegalBenchConsumerContractsQA": 79.39,
- "LegalBenchCorporateLobbying": 95.09,
- "LegalQuAD": 57.47,
- "LegalSummarization": 71.55,
- "MSMARCO": 40.24,
- "NFCorpus": 42.07,
- "NQ": 61.27,
- "PIQA": 41.96,
- "Quail": 10.15,
- "QuoraRetrieval": 89.05,
- "RARbCode": 89.64,
- "RARbMath": 90.08,
- "SCIDOCS": 23.11,
- "SIQA": 3.44,
- "SciFact": 77.77,
- "SpartQA": 7.51,
- "TRECCOVID": 79.56,
- "TempReasonL1": 2.13,
- "TempReasonL2Fact": 28.65,
- "TempReasonL2Pure": 10.34,
- "TempReasonL3Fact": 25.52,
- "TempReasonL3Pure": 15.28,
- "Touche2020": 23.35,
- "WinoGrande": 29.11
+ "Model": "all-mpnet-base-v2",
+ "LEMBNeedleRetrieval": 16.0,
+ "LEMBPasskeyRetrieval": 24.5
}
]
},
"STS": {
- "spearman": [
+ "spearman": [],
+ "cosine_spearman": [
{
- "Model": "text-embedding-3-large",
- "BIOSSES": 84.68,
- "SICK-R": 79.0,
- "STS12": 72.84,
- "STS13": 86.1,
- "STS14": 81.15,
- "STS15": 88.49,
- "STS16": 85.08,
- "STS17 (en-en)": 90.22,
- "STS22 (en)": 66.14,
- "STSBenchmark": 83.56
+ "Model": "all-mpnet-base-v2",
+ "AFQMC (cmn-Hans)": 8.01,
+ "ATEC (cmn-Hans)": 14.03,
+ "BIOSSES": 80.43,
+ "BQ (cmn-Hans)": 21.39,
+ "CDSC-R (pol-Latn)": 77.04,
+ "LCQMC (cmn-Hans)": 22.84,
+ "PAWSX (cmn-Hans)": 6.44,
+ "RUParaPhraserSTS (rus-Cyrl)": 42.15,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 55.68,
+ "SICK-R": 80.59,
+ "SICK-R-PL (pol-Latn)": 50.2,
+ "SICKFr (fra-Latn)": 67.05,
+ "STS12": 72.63,
+ "STS13": 83.48,
+ "STS14": 78.0,
+ "STS15": 85.66,
+ "STS16": 80.03,
+ "STS17 (fra-Latn_eng-Latn)": 41.64,
+ "STS17 (nld-Latn_eng-Latn)": 32.89,
+ "STS17 (spa-Latn_eng-Latn)": 25.28,
+ "STS17 (en-en)": 90.6,
+ "STS17 (kor-Hang)": 39.11,
+ "STS17 (ara-Arab)": 55.42,
+ "STS17 (spa-Latn)": 78.4,
+ "STS17 (eng-Latn_deu-Latn)": 35.5,
+ "STS17 (eng-Latn_ara-Arab)": 6.76,
+ "STS17 (eng-Latn_tur-Latn)": -4.58,
+ "STS17 (ita-Latn_eng-Latn)": 31.8,
+ "STS22 (pol-Latn)": 24.21,
+ "STS22 (ita-Latn)": 58.02,
+ "STS22 (spa-Latn_eng-Latn)": 55.09,
+ "STS22 (fra-Latn)": 77.1,
+ "STS22 (tur-Latn)": 29.35,
+ "STS22 (cmn-Hans)": 42.24,
+ "STS22 (deu-Latn)": 27.0,
+ "STS22 (spa-Latn_ita-Latn)": 41.61,
+ "STS22 (fra-Latn_pol-Latn)": 73.25,
+ "STS22 (deu-Latn_eng-Latn)": 49.73,
+ "STS22 (cmn-Hans_eng-Latn)": 40.47,
+ "STS22 (spa-Latn)": 55.98,
+ "STS22 (ara-Arab)": 38.96,
+ "STS22 (en)": 68.39,
+ "STS22 (deu-Latn_pol-Latn)": 23.53,
+ "STS22 (rus-Cyrl)": 15.83,
+ "STS22 (pol-Latn_eng-Latn)": 51.07,
+ "STS22 (deu-Latn_fra-Latn)": 31.39,
+ "STSB (cmn-Hans)": 37.7,
+ "STSBenchmark": 83.42,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 57.01,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.54,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 65.15,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 62.72,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 65.78,
+ "STSBenchmarkMultilingualSTS (en)": 83.42,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 61.43,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 62.12,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.43,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36
+ },
+ {
+ "Model": "all-mpnet-base-v2",
+ "STS17 (en-en)": 90.6,
+ "STS22 (en)": 67.95
}
]
},
"Summarization": {
- "spearman": [
+ "spearman": [],
+ "cosine_spearman": [
{
- "Model": "text-embedding-3-large",
- "SummEval": 29.92
+ "Model": "all-mpnet-base-v2",
+ "SummEval": 27.49,
+ "SummEvalFr (fra-Latn)": 28.11
+ },
+ {
+ "Model": "all-mpnet-base-v2",
+ "SummEval": 27.49,
+ "SummEvalFr (fra-Latn)": 28.11
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text-embedding-3-large",
- "Core17InstructionRetrieval": -0.2,
- "News21InstructionRetrieval": -2.03,
- "Robust04InstructionRetrieval": -5.81
+ "Model": "all-mpnet-base-v2",
+ "Core17InstructionRetrieval": -0.74,
+ "News21InstructionRetrieval": -1.79,
+ "Robust04InstructionRetrieval": -6.71
}
]
}
},
- "nb-bert-large": {
+ "instructor-xl": {
"BitextMining": {
- "f1": [
- {
- "Model": "nb-bert-large",
- "BornholmBitextMining": 4.53
- }
- ]
+ "f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "nb-bert-large",
- "AngryTweetsClassification": 52.14,
- "DKHateClassification": 62.13,
- "DanishPoliticalCommentsClassification": 35.04,
- "LccSentimentClassification": 56.27,
- "MassiveIntentClassification (da)": 57.03,
- "MassiveIntentClassification (nb)": 62.68,
- "MassiveIntentClassification (sv)": 55.02,
- "MassiveScenarioClassification (da)": 60.43,
- "MassiveScenarioClassification (nb)": 67.44,
- "MassiveScenarioClassification (sv)": 57.12,
- "NoRecClassification": 55.46,
- "NordicLangClassification": 85.27,
- "NorwegianParliament": 62.58,
- "ScalaDaClassification": 62.85,
- "ScalaNbClassification": 66.97
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "nb-bert-large"
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [
- {
- "Model": "nb-bert-large"
- }
- ]
+ "ap": []
},
"Reranking": {
- "map": [
+ "map": []
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
{
- "Model": "nb-bert-large"
+ "Model": "instructor-xl",
+ "BrightRetrieval (aops)": 8.26,
+ "BrightRetrieval (robotics)": 17.39,
+ "BrightRetrieval (economics)": 22.81,
+ "BrightRetrieval (stackoverflow)": 19.06,
+ "BrightRetrieval (leetcode)": 27.5,
+ "BrightRetrieval (theoremqa_questions)": 14.59,
+ "BrightRetrieval (psychology)": 27.43,
+ "BrightRetrieval (biology)": 21.91,
+ "BrightRetrieval (theoremqa_theorems)": 6.22,
+ "BrightRetrieval (earth_science)": 34.35,
+ "BrightRetrieval (sustainable_living)": 18.82,
+ "BrightRetrieval (pony)": 5.02
}
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
+ ],
+ "recall_at_1": [
{
- "Model": "nb-bert-large"
+ "Model": "instructor-xl",
+ "BrightRetrieval (stackoverflow)": 14.96,
+ "BrightRetrieval (biology)": 22.01,
+ "BrightRetrieval (sustainable_living)": 20.14,
+ "BrightRetrieval (pony)": 5.93,
+ "BrightRetrieval (psychology)": 20.5,
+ "BrightRetrieval (robotics)": 12.87,
+ "BrightRetrieval (economics)": 14.08,
+ "BrightRetrieval (earth_science)": 32.04
}
]
},
"STS": {
- "spearman": [
- {
- "Model": "nb-bert-large"
- }
- ]
+ "spearman": []
},
"Summarization": {
- "spearman": [
- {
- "Model": "nb-bert-large"
- }
- ]
+ "spearman": []
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "nb-bert-large"
+ "Model": "instructor-xl",
+ "Core17InstructionRetrieval": 0.69,
+ "News21InstructionRetrieval": -0.9,
+ "Robust04InstructionRetrieval": -8.08
}
]
}
},
- "e5-large-v2": {
+ "google-gecko.text-embedding-preview-0409": {
"BitextMining": {
- "f1": [
- {
- "Model": "e5-large-v2"
- }
- ]
+ "f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "e5-large-v2"
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "AmazonCounterfactualClassification (en)": 75.34,
+ "AmazonPolarityClassification": 97.34,
+ "AmazonReviewsClassification (en)": 51.17,
+ "Banking77Classification": 88.62,
+ "EmotionClassification": 52.51,
+ "ImdbClassification": 95.65,
+ "MTOPDomainClassification (en)": 98.35,
+ "MTOPIntentClassification (en)": 83.43,
+ "MassiveIntentClassification (en)": 80.22,
+ "MassiveScenarioClassification (en)": 87.19,
+ "ToxicConversationsClassification": 89.67,
+ "TweetSentimentExtractionClassification": 74.52
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "e5-large-v2",
- "BiorxivClusteringP2P": 36.72,
- "BiorxivClusteringS2S": 35.47,
- "MedrxivClusteringP2P": 31.45,
- "MedrxivClusteringS2S": 29.91,
- "RedditClustering": 55.5,
- "RedditClusteringP2P": 63.71,
- "StackExchangeClustering": 65.23,
- "StackExchangeClusteringP2P": 33.62,
- "TwentyNewsgroupsClustering": 48.73
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "ArxivClusteringP2P": 46.27,
+ "ArxivClusteringS2S": 38.36,
+ "BiorxivClusteringP2P": 37.87,
+ "BiorxivClusteringS2S": 35.67,
+ "MedrxivClusteringP2P": 33.11,
+ "MedrxivClusteringS2S": 31.54,
+ "RedditClustering": 65.81,
+ "RedditClusteringP2P": 66.62,
+ "StackExchangeClustering": 74.52,
+ "StackExchangeClusteringP2P": 37.63,
+ "TwentyNewsgroupsClustering": 54.87
}
]
},
"PairClassification": {
- "ap": [
+ "ap": [],
+ "cos_sim_ap": [
{
- "Model": "e5-large-v2"
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "SprintDuplicateQuestions": 96.26,
+ "TwitterSemEval2015": 79.04,
+ "TwitterURLCorpus": 87.53
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-large-v2"
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "AskUbuntuDupQuestions": 64.4,
+ "MindSmallReranking": 33.07,
+ "SciDocsRR": 83.59,
+ "StackOverflowDupQuestions": 54.56
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-large-v2"
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "ArguAna": 62.18,
+ "BrightRetrieval (earth_science)": 34.38,
+ "BrightRetrieval (leetcode)": 29.64,
+ "BrightRetrieval (theoremqa_questions)": 21.51,
+ "BrightRetrieval (aops)": 9.33,
+ "BrightRetrieval (sustainable_living)": 17.25,
+ "BrightRetrieval (pony)": 3.59,
+ "BrightRetrieval (theoremqa_theorems)": 14.31,
+ "BrightRetrieval (stackoverflow)": 17.93,
+ "BrightRetrieval (biology)": 22.98,
+ "BrightRetrieval (robotics)": 15.98,
+ "BrightRetrieval (economics)": 19.5,
+ "BrightRetrieval (psychology)": 27.86,
+ "CQADupstackRetrieval": 48.89,
+ "ClimateFEVER": 33.21,
+ "DBPedia": 47.12,
+ "FEVER": 86.96,
+ "FiQA2018": 59.24,
+ "HotpotQA": 71.33,
+ "MSMARCO": 32.58,
+ "NFCorpus": 40.33,
+ "NQ": 61.28,
+ "QuoraRetrieval": 88.18,
+ "SCIDOCS": 20.34,
+ "SciFact": 75.42,
+ "TRECCOVID": 82.62,
+ "Touche2020": 25.86
+ }
+ ],
+ "recall_at_1": [
+ {
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "BrightRetrieval (economics)": 21.84,
+ "BrightRetrieval (stackoverflow)": 19.23,
+ "BrightRetrieval (pony)": 0.29,
+ "BrightRetrieval (earth_science)": 38.0,
+ "BrightRetrieval (sustainable_living)": 25.65,
+ "BrightRetrieval (robotics)": 12.87,
+ "BrightRetrieval (psychology)": 30.69,
+ "BrightRetrieval (biology)": 30.91
}
]
},
"STS": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "e5-large-v2"
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "BIOSSES": 89.46,
+ "SICK-R": 81.93,
+ "STS12": 77.59,
+ "STS13": 90.36,
+ "STS14": 85.25,
+ "STS15": 89.66,
+ "STS16": 87.34,
+ "STS17 (en-en)": 92.06,
+ "STS22 (en)": 68.02,
+ "STSBenchmark": 88.99
}
]
},
"Summarization": {
- "spearman": [
+ "spearman": [],
+ "cos_sim_spearman": [
{
- "Model": "e5-large-v2"
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "SummEval": 32.63
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-large-v2",
- "Core17InstructionRetrieval": 0.12,
- "News21InstructionRetrieval": 0.87,
- "Robust04InstructionRetrieval": -4.16
+ "Model": "google-gecko.text-embedding-preview-0409",
+ "Core17InstructionRetrieval": 5.44,
+ "News21InstructionRetrieval": 3.94,
+ "Robust04InstructionRetrieval": -2.4
}
]
}
},
- "universal-sentence-encoder-multilingual-3": {
+ "instructor-large": {
"BitextMining": {
- "f1": [
- {
- "Model": "universal-sentence-encoder-multilingual-3"
- }
- ]
+ "f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "universal-sentence-encoder-multilingual-3",
- "AmazonReviewsClassification (fr)": 33.51,
- "MTOPDomainClassification (fr)": 85.5,
- "MTOPIntentClassification (fr)": 53.98,
- "MasakhaNEWSClassification (fra)": 82.06,
- "MassiveIntentClassification (fr)": 61.19,
- "MassiveScenarioClassification (fr)": 70.22
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "universal-sentence-encoder-multilingual-3",
- "AlloProfClusteringP2P": 56.9,
- "AlloProfClusteringS2S": 37.84,
- "HALClusteringS2S": 18.95,
- "MLSUMClusteringP2P": 43.9,
- "MLSUMClusteringS2S": 35.5,
- "MasakhaNEWSClusteringP2P (fra)": 60.57,
- "MasakhaNEWSClusteringS2S (fra)": 40.31
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [
- {
- "Model": "universal-sentence-encoder-multilingual-3",
- "OpusparcusPC (fr)": 91.46,
- "PawsXPairClassification (fr)": 52.39
- }
- ]
+ "ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "universal-sentence-encoder-multilingual-3",
- "AlloprofReranking": 56.23,
- "SyntecReranking": 73.85
- }
- ]
+ "map": []
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "universal-sentence-encoder-multilingual-3",
- "AlloprofRetrieval": 35.27,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 26.12,
- "SyntecRetrieval": 69.82,
- "XPQARetrieval (fr)": 59.59
+ "Model": "instructor-large",
+ "BrightRetrieval (pony)": 1.32,
+ "BrightRetrieval (sustainable_living)": 13.16,
+ "BrightRetrieval (aops)": 7.94,
+ "BrightRetrieval (biology)": 15.61,
+ "BrightRetrieval (stackoverflow)": 11.21,
+ "BrightRetrieval (theoremqa_theorems)": 8.27,
+ "BrightRetrieval (psychology)": 21.94,
+ "BrightRetrieval (economics)": 15.99,
+ "BrightRetrieval (robotics)": 11.45,
+ "BrightRetrieval (leetcode)": 20.0,
+ "BrightRetrieval (earth_science)": 21.52,
+ "BrightRetrieval (theoremqa_questions)": 20.07
}
- ]
- },
- "STS": {
- "spearman": [
+ ],
+ "recall_at_1": [
{
- "Model": "universal-sentence-encoder-multilingual-3",
- "SICKFr": 71.37,
- "STS22 (fr)": 77.91,
- "STSBenchmarkMultilingualSTS (fr)": 75.48
+ "Model": "instructor-large",
+ "BrightRetrieval (stackoverflow)": 14.53,
+ "BrightRetrieval (pony)": 3.94,
+ "BrightRetrieval (economics)": 14.08,
+ "BrightRetrieval (earth_science)": 29.45,
+ "BrightRetrieval (sustainable_living)": 25.42,
+ "BrightRetrieval (psychology)": 21.29,
+ "BrightRetrieval (robotics)": 12.87,
+ "BrightRetrieval (biology)": 24.11
}
]
},
+ "STS": {
+ "spearman": []
+ },
"Summarization": {
- "spearman": [
- {
- "Model": "universal-sentence-encoder-multilingual-3",
- "SummEvalFr": 28.21
- }
- ]
+ "spearman": []
},
"InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "universal-sentence-encoder-multilingual-3"
- }
- ]
+ "p-MRR": []
}
},
- "LaBSE-ru-turbo": {
+ "bge-large-en-v1.5": {
"BitextMining": {
- "f1": [
- {
- "Model": "LaBSE-ru-turbo",
- "Tatoeba (rus-Cyrl_eng-Latn)": 93.22
- }
- ]
+ "f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "LaBSE-ru-turbo",
- "GeoreviewClassification (rus-Cyrl)": 46.04,
- "HeadlineClassification (rus-Cyrl)": 69.98,
- "InappropriatenessClassification (rus-Cyrl)": 61.39,
- "KinopoiskClassification (rus-Cyrl)": 53.59,
- "MassiveIntentClassification (rus-Cyrl)": 66.08,
- "MassiveScenarioClassification (rus-Cyrl)": 71.13,
- "RuReviewsClassification (rus-Cyrl)": 64.58,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67,
- "RuSciBenchOECDClassification (rus-Cyrl)": 43.58
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "LaBSE-ru-turbo",
- "GeoreviewClusteringP2P (rus-Cyrl)": 64.55,
- "MLSUMClusteringP2P (rus-Cyrl)": 45.7,
- "MLSUMClusteringS2S (rus-Cyrl)": 42.93,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48
- }
- ]
+ "v_measure": []
},
- "PairClassification": {
- "ap": [
- {
- "Model": "LaBSE-ru-turbo",
- "OpusparcusPC (rus-Cyrl)": 89.32,
- "TERRa (rus-Cyrl)": 57.81
- }
- ]
+ "PairClassification": {
+ "ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "LaBSE-ru-turbo",
- "RuBQReranking (rus-Cyrl)": 68.65
- }
- ]
+ "map": []
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LaBSE-ru-turbo",
- "RiaNewsRetrieval (rus-Cyrl)": 69.36,
- "RuBQRetrieval (rus-Cyrl)": 65.71
+ "Model": "bge-large-en-v1.5",
+ "AILACasedocs": 25.15,
+ "AILAStatutes": 20.74,
+ "ARCChallenge": 9.99,
+ "AlphaNLI": 13.13,
+ "BrightRetrieval (stackoverflow)": 9.51,
+ "BrightRetrieval (earth_science)": 24.15,
+ "BrightRetrieval (aops)": 6.08,
+ "BrightRetrieval (sustainable_living)": 13.27,
+ "BrightRetrieval (psychology)": 17.44,
+ "BrightRetrieval (robotics)": 12.21,
+ "BrightRetrieval (theoremqa_theorems)": 6.72,
+ "BrightRetrieval (pony)": 5.64,
+ "BrightRetrieval (biology)": 11.96,
+ "BrightRetrieval (theoremqa_questions)": 12.56,
+ "BrightRetrieval (leetcode)": 26.68,
+ "BrightRetrieval (economics)": 16.59,
+ "GerDaLIRSmall": 3.96,
+ "HellaSwag": 28.5,
+ "LeCaRDv2": 22.68,
+ "LegalBenchConsumerContractsQA": 73.52,
+ "LegalBenchCorporateLobbying": 91.51,
+ "LegalQuAD": 16.22,
+ "LegalSummarization": 59.99,
+ "PIQA": 27.99,
+ "Quail": 1.83,
+ "RARbCode": 48.12,
+ "RARbMath": 57.36,
+ "SIQA": 1.04,
+ "SpartQA": 2.99,
+ "TempReasonL1": 1.46,
+ "TempReasonL2Fact": 24.25,
+ "TempReasonL2Pure": 2.35,
+ "TempReasonL3Fact": 20.64,
+ "TempReasonL3Pure": 6.67,
+ "WinoGrande": 19.18
}
- ]
- },
- "STS": {
- "spearman": [
+ ],
+ "recall_at_1": [
{
- "Model": "LaBSE-ru-turbo",
- "RUParaPhraserSTS (rus-Cyrl)": 72.97,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77,
- "STS22 (rus-Cyrl)": 62.89,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
+ "Model": "bge-large-en-v1.5",
+ "BrightRetrieval (pony)": 0.36,
+ "BrightRetrieval (psychology)": 11.58,
+ "BrightRetrieval (stackoverflow)": 13.25,
+ "BrightRetrieval (robotics)": 10.89,
+ "BrightRetrieval (earth_science)": 27.73,
+ "BrightRetrieval (biology)": 16.42,
+ "BrightRetrieval (economics)": 20.87,
+ "BrightRetrieval (sustainable_living)": 16.9
}
]
},
+ "STS": {
+ "spearman": []
+ },
"Summarization": {
- "spearman": [
- {
- "Model": "LaBSE-ru-turbo"
- }
- ]
+ "spearman": []
},
"InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "LaBSE-ru-turbo"
- }
- ]
+ "p-MRR": []
}
},
- "bge-large-zh-noinstruct": {
+ "SFR-Embedding-Mistral": {
"BitextMining": {
- "f1": [
- {
- "Model": "bge-large-zh-noinstruct"
- }
- ]
+ "f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "bge-large-zh-noinstruct",
- "AmazonReviewsClassification (zh)": 41.94,
- "IFlyTek": 45.32,
- "JDReview": 85.38,
- "MassiveIntentClassification (zh-CN)": 66.96,
- "MassiveScenarioClassification (zh-CN)": 73.39,
- "MultilingualSentiment": 73.7,
- "OnlineShopping": 91.66,
- "TNews": 52.05,
- "Waimai": 86.83
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "bge-large-zh-noinstruct",
- "CLSClusteringP2P": 41.23,
- "CLSClusteringS2S": 40.04,
- "ThuNewsClusteringP2P": 62.03,
- "ThuNewsClusteringS2S": 56.75
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [
- {
- "Model": "bge-large-zh-noinstruct",
- "Cmnli": 82.17,
- "Ocnli": 71.37
- }
- ]
+ "ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "bge-large-zh-noinstruct",
- "CMedQAv1": 81.72,
- "CMedQAv2": 84.64,
- "MMarcoReranking": 27.1,
- "T2Reranking": 66.16
- }
- ]
+ "map": []
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-large-zh-noinstruct",
- "CmedqaRetrieval": 41.03,
- "CovidRetrieval": 75.07,
- "DuRetrieval": 84.68,
- "EcomRetrieval": 65.6,
- "MMarcoRetrieval": 81.38,
- "MedicalRetrieval": 58.28,
- "T2Retrieval": 84.39,
- "VideoRetrieval": 73.93
+ "Model": "SFR-Embedding-Mistral",
+ "BrightRetrieval (sustainable_living)": 19.79,
+ "BrightRetrieval (economics)": 17.84,
+ "BrightRetrieval (theoremqa_theorems)": 24.32,
+ "BrightRetrieval (aops)": 7.43,
+ "BrightRetrieval (theoremqa_questions)": 23.05,
+ "BrightRetrieval (psychology)": 18.97,
+ "BrightRetrieval (stackoverflow)": 12.72,
+ "BrightRetrieval (pony)": 1.97,
+ "BrightRetrieval (leetcode)": 27.35,
+ "BrightRetrieval (biology)": 19.49,
+ "BrightRetrieval (earth_science)": 26.63,
+ "BrightRetrieval (robotics)": 16.7
}
- ]
- },
- "STS": {
- "spearman": [
+ ],
+ "recall_at_1": [
{
- "Model": "bge-large-zh-noinstruct",
- "AFQMC": 43.06,
- "ATEC": 48.29,
- "BQ": 60.53,
- "LCQMC": 74.71,
- "PAWSX": 16.64,
- "QBQTC": 35.2,
- "STS22 (zh)": 67.19,
- "STSB": 78.41
+ "Model": "SFR-Embedding-Mistral",
+ "BrightRetrieval (earth_science)": 37.0,
+ "BrightRetrieval (biology)": 30.26,
+ "BrightRetrieval (stackoverflow)": 14.53,
+ "BrightRetrieval (sustainable_living)": 34.99,
+ "BrightRetrieval (psychology)": 47.72,
+ "BrightRetrieval (pony)": 2.0,
+ "BrightRetrieval (economics)": 24.27,
+ "BrightRetrieval (robotics)": 17.33
}
]
},
+ "STS": {
+ "spearman": []
+ },
"Summarization": {
- "spearman": [
- {
- "Model": "bge-large-zh-noinstruct"
- }
- ]
+ "spearman": []
},
"InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "bge-large-zh-noinstruct"
- }
- ]
+ "p-MRR": []
}
},
- "bm25s": {
+ "Cohere-embed-english-v3.0": {
"BitextMining": {
- "f1": [
- {
- "Model": "bm25s"
- }
- ]
+ "f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "bm25s"
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "bm25s"
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [
- {
- "Model": "bm25s"
- }
- ]
+ "ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "bm25s"
- }
- ]
+ "map": []
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bm25s",
- "ArguAna": 49.28,
- "CQADupstackRetrieval": 31.86,
- "ClimateFEVER": 13.62,
- "DBPedia": 29.91,
- "FEVER": 48.09,
- "FiQA2018": 25.14,
- "HotpotQA": 56.91,
- "MSMARCO": 21.89,
- "NFCorpus": 32.08,
- "NQ": 28.5,
- "QuoraRetrieval": 80.42,
- "SCIDOCS": 15.78,
- "SciFact": 68.7,
- "TRECCOVID": 62.31,
- "Touche2020": 33.05
+ "Model": "Cohere-embed-english-v3.0",
+ "AILACasedocs": 31.54,
+ "AILAStatutes": 27.15,
+ "ARCChallenge": 9.89,
+ "AlphaNLI": 15.1,
+ "BrightRetrieval (psychology)": 21.82,
+ "BrightRetrieval (economics)": 20.18,
+ "BrightRetrieval (robotics)": 16.21,
+ "BrightRetrieval (biology)": 18.98,
+ "BrightRetrieval (stackoverflow)": 16.47,
+ "BrightRetrieval (theoremqa_theorems)": 7.14,
+ "BrightRetrieval (pony)": 1.77,
+ "BrightRetrieval (sustainable_living)": 17.69,
+ "BrightRetrieval (aops)": 6.46,
+ "BrightRetrieval (theoremqa_questions)": 15.07,
+ "BrightRetrieval (leetcode)": 26.78,
+ "BrightRetrieval (earth_science)": 27.45,
+ "GerDaLIRSmall": 6.05,
+ "HellaSwag": 26.35,
+ "LeCaRDv2": 21.02,
+ "LegalBenchConsumerContractsQA": 77.12,
+ "LegalBenchCorporateLobbying": 93.68,
+ "LegalQuAD": 26.08,
+ "LegalSummarization": 61.7,
+ "PIQA": 28.49,
+ "Quail": 4.1,
+ "RARbCode": 57.19,
+ "RARbMath": 72.26,
+ "SIQA": 4.26,
+ "SpartQA": 3.75,
+ "TempReasonL1": 1.5,
+ "TempReasonL2Fact": 35.91,
+ "TempReasonL2Pure": 1.89,
+ "TempReasonL3Fact": 27.51,
+ "TempReasonL3Pure": 8.53,
+ "WinoGrande": 58.01
}
- ]
- },
- "STS": {
- "spearman": [
+ ],
+ "recall_at_1": [
{
- "Model": "bm25s"
+ "Model": "Cohere-embed-english-v3.0",
+ "BrightRetrieval (robotics)": 9.9,
+ "BrightRetrieval (psychology)": 20.5,
+ "BrightRetrieval (biology)": 31.47,
+ "BrightRetrieval (economics)": 17.96,
+ "BrightRetrieval (stackoverflow)": 15.81,
+ "BrightRetrieval (pony)": 0.84,
+ "BrightRetrieval (sustainable_living)": 15.23,
+ "BrightRetrieval (earth_science)": 35.49
}
]
},
+ "STS": {
+ "spearman": []
+ },
"Summarization": {
- "spearman": [
- {
- "Model": "bm25s"
- }
- ]
+ "spearman": []
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bm25s"
+ "Model": "Cohere-embed-english-v3.0",
+ "Core17InstructionRetrieval": 2.8,
+ "News21InstructionRetrieval": 0.2,
+ "Robust04InstructionRetrieval": -3.63
}
]
}
diff --git a/all_data_tasks/0/default.jsonl b/all_data_tasks/0/default.jsonl
index d80561ff67c2f77665f1141b82ad02f26d052708..f5029c74ddc0188575ddc6098da157b3f6a08680 100644
--- a/all_data_tasks/0/default.jsonl
+++ b/all_data_tasks/0/default.jsonl
@@ -18,8 +18,8 @@
{"index":170,"Rank":18,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.47,"AmazonCounterfactualClassification (en)":78.69,"AmazonPolarityClassification":95.91,"AmazonReviewsClassification (en)":55.79,"Banking77Classification":88.23,"EmotionClassification":49.77,"ImdbClassification":94.78,"MassiveIntentClassification (en)":80.57,"MassiveScenarioClassification (en)":82.39,"MTOPDomainClassification (en)":96.12,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":69.59,"TweetSentimentExtractionClassification":63.72}
{"index":104,"Rank":19,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.33,"AmazonCounterfactualClassification (en)":77.93,"AmazonPolarityClassification":95.97,"AmazonReviewsClassification (en)":54.35,"Banking77Classification":88.81,"EmotionClassification":50.24,"ImdbClassification":94.79,"MassiveIntentClassification (en)":79.99,"MassiveScenarioClassification (en)":82.2,"MTOPDomainClassification (en)":96.36,"MTOPIntentClassification (en)":86.3,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":63.64}
{"index":19,"Rank":20,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":77.75,"AmazonCounterfactualClassification (en)":73.01,"AmazonPolarityClassification":93.97,"AmazonReviewsClassification (en)":54.2,"Banking77Classification":87.33,"EmotionClassification":46.77,"ImdbClassification":92.1,"MassiveIntentClassification (en)":78.94,"MassiveScenarioClassification (en)":81.41,"MTOPDomainClassification (en)":96.6,"MTOPIntentClassification (en)":82.9,"ToxicConversationsClassification":82.61,"TweetSentimentExtractionClassification":63.16}
-{"index":175,"Rank":21,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
-{"index":59,"Rank":22,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
+{"index":59,"Rank":21,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
+{"index":175,"Rank":22,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
{"index":191,"Rank":23,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.43,"AmazonCounterfactualClassification (en)":82.97,"AmazonPolarityClassification":90.98,"AmazonReviewsClassification (en)":48.71,"Banking77Classification":88.15,"EmotionClassification":52.18,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.67,"MassiveScenarioClassification (en)":82.82,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":85.75,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":62.4}
{"index":231,"Rank":24,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.17,"AmazonCounterfactualClassification (en)":79.66,"AmazonPolarityClassification":94.48,"AmazonReviewsClassification (en)":48.16,"Banking77Classification":88.91,"EmotionClassification":52.01,"ImdbClassification":89.47,"MassiveIntentClassification (en)":80.12,"MassiveScenarioClassification (en)":82.7,"MTOPDomainClassification (en)":96.46,"MTOPIntentClassification (en)":85.38,"ToxicConversationsClassification":66.18,"TweetSentimentExtractionClassification":62.54}
{"index":18,"Rank":25,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.17,"AmazonCounterfactualClassification (en)":74.79,"AmazonPolarityClassification":93.02,"AmazonReviewsClassification (en)":53.31,"Banking77Classification":86.73,"EmotionClassification":46.39,"ImdbClassification":87.48,"MassiveIntentClassification (en)":77.67,"MassiveScenarioClassification (en)":81.77,"MTOPDomainClassification (en)":96.5,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":83.98,"TweetSentimentExtractionClassification":61.57}
@@ -36,186 +36,187 @@
{"index":70,"Rank":36,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.92,"AmazonCounterfactualClassification (en)":79.94,"AmazonPolarityClassification":86.07,"AmazonReviewsClassification (en)":46.84,"Banking77Classification":88.05,"EmotionClassification":51.2,"ImdbClassification":82.94,"MassiveIntentClassification (en)":79.8,"MassiveScenarioClassification (en)":81.52,"MTOPDomainClassification (en)":96.14,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":70.59,"TweetSentimentExtractionClassification":61.9}
{"index":207,"Rank":37,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.64,"AmazonCounterfactualClassification (en)":75.04,"AmazonPolarityClassification":93.84,"AmazonReviewsClassification (en)":49.18,"Banking77Classification":87.82,"EmotionClassification":50.88,"ImdbClassification":92.83,"MassiveIntentClassification (en)":76.24,"MassiveScenarioClassification (en)":79.95,"MTOPDomainClassification (en)":93.95,"MTOPIntentClassification (en)":76.79,"ToxicConversationsClassification":71.48,"TweetSentimentExtractionClassification":59.71}
{"index":117,"Rank":38,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.58,"AmazonCounterfactualClassification (en)":75.55,"AmazonPolarityClassification":92.84,"AmazonReviewsClassification (en)":48.29,"Banking77Classification":87.69,"EmotionClassification":51.75,"ImdbClassification":92.78,"MassiveIntentClassification (en)":76.5,"MassiveScenarioClassification (en)":79.75,"MTOPDomainClassification (en)":94.02,"MTOPIntentClassification (en)":76.92,"ToxicConversationsClassification":71.09,"TweetSentimentExtractionClassification":59.75}
-{"index":194,"Rank":39,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":132,"Rank":39,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":21,"Rank":40,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":195,"Rank":41,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":192,"Rank":42,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":193,"Rank":43,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":132,"Rank":44,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":306,"Rank":45,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.45,"AmazonCounterfactualClassification (en)":78.93,"AmazonPolarityClassification":92.85,"AmazonReviewsClassification (en)":48.7,"Banking77Classification":85.69,"EmotionClassification":51.58,"ImdbClassification":87.67,"MassiveIntentClassification (en)":74.64,"MassiveScenarioClassification (en)":79.79,"MTOPDomainClassification (en)":95.36,"MTOPIntentClassification (en)":75.07,"ToxicConversationsClassification":72.92,"TweetSentimentExtractionClassification":62.22}
+{"index":193,"Rank":42,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":194,"Rank":43,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":192,"Rank":44,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":307,"Rank":45,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.45,"AmazonCounterfactualClassification (en)":78.93,"AmazonPolarityClassification":92.85,"AmazonReviewsClassification (en)":48.7,"Banking77Classification":85.69,"EmotionClassification":51.58,"ImdbClassification":87.67,"MassiveIntentClassification (en)":74.64,"MassiveScenarioClassification (en)":79.79,"MTOPDomainClassification (en)":95.36,"MTOPIntentClassification (en)":75.07,"ToxicConversationsClassification":72.92,"TweetSentimentExtractionClassification":62.22}
{"index":165,"Rank":46,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":75.28,"AmazonCounterfactualClassification (en)":77.19,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.61,"Banking77Classification":84.73,"EmotionClassification":54.47,"ImdbClassification":91.31,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":78.28,"MTOPDomainClassification (en)":93.5,"MTOPIntentClassification (en)":71.06,"ToxicConversationsClassification":72.99,"TweetSentimentExtractionClassification":63.07}
{"index":57,"Rank":47,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.24,"AmazonCounterfactualClassification (en)":79.22,"AmazonPolarityClassification":93.75,"AmazonReviewsClassification (en)":48.61,"Banking77Classification":84.55,"EmotionClassification":49.45,"ImdbClassification":91.69,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.11,"MTOPDomainClassification (en)":94.62,"MTOPIntentClassification (en)":77.14,"ToxicConversationsClassification":70.9,"TweetSentimentExtractionClassification":60.94}
{"index":169,"Rank":48,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.24,"AmazonCounterfactualClassification (en)":79.22,"AmazonPolarityClassification":93.75,"AmazonReviewsClassification (en)":48.61,"Banking77Classification":84.55,"EmotionClassification":49.45,"ImdbClassification":91.69,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.11,"MTOPDomainClassification (en)":94.62,"MTOPIntentClassification (en)":77.14,"ToxicConversationsClassification":70.9,"TweetSentimentExtractionClassification":60.94}
{"index":277,"Rank":49,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.16,"AmazonCounterfactualClassification (en)":75.18,"AmazonPolarityClassification":93.07,"AmazonReviewsClassification (en)":48.42,"Banking77Classification":88.03,"EmotionClassification":51.93,"ImdbClassification":91.91,"MassiveIntentClassification (en)":75.91,"MassiveScenarioClassification (en)":79.43,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":76.61,"ToxicConversationsClassification":67.91,"TweetSentimentExtractionClassification":59.22}
{"index":210,"Rank":50,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.98,"AmazonCounterfactualClassification (en)":76.16,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":48.21,"Banking77Classification":86.35,"EmotionClassification":51.27,"ImdbClassification":89.72,"MassiveIntentClassification (en)":75.16,"MassiveScenarioClassification (en)":78.93,"MTOPDomainClassification (en)":93.95,"MTOPIntentClassification (en)":75.26,"ToxicConversationsClassification":72.12,"TweetSentimentExtractionClassification":59.67}
-{"index":58,"Rank":51,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
+{"index":262,"Rank":51,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":139,"Rank":52,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
-{"index":262,"Rank":53,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
+{"index":58,"Rank":53,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":8,"Rank":54,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.79,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":96.41,"AmazonReviewsClassification (en)":57.06,"Banking77Classification":81.64,"EmotionClassification":48.29,"ImdbClassification":95.49,"MassiveIntentClassification (en)":71.29,"MassiveScenarioClassification (en)":76.74,"MTOPDomainClassification (en)":96.3,"MTOPIntentClassification (en)":67.93,"ToxicConversationsClassification":75.45,"TweetSentimentExtractionClassification":59.44}
{"index":60,"Rank":55,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":74.5,"AmazonCounterfactualClassification (en)":72.39,"AmazonPolarityClassification":93.71,"AmazonReviewsClassification (en)":50.85,"Banking77Classification":85.41,"EmotionClassification":55.93,"ImdbClassification":93.57,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":77.42,"MTOPDomainClassification (en)":94.25,"MTOPIntentClassification (en)":67.51,"ToxicConversationsClassification":67.3,"TweetSentimentExtractionClassification":61.76}
{"index":35,"Rank":56,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.31,"AmazonCounterfactualClassification (en)":78.63,"AmazonPolarityClassification":94.8,"AmazonReviewsClassification (en)":51.02,"Banking77Classification":79.7,"EmotionClassification":52.74,"ImdbClassification":92.17,"MassiveIntentClassification (en)":70.01,"MassiveScenarioClassification (en)":76.34,"MTOPDomainClassification (en)":93.63,"MTOPIntentClassification (en)":64.93,"ToxicConversationsClassification":73.04,"TweetSentimentExtractionClassification":64.72}
{"index":26,"Rank":57,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":74.14,"AmazonCounterfactualClassification (en)":73.79,"AmazonPolarityClassification":92.75,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":85.74,"EmotionClassification":47.84,"ImdbClassification":90.61,"MassiveIntentClassification (en)":74.81,"MassiveScenarioClassification (en)":78.7,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":74.75,"ToxicConversationsClassification":69.89,"TweetSentimentExtractionClassification":60.51}
{"index":206,"Rank":58,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":74.14,"AmazonCounterfactualClassification (en)":74.76,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":46.16,"Banking77Classification":86.65,"EmotionClassification":49.32,"ImdbClassification":90.4,"MassiveIntentClassification (en)":73.87,"MassiveScenarioClassification (en)":78.17,"MTOPDomainClassification (en)":93.1,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":71.53,"TweetSentimentExtractionClassification":59.25}
-{"index":29,"Rank":59,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
-{"index":216,"Rank":60,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":216,"Rank":59,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":29,"Rank":60,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":31,"Rank":61,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
-{"index":30,"Rank":62,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
-{"index":28,"Rank":63,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":28,"Rank":62,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":30,"Rank":63,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":73,"Rank":64,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":74.07,"AmazonCounterfactualClassification (en)":76.94,"AmazonPolarityClassification":85.29,"AmazonReviewsClassification (en)":47.09,"Banking77Classification":86.16,"EmotionClassification":48.88,"ImdbClassification":77.95,"MassiveIntentClassification (en)":76.65,"MassiveScenarioClassification (en)":79.99,"MTOPDomainClassification (en)":95.48,"MTOPIntentClassification (en)":82.84,"ToxicConversationsClassification":70.71,"TweetSentimentExtractionClassification":60.9}
{"index":183,"Rank":65,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.96,"AmazonCounterfactualClassification (en)":70.85,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":48.94,"Banking77Classification":84.61,"EmotionClassification":54.9,"ImdbClassification":93.14,"MassiveIntentClassification (en)":73.49,"MassiveScenarioClassification (en)":77.38,"MTOPDomainClassification (en)":93.64,"MTOPIntentClassification (en)":66.01,"ToxicConversationsClassification":71.19,"TweetSentimentExtractionClassification":61.55}
{"index":163,"Rank":66,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.86,"AmazonCounterfactualClassification (en)":88.13,"AmazonPolarityClassification":91.53,"AmazonReviewsClassification (en)":47.86,"Banking77Classification":78.51,"EmotionClassification":52.73,"ImdbClassification":88.32,"MassiveIntentClassification (en)":68.9,"MassiveScenarioClassification (en)":73.35,"MTOPDomainClassification (en)":93.89,"MTOPIntentClassification (en)":67.98,"ToxicConversationsClassification":71.05,"TweetSentimentExtractionClassification":64.13}
{"index":167,"Rank":67,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.84,"AmazonCounterfactualClassification (en)":77.78,"AmazonPolarityClassification":92.81,"AmazonReviewsClassification (en)":46.71,"Banking77Classification":83.53,"EmotionClassification":46.95,"ImdbClassification":86.15,"MassiveIntentClassification (en)":73.04,"MassiveScenarioClassification (en)":77.65,"MTOPDomainClassification (en)":93.69,"MTOPIntentClassification (en)":75.31,"ToxicConversationsClassification":72.11,"TweetSentimentExtractionClassification":60.39}
{"index":155,"Rank":68,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":73.84,"AmazonCounterfactualClassification (en)":77.78,"AmazonPolarityClassification":92.81,"AmazonReviewsClassification (en)":46.71,"Banking77Classification":83.53,"EmotionClassification":46.95,"ImdbClassification":86.15,"MassiveIntentClassification (en)":73.04,"MassiveScenarioClassification (en)":77.65,"MTOPDomainClassification (en)":93.69,"MTOPIntentClassification (en)":75.31,"ToxicConversationsClassification":72.11,"TweetSentimentExtractionClassification":60.39}
{"index":217,"Rank":69,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.65,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":90.41,"AmazonReviewsClassification (en)":47.81,"Banking77Classification":83.82,"EmotionClassification":48.81,"ImdbClassification":83.78,"MassiveIntentClassification (en)":72.76,"MassiveScenarioClassification (en)":76.7,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":75.27,"ToxicConversationsClassification":71.39,"TweetSentimentExtractionClassification":60.87}
-{"index":223,"Rank":70,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
-{"index":120,"Rank":71,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":295,"Rank":70,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":101,"Rank":71,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
{"index":136,"Rank":72,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
-{"index":101,"Rank":73,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
-{"index":214,"Rank":74,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.52,"AmazonCounterfactualClassification (en)":74.19,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.72,"Banking77Classification":85.1,"EmotionClassification":46.84,"ImdbClassification":89.35,"MassiveIntentClassification (en)":74.01,"MassiveScenarioClassification (en)":77.96,"MTOPDomainClassification (en)":92.67,"MTOPIntentClassification (en)":74.03,"ToxicConversationsClassification":69.5,"TweetSentimentExtractionClassification":60.02}
-{"index":188,"Rank":75,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
+{"index":223,"Rank":73,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":120,"Rank":74,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":214,"Rank":75,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.52,"AmazonCounterfactualClassification (en)":74.19,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.72,"Banking77Classification":85.1,"EmotionClassification":46.84,"ImdbClassification":89.35,"MassiveIntentClassification (en)":74.01,"MassiveScenarioClassification (en)":77.96,"MTOPDomainClassification (en)":92.67,"MTOPIntentClassification (en)":74.03,"ToxicConversationsClassification":69.5,"TweetSentimentExtractionClassification":60.02}
{"index":280,"Rank":76,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
-{"index":258,"Rank":77,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":73.42,"AmazonCounterfactualClassification (en)":77.07,"AmazonPolarityClassification":92.79,"AmazonReviewsClassification (en)":48.93,"Banking77Classification":82.31,"EmotionClassification":48.57,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.44,"MassiveScenarioClassification (en)":74.82,"MTOPDomainClassification (en)":92.49,"MTOPIntentClassification (en)":68.33,"ToxicConversationsClassification":70.04,"TweetSentimentExtractionClassification":62.01}
-{"index":267,"Rank":78,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.33,"AmazonCounterfactualClassification (en)":72.63,"AmazonPolarityClassification":92.52,"AmazonReviewsClassification (en)":49.07,"Banking77Classification":86.06,"EmotionClassification":47.88,"ImdbClassification":88.46,"MassiveIntentClassification (en)":72.62,"MassiveScenarioClassification (en)":76.77,"MTOPDomainClassification (en)":93.51,"MTOPIntentClassification (en)":73.25,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":56.58}
-{"index":221,"Rank":79,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.24,"AmazonCounterfactualClassification (en)":74.27,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.97,"Banking77Classification":84.15,"EmotionClassification":47.73,"ImdbClassification":85.47,"MassiveIntentClassification (en)":73.07,"MassiveScenarioClassification (en)":76.82,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":74.27,"ToxicConversationsClassification":71.25,"TweetSentimentExtractionClassification":60.4}
-{"index":307,"Rank":80,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.21,"AmazonCounterfactualClassification (en)":76.42,"AmazonPolarityClassification":90.84,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.01,"EmotionClassification":50.63,"ImdbClassification":83.66,"MassiveIntentClassification (en)":72.86,"MassiveScenarioClassification (en)":76.84,"MTOPDomainClassification (en)":93.91,"MTOPIntentClassification (en)":70.98,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":61.72}
-{"index":168,"Rank":81,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.14,"AmazonCounterfactualClassification (en)":77.69,"AmazonPolarityClassification":90.05,"AmazonReviewsClassification (en)":43.02,"Banking77Classification":84.14,"EmotionClassification":48.05,"ImdbClassification":82.11,"MassiveIntentClassification (en)":73.22,"MassiveScenarioClassification (en)":77.39,"MTOPDomainClassification (en)":93.86,"MTOPIntentClassification (en)":76.4,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":61.21}
-{"index":135,"Rank":82,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.13,"AmazonCounterfactualClassification (en)":75.63,"AmazonPolarityClassification":91.01,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":81.93,"EmotionClassification":50.16,"ImdbClassification":87.84,"MassiveIntentClassification (en)":71.08,"MassiveScenarioClassification (en)":76.64,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":66.58,"ToxicConversationsClassification":72.6,"TweetSentimentExtractionClassification":63.71}
-{"index":164,"Rank":83,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":73.12,"AmazonCounterfactualClassification (en)":85.09,"AmazonPolarityClassification":86.54,"AmazonReviewsClassification (en)":42.96,"Banking77Classification":82.66,"EmotionClassification":53.24,"ImdbClassification":79.79,"MassiveIntentClassification (en)":71.48,"MassiveScenarioClassification (en)":76.47,"MTOPDomainClassification (en)":95.07,"MTOPIntentClassification (en)":72.26,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":61.58}
-{"index":266,"Rank":84,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":73.01,"AmazonCounterfactualClassification (en)":74.18,"AmazonPolarityClassification":91.77,"AmazonReviewsClassification (en)":48.96,"Banking77Classification":85.07,"EmotionClassification":48.65,"ImdbClassification":85.95,"MassiveIntentClassification (en)":71.47,"MassiveScenarioClassification (en)":76.38,"MTOPDomainClassification (en)":93.03,"MTOPIntentClassification (en)":72.04,"ToxicConversationsClassification":71.61,"TweetSentimentExtractionClassification":57.01}
-{"index":62,"Rank":85,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.95,"AmazonCounterfactualClassification (en)":78.19,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":47.94,"Banking77Classification":80.99,"EmotionClassification":50.21,"ImdbClassification":88.77,"MassiveIntentClassification (en)":72.02,"MassiveScenarioClassification (en)":76.6,"MTOPDomainClassification (en)":92.43,"MTOPIntentClassification (en)":69.24,"ToxicConversationsClassification":65.57,"TweetSentimentExtractionClassification":62.8}
-{"index":172,"Rank":86,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.94,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":91.27,"AmazonReviewsClassification (en)":45.88,"Banking77Classification":81.64,"EmotionClassification":47.06,"ImdbClassification":86.0,"MassiveIntentClassification (en)":71.62,"MassiveScenarioClassification (en)":76.36,"MTOPDomainClassification (en)":92.7,"MTOPIntentClassification (en)":72.56,"ToxicConversationsClassification":71.1,"TweetSentimentExtractionClassification":61.46}
-{"index":257,"Rank":87,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":72.84,"AmazonCounterfactualClassification (en)":76.01,"AmazonPolarityClassification":93.17,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":80.88,"EmotionClassification":51.95,"ImdbClassification":87.54,"MassiveIntentClassification (en)":72.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":90.73,"MTOPIntentClassification (en)":68.15,"ToxicConversationsClassification":70.95,"TweetSentimentExtractionClassification":61.21}
-{"index":128,"Rank":88,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":72.72,"AmazonCounterfactualClassification (en)":72.9,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":42.56,"Banking77Classification":84.24,"EmotionClassification":52.06,"ImdbClassification":78.54,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":76.68,"MTOPDomainClassification (en)":94.78,"MTOPIntentClassification (en)":77.72,"ToxicConversationsClassification":72.9,"TweetSentimentExtractionClassification":59.85}
-{"index":166,"Rank":89,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":72.63,"AmazonCounterfactualClassification (en)":79.72,"AmazonPolarityClassification":87.96,"AmazonReviewsClassification (en)":42.65,"Banking77Classification":83.33,"EmotionClassification":49.44,"ImdbClassification":75.96,"MassiveIntentClassification (en)":72.25,"MassiveScenarioClassification (en)":76.76,"MTOPDomainClassification (en)":93.21,"MTOPIntentClassification (en)":74.77,"ToxicConversationsClassification":74.12,"TweetSentimentExtractionClassification":61.38}
-{"index":211,"Rank":90,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.62,"AmazonCounterfactualClassification (en)":75.39,"AmazonPolarityClassification":90.73,"AmazonReviewsClassification (en)":45.49,"Banking77Classification":84.3,"EmotionClassification":46.7,"ImdbClassification":83.15,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":77.54,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":72.49,"ToxicConversationsClassification":70.92,"TweetSentimentExtractionClassification":59.49}
-{"index":162,"Rank":91,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.36,"AmazonCounterfactualClassification (en)":86.21,"AmazonPolarityClassification":88.36,"AmazonReviewsClassification (en)":44.64,"Banking77Classification":77.04,"EmotionClassification":51.76,"ImdbClassification":81.17,"MassiveIntentClassification (en)":67.48,"MassiveScenarioClassification (en)":72.59,"MTOPDomainClassification (en)":93.72,"MTOPIntentClassification (en)":70.26,"ToxicConversationsClassification":71.82,"TweetSentimentExtractionClassification":63.31}
-{"index":268,"Rank":92,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.31,"AmazonCounterfactualClassification (en)":73.22,"AmazonPolarityClassification":91.82,"AmazonReviewsClassification (en)":48.03,"Banking77Classification":84.08,"EmotionClassification":46.56,"ImdbClassification":86.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":75.64,"MTOPDomainClassification (en)":93.05,"MTOPIntentClassification (en)":69.65,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":58.22}
-{"index":256,"Rank":93,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":72.31,"AmazonCounterfactualClassification (en)":75.51,"AmazonPolarityClassification":92.87,"AmazonReviewsClassification (en)":47.12,"Banking77Classification":78.46,"EmotionClassification":51.74,"ImdbClassification":87.01,"MassiveIntentClassification (en)":71.78,"MassiveScenarioClassification (en)":73.16,"MTOPDomainClassification (en)":90.99,"MTOPIntentClassification (en)":64.98,"ToxicConversationsClassification":71.73,"TweetSentimentExtractionClassification":62.33}
-{"index":198,"Rank":94,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.25,"AmazonCounterfactualClassification (en)":66.94,"AmazonPolarityClassification":94.7,"AmazonReviewsClassification (en)":51.59,"Banking77Classification":80.34,"EmotionClassification":47.83,"ImdbClassification":89.66,"MassiveIntentClassification (en)":70.27,"MassiveScenarioClassification (en)":74.51,"MTOPDomainClassification (en)":93.77,"MTOPIntentClassification (en)":67.8,"ToxicConversationsClassification":70.85,"TweetSentimentExtractionClassification":58.71}
-{"index":74,"Rank":95,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":82.05,"AmazonReviewsClassification (en)":40.81,"Banking77Classification":86.01,"EmotionClassification":48.38,"ImdbClassification":75.33,"MassiveIntentClassification (en)":75.58,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.09,"MTOPIntentClassification (en)":77.05,"ToxicConversationsClassification":69.92,"TweetSentimentExtractionClassification":60.76}
-{"index":182,"Rank":96,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":72.13,"AmazonCounterfactualClassification (en)":73.12,"AmazonPolarityClassification":88.89,"AmazonReviewsClassification (en)":43.2,"Banking77Classification":85.36,"EmotionClassification":48.77,"ImdbClassification":78.46,"MassiveIntentClassification (en)":72.04,"MassiveScenarioClassification (en)":76.86,"MTOPDomainClassification (en)":93.43,"MTOPIntentClassification (en)":71.73,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":62.14}
-{"index":220,"Rank":97,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":72.1,"AmazonCounterfactualClassification (en)":72.94,"AmazonPolarityClassification":91.35,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.69,"EmotionClassification":45.88,"ImdbClassification":83.99,"MassiveIntentClassification (en)":71.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":72.47,"ToxicConversationsClassification":70.87,"TweetSentimentExtractionClassification":59.2}
-{"index":305,"Rank":98,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.97,"AmazonCounterfactualClassification (en)":73.96,"AmazonPolarityClassification":91.32,"AmazonReviewsClassification (en)":46.03,"Banking77Classification":83.19,"EmotionClassification":45.8,"ImdbClassification":85.93,"MassiveIntentClassification (en)":71.12,"MassiveScenarioClassification (en)":75.56,"MTOPDomainClassification (en)":92.76,"MTOPIntentClassification (en)":70.45,"ToxicConversationsClassification":68.52,"TweetSentimentExtractionClassification":58.98}
-{"index":180,"Rank":99,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":71.91,"AmazonCounterfactualClassification (en)":78.9,"AmazonPolarityClassification":87.98,"AmazonReviewsClassification (en)":42.58,"Banking77Classification":84.16,"EmotionClassification":47.88,"ImdbClassification":77.7,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":77.19,"MTOPDomainClassification (en)":92.34,"MTOPIntentClassification (en)":70.63,"ToxicConversationsClassification":72.13,"TweetSentimentExtractionClassification":61.04}
-{"index":71,"Rank":100,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":71.88,"AmazonCounterfactualClassification (en)":75.7,"AmazonPolarityClassification":80.68,"AmazonReviewsClassification (en)":40.0,"Banking77Classification":84.77,"EmotionClassification":47.08,"ImdbClassification":75.19,"MassiveIntentClassification (en)":75.01,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.47,"MTOPIntentClassification (en)":81.09,"ToxicConversationsClassification":71.85,"TweetSentimentExtractionClassification":57.61}
-{"index":174,"Rank":101,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.77,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.2,"Banking77Classification":75.88,"EmotionClassification":47.58,"ImdbClassification":90.23,"MassiveIntentClassification (en)":68.51,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":91.81,"MTOPIntentClassification (en)":64.29,"ToxicConversationsClassification":66.01,"TweetSentimentExtractionClassification":62.8}
-{"index":293,"Rank":102,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.7,"AmazonCounterfactualClassification (en)":72.88,"AmazonPolarityClassification":91.03,"AmazonReviewsClassification (en)":46.94,"Banking77Classification":83.47,"EmotionClassification":45.8,"ImdbClassification":85.01,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.29,"MTOPDomainClassification (en)":92.51,"MTOPIntentClassification (en)":69.62,"ToxicConversationsClassification":69.8,"TweetSentimentExtractionClassification":57.82}
-{"index":171,"Rank":103,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":71.67,"AmazonCounterfactualClassification (en)":76.22,"AmazonPolarityClassification":87.53,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.87,"EmotionClassification":46.86,"ImdbClassification":75.55,"MassiveIntentClassification (en)":72.22,"MassiveScenarioClassification (en)":75.78,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":72.76,"TweetSentimentExtractionClassification":63.31}
-{"index":69,"Rank":104,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":71.57,"AmazonCounterfactualClassification (en)":76.91,"AmazonPolarityClassification":79.05,"AmazonReviewsClassification (en)":40.08,"Banking77Classification":84.65,"EmotionClassification":46.58,"ImdbClassification":75.68,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":79.17,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":79.54,"ToxicConversationsClassification":71.81,"TweetSentimentExtractionClassification":57.17}
-{"index":218,"Rank":105,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":71.17,"AmazonCounterfactualClassification (en)":76.99,"AmazonPolarityClassification":87.54,"AmazonReviewsClassification (en)":46.81,"Banking77Classification":81.09,"EmotionClassification":47.65,"ImdbClassification":86.32,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":74.03,"MTOPDomainClassification (en)":92.36,"MTOPIntentClassification (en)":65.2,"ToxicConversationsClassification":72.96,"TweetSentimentExtractionClassification":55.28}
-{"index":61,"Rank":106,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.14,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":89.51,"AmazonReviewsClassification (en)":46.1,"Banking77Classification":78.46,"EmotionClassification":47.11,"ImdbClassification":87.39,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":75.25,"MTOPDomainClassification (en)":92.86,"MTOPIntentClassification (en)":64.85,"ToxicConversationsClassification":63.38,"TweetSentimentExtractionClassification":62.47}
-{"index":304,"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.93,"AmazonCounterfactualClassification (en)":75.94,"AmazonPolarityClassification":86.72,"AmazonReviewsClassification (en)":44.78,"Banking77Classification":80.66,"EmotionClassification":48.74,"ImdbClassification":77.98,"MassiveIntentClassification (en)":70.15,"MassiveScenarioClassification (en)":75.33,"MTOPDomainClassification (en)":92.13,"MTOPIntentClassification (en)":64.68,"ToxicConversationsClassification":72.29,"TweetSentimentExtractionClassification":61.81}
-{"index":20,"Rank":108,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":70.89,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":80.72,"AmazonReviewsClassification (en)":43.64,"Banking77Classification":85.36,"EmotionClassification":47.95,"ImdbClassification":74.91,"MassiveIntentClassification (en)":72.13,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":92.54,"MTOPIntentClassification (en)":72.58,"ToxicConversationsClassification":71.03,"TweetSentimentExtractionClassification":57.6}
-{"index":125,"Rank":109,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.62,"AmazonCounterfactualClassification (en)":79.31,"AmazonPolarityClassification":76.66,"AmazonReviewsClassification (en)":35.28,"Banking77Classification":84.31,"EmotionClassification":55.61,"ImdbClassification":82.39,"MassiveIntentClassification (en)":69.24,"MassiveScenarioClassification (en)":74.11,"MTOPDomainClassification (en)":90.46,"MTOPIntentClassification (en)":66.0,"ToxicConversationsClassification":74.52,"TweetSentimentExtractionClassification":59.59}
-{"index":37,"Rank":110,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.57,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":46.55,"Banking77Classification":78.12,"EmotionClassification":46.66,"ImdbClassification":85.64,"MassiveIntentClassification (en)":67.42,"MassiveScenarioClassification (en)":72.61,"MTOPDomainClassification (en)":91.86,"MTOPIntentClassification (en)":62.18,"ToxicConversationsClassification":70.66,"TweetSentimentExtractionClassification":64.46}
-{"index":197,"Rank":111,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.55,"AmazonCounterfactualClassification (en)":68.61,"AmazonPolarityClassification":93.38,"AmazonReviewsClassification (en)":50.64,"Banking77Classification":78.5,"EmotionClassification":46.37,"ImdbClassification":88.54,"MassiveIntentClassification (en)":67.24,"MassiveScenarioClassification (en)":72.98,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":59.82,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":58.89}
-{"index":300,"Rank":112,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.44,"AmazonCounterfactualClassification (en)":76.4,"AmazonPolarityClassification":92.83,"AmazonReviewsClassification (en)":47.45,"Banking77Classification":68.04,"EmotionClassification":50.33,"ImdbClassification":89.38,"MassiveIntentClassification (en)":65.17,"MassiveScenarioClassification (en)":67.67,"MTOPDomainClassification (en)":89.89,"MTOPIntentClassification (en)":64.8,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":63.35}
-{"index":115,"Rank":113,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.35,"AmazonCounterfactualClassification (en)":71.76,"AmazonPolarityClassification":86.61,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.73,"EmotionClassification":44.71,"ImdbClassification":80.54,"MassiveIntentClassification (en)":70.13,"MassiveScenarioClassification (en)":74.86,"MTOPDomainClassification (en)":91.76,"MTOPIntentClassification (en)":69.9,"ToxicConversationsClassification":70.97,"TweetSentimentExtractionClassification":58.57}
-{"index":77,"Rank":114,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.25,"AmazonCounterfactualClassification (en)":72.1,"AmazonPolarityClassification":86.69,"AmazonReviewsClassification (en)":42.7,"Banking77Classification":81.92,"EmotionClassification":45.44,"ImdbClassification":80.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":74.89,"MTOPDomainClassification (en)":92.12,"MTOPIntentClassification (en)":71.86,"ToxicConversationsClassification":65.46,"TweetSentimentExtractionClassification":58.66}
-{"index":179,"Rank":115,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.17,"AmazonCounterfactualClassification (en)":69.94,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":41.08,"Banking77Classification":82.89,"EmotionClassification":46.84,"ImdbClassification":74.45,"MassiveIntentClassification (en)":67.93,"MassiveScenarioClassification (en)":75.72,"MTOPDomainClassification (en)":92.18,"MTOPIntentClassification (en)":70.3,"ToxicConversationsClassification":72.01,"TweetSentimentExtractionClassification":61.51}
-{"index":92,"Rank":116,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":70.14,"AmazonCounterfactualClassification (en)":74.07,"AmazonPolarityClassification":82.31,"AmazonReviewsClassification (en)":41.58,"Banking77Classification":81.74,"EmotionClassification":49.92,"ImdbClassification":74.33,"MassiveIntentClassification (en)":70.0,"MassiveScenarioClassification (en)":75.03,"MTOPDomainClassification (en)":89.64,"MTOPIntentClassification (en)":70.68,"ToxicConversationsClassification":69.93,"TweetSentimentExtractionClassification":62.44}
-{"index":255,"Rank":117,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":69.81,"AmazonCounterfactualClassification (en)":75.82,"AmazonPolarityClassification":85.12,"AmazonReviewsClassification (en)":44.94,"Banking77Classification":76.48,"EmotionClassification":51.35,"ImdbClassification":77.34,"MassiveIntentClassification (en)":69.74,"MassiveScenarioClassification (en)":72.32,"MTOPDomainClassification (en)":90.34,"MTOPIntentClassification (en)":63.32,"ToxicConversationsClassification":68.2,"TweetSentimentExtractionClassification":62.71}
-{"index":173,"Rank":118,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.76,"AmazonCounterfactualClassification (en)":77.36,"AmazonPolarityClassification":91.76,"AmazonReviewsClassification (en)":47.54,"Banking77Classification":73.53,"EmotionClassification":45.68,"ImdbClassification":84.29,"MassiveIntentClassification (en)":65.71,"MassiveScenarioClassification (en)":71.57,"MTOPDomainClassification (en)":90.9,"MTOPIntentClassification (en)":61.6,"ToxicConversationsClassification":64.33,"TweetSentimentExtractionClassification":62.8}
-{"index":219,"Rank":119,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":69.7,"AmazonCounterfactualClassification (en)":69.78,"AmazonPolarityClassification":88.74,"AmazonReviewsClassification (en)":43.11,"Banking77Classification":82.78,"EmotionClassification":42.92,"ImdbClassification":80.87,"MassiveIntentClassification (en)":69.34,"MassiveScenarioClassification (en)":74.21,"MTOPDomainClassification (en)":89.61,"MTOPIntentClassification (en)":68.9,"ToxicConversationsClassification":68.16,"TweetSentimentExtractionClassification":57.99}
-{"index":196,"Rank":120,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.65,"AmazonCounterfactualClassification (en)":70.12,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":50.52,"Banking77Classification":75.59,"EmotionClassification":45.98,"ImdbClassification":90.22,"MassiveIntentClassification (en)":65.03,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":88.63,"MTOPIntentClassification (en)":58.08,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":58.25}
-{"index":228,"Rank":121,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
-{"index":189,"Rank":122,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
-{"index":190,"Rank":123,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":68.82,"AmazonCounterfactualClassification (en)":71.36,"AmazonPolarityClassification":82.9,"AmazonReviewsClassification (en)":40.89,"Banking77Classification":78.25,"EmotionClassification":44.01,"ImdbClassification":73.64,"MassiveIntentClassification (en)":67.61,"MassiveScenarioClassification (en)":69.75,"MTOPDomainClassification (en)":93.96,"MTOPIntentClassification (en)":72.5,"ToxicConversationsClassification":71.54,"TweetSentimentExtractionClassification":59.4}
-{"index":215,"Rank":124,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.55,"AmazonCounterfactualClassification (en)":70.72,"AmazonPolarityClassification":83.34,"AmazonReviewsClassification (en)":40.99,"Banking77Classification":81.25,"EmotionClassification":41.66,"ImdbClassification":74.81,"MassiveIntentClassification (en)":69.8,"MassiveScenarioClassification (en)":74.54,"MTOPDomainClassification (en)":91.22,"MTOPIntentClassification (en)":69.39,"ToxicConversationsClassification":67.44,"TweetSentimentExtractionClassification":57.48}
-{"index":108,"Rank":125,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":68.23,"AmazonCounterfactualClassification (en)":76.81,"AmazonPolarityClassification":82.83,"AmazonReviewsClassification (en)":38.93,"Banking77Classification":80.34,"EmotionClassification":46.54,"ImdbClassification":74.08,"MassiveIntentClassification (en)":66.92,"MassiveScenarioClassification (en)":72.75,"MTOPDomainClassification (en)":92.73,"MTOPIntentClassification (en)":65.18,"ToxicConversationsClassification":64.93,"TweetSentimentExtractionClassification":56.73}
-{"index":91,"Rank":126,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":68.13,"AmazonCounterfactualClassification (en)":69.22,"AmazonPolarityClassification":71.26,"AmazonReviewsClassification (en)":39.19,"Banking77Classification":84.49,"EmotionClassification":49.66,"ImdbClassification":66.64,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":72.42,"ToxicConversationsClassification":67.71,"TweetSentimentExtractionClassification":56.85}
-{"index":84,"Rank":127,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":68.13,"AmazonCounterfactualClassification (en)":71.84,"AmazonPolarityClassification":80.04,"AmazonReviewsClassification (en)":39.75,"Banking77Classification":80.92,"EmotionClassification":44.88,"ImdbClassification":71.96,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":74.16,"MTOPDomainClassification (en)":90.87,"MTOPIntentClassification (en)":68.53,"ToxicConversationsClassification":66.04,"TweetSentimentExtractionClassification":59.43}
-{"index":181,"Rank":128,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.04,"AmazonCounterfactualClassification (en)":72.36,"AmazonPolarityClassification":83.81,"AmazonReviewsClassification (en)":38.97,"Banking77Classification":80.97,"EmotionClassification":44.77,"ImdbClassification":72.21,"MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":89.93,"MTOPIntentClassification (en)":66.56,"ToxicConversationsClassification":67.96,"TweetSentimentExtractionClassification":59.6}
-{"index":114,"Rank":129,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":68.04,"AmazonCounterfactualClassification (en)":67.76,"AmazonPolarityClassification":79.75,"AmazonReviewsClassification (en)":37.45,"Banking77Classification":81.17,"EmotionClassification":44.53,"ImdbClassification":76.46,"MassiveIntentClassification (en)":68.58,"MassiveScenarioClassification (en)":73.92,"MTOPDomainClassification (en)":90.67,"MTOPIntentClassification (en)":68.29,"ToxicConversationsClassification":70.23,"TweetSentimentExtractionClassification":57.64}
-{"index":109,"Rank":130,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
-{"index":287,"Rank":131,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
-{"index":187,"Rank":132,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
-{"index":66,"Rank":133,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
-{"index":138,"Rank":134,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
-{"index":274,"Rank":135,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.9,"AmazonCounterfactualClassification (en)":76.19,"AmazonPolarityClassification":69.63,"AmazonReviewsClassification (en)":35.53,"Banking77Classification":78.13,"EmotionClassification":45.48,"ImdbClassification":64.06,"MassiveIntentClassification (en)":71.69,"MassiveScenarioClassification (en)":77.2,"MTOPDomainClassification (en)":92.94,"MTOPIntentClassification (en)":74.43,"ToxicConversationsClassification":70.17,"TweetSentimentExtractionClassification":59.31}
-{"index":76,"Rank":136,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.9,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":78.79,"AmazonReviewsClassification (en)":39.31,"Banking77Classification":80.58,"EmotionClassification":44.79,"ImdbClassification":71.53,"MassiveIntentClassification (en)":68.84,"MassiveScenarioClassification (en)":73.75,"MTOPDomainClassification (en)":90.79,"MTOPIntentClassification (en)":68.72,"ToxicConversationsClassification":66.29,"TweetSentimentExtractionClassification":59.49}
-{"index":126,"Rank":137,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":67.8,"AmazonCounterfactualClassification (en)":68.75,"AmazonPolarityClassification":81.3,"AmazonReviewsClassification (en)":38.57,"Banking77Classification":79.98,"EmotionClassification":40.09,"ImdbClassification":80.09,"MassiveIntentClassification (en)":67.58,"MassiveScenarioClassification (en)":73.47,"MTOPDomainClassification (en)":90.36,"MTOPIntentClassification (en)":66.45,"ToxicConversationsClassification":69.34,"TweetSentimentExtractionClassification":57.6}
-{"index":79,"Rank":138,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":67.77,"AmazonCounterfactualClassification (en)":73.18,"AmazonPolarityClassification":79.99,"AmazonReviewsClassification (en)":39.66,"Banking77Classification":77.95,"EmotionClassification":44.38,"ImdbClassification":73.02,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":72.36,"MTOPDomainClassification (en)":89.87,"MTOPIntentClassification (en)":71.03,"ToxicConversationsClassification":64.41,"TweetSentimentExtractionClassification":59.66}
-{"index":64,"Rank":139,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.77,"AmazonCounterfactualClassification (en)":74.28,"AmazonPolarityClassification":82.2,"AmazonReviewsClassification (en)":40.22,"Banking77Classification":80.31,"EmotionClassification":40.81,"ImdbClassification":73.7,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":89.73,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":62.52,"TweetSentimentExtractionClassification":59.6}
-{"index":185,"Rank":140,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":67.76,"AmazonCounterfactualClassification (en)":68.93,"AmazonPolarityClassification":69.14,"AmazonReviewsClassification (en)":31.38,"Banking77Classification":85.34,"EmotionClassification":45.84,"ImdbClassification":66.42,"MassiveIntentClassification (en)":72.73,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":92.83,"MTOPIntentClassification (en)":76.09,"ToxicConversationsClassification":69.13,"TweetSentimentExtractionClassification":58.16}
-{"index":75,"Rank":141,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.67,"AmazonCounterfactualClassification (en)":72.93,"AmazonPolarityClassification":74.28,"AmazonReviewsClassification (en)":36.14,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"MassiveIntentClassification (en)":69.99,"MassiveScenarioClassification (en)":75.15,"MTOPDomainClassification (en)":91.24,"MTOPIntentClassification (en)":74.08,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
-{"index":82,"Rank":142,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
+{"index":188,"Rank":77,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
+{"index":258,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":73.42,"AmazonCounterfactualClassification (en)":77.07,"AmazonPolarityClassification":92.79,"AmazonReviewsClassification (en)":48.93,"Banking77Classification":82.31,"EmotionClassification":48.57,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.44,"MassiveScenarioClassification (en)":74.82,"MTOPDomainClassification (en)":92.49,"MTOPIntentClassification (en)":68.33,"ToxicConversationsClassification":70.04,"TweetSentimentExtractionClassification":62.01}
+{"index":267,"Rank":79,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.33,"AmazonCounterfactualClassification (en)":72.63,"AmazonPolarityClassification":92.52,"AmazonReviewsClassification (en)":49.07,"Banking77Classification":86.06,"EmotionClassification":47.88,"ImdbClassification":88.46,"MassiveIntentClassification (en)":72.62,"MassiveScenarioClassification (en)":76.77,"MTOPDomainClassification (en)":93.51,"MTOPIntentClassification (en)":73.25,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":56.58}
+{"index":221,"Rank":80,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.24,"AmazonCounterfactualClassification (en)":74.27,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.97,"Banking77Classification":84.15,"EmotionClassification":47.73,"ImdbClassification":85.47,"MassiveIntentClassification (en)":73.07,"MassiveScenarioClassification (en)":76.82,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":74.27,"ToxicConversationsClassification":71.25,"TweetSentimentExtractionClassification":60.4}
+{"index":308,"Rank":81,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.21,"AmazonCounterfactualClassification (en)":76.42,"AmazonPolarityClassification":90.84,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.01,"EmotionClassification":50.63,"ImdbClassification":83.66,"MassiveIntentClassification (en)":72.86,"MassiveScenarioClassification (en)":76.84,"MTOPDomainClassification (en)":93.91,"MTOPIntentClassification (en)":70.98,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":61.72}
+{"index":168,"Rank":82,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.14,"AmazonCounterfactualClassification (en)":77.69,"AmazonPolarityClassification":90.05,"AmazonReviewsClassification (en)":43.02,"Banking77Classification":84.14,"EmotionClassification":48.05,"ImdbClassification":82.11,"MassiveIntentClassification (en)":73.22,"MassiveScenarioClassification (en)":77.39,"MTOPDomainClassification (en)":93.86,"MTOPIntentClassification (en)":76.4,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":61.21}
+{"index":135,"Rank":83,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.13,"AmazonCounterfactualClassification (en)":75.63,"AmazonPolarityClassification":91.01,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":81.93,"EmotionClassification":50.16,"ImdbClassification":87.84,"MassiveIntentClassification (en)":71.08,"MassiveScenarioClassification (en)":76.64,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":66.58,"ToxicConversationsClassification":72.6,"TweetSentimentExtractionClassification":63.71}
+{"index":164,"Rank":84,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":73.12,"AmazonCounterfactualClassification (en)":85.09,"AmazonPolarityClassification":86.54,"AmazonReviewsClassification (en)":42.96,"Banking77Classification":82.66,"EmotionClassification":53.24,"ImdbClassification":79.79,"MassiveIntentClassification (en)":71.48,"MassiveScenarioClassification (en)":76.47,"MTOPDomainClassification (en)":95.07,"MTOPIntentClassification (en)":72.26,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":61.58}
+{"index":266,"Rank":85,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":73.01,"AmazonCounterfactualClassification (en)":74.18,"AmazonPolarityClassification":91.77,"AmazonReviewsClassification (en)":48.96,"Banking77Classification":85.07,"EmotionClassification":48.65,"ImdbClassification":85.95,"MassiveIntentClassification (en)":71.47,"MassiveScenarioClassification (en)":76.38,"MTOPDomainClassification (en)":93.03,"MTOPIntentClassification (en)":72.04,"ToxicConversationsClassification":71.61,"TweetSentimentExtractionClassification":57.01}
+{"index":62,"Rank":86,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.95,"AmazonCounterfactualClassification (en)":78.19,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":47.94,"Banking77Classification":80.99,"EmotionClassification":50.21,"ImdbClassification":88.77,"MassiveIntentClassification (en)":72.02,"MassiveScenarioClassification (en)":76.6,"MTOPDomainClassification (en)":92.43,"MTOPIntentClassification (en)":69.24,"ToxicConversationsClassification":65.57,"TweetSentimentExtractionClassification":62.8}
+{"index":172,"Rank":87,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.94,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":91.27,"AmazonReviewsClassification (en)":45.88,"Banking77Classification":81.64,"EmotionClassification":47.06,"ImdbClassification":86.0,"MassiveIntentClassification (en)":71.62,"MassiveScenarioClassification (en)":76.36,"MTOPDomainClassification (en)":92.7,"MTOPIntentClassification (en)":72.56,"ToxicConversationsClassification":71.1,"TweetSentimentExtractionClassification":61.46}
+{"index":257,"Rank":88,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":72.84,"AmazonCounterfactualClassification (en)":76.01,"AmazonPolarityClassification":93.17,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":80.88,"EmotionClassification":51.95,"ImdbClassification":87.54,"MassiveIntentClassification (en)":72.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":90.73,"MTOPIntentClassification (en)":68.15,"ToxicConversationsClassification":70.95,"TweetSentimentExtractionClassification":61.21}
+{"index":128,"Rank":89,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":72.72,"AmazonCounterfactualClassification (en)":72.9,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":42.56,"Banking77Classification":84.24,"EmotionClassification":52.06,"ImdbClassification":78.54,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":76.68,"MTOPDomainClassification (en)":94.78,"MTOPIntentClassification (en)":77.72,"ToxicConversationsClassification":72.9,"TweetSentimentExtractionClassification":59.85}
+{"index":166,"Rank":90,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":72.63,"AmazonCounterfactualClassification (en)":79.72,"AmazonPolarityClassification":87.96,"AmazonReviewsClassification (en)":42.65,"Banking77Classification":83.33,"EmotionClassification":49.44,"ImdbClassification":75.96,"MassiveIntentClassification (en)":72.25,"MassiveScenarioClassification (en)":76.76,"MTOPDomainClassification (en)":93.21,"MTOPIntentClassification (en)":74.77,"ToxicConversationsClassification":74.12,"TweetSentimentExtractionClassification":61.38}
+{"index":211,"Rank":91,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.62,"AmazonCounterfactualClassification (en)":75.39,"AmazonPolarityClassification":90.73,"AmazonReviewsClassification (en)":45.49,"Banking77Classification":84.3,"EmotionClassification":46.7,"ImdbClassification":83.15,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":77.54,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":72.49,"ToxicConversationsClassification":70.92,"TweetSentimentExtractionClassification":59.49}
+{"index":162,"Rank":92,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.36,"AmazonCounterfactualClassification (en)":86.21,"AmazonPolarityClassification":88.36,"AmazonReviewsClassification (en)":44.64,"Banking77Classification":77.04,"EmotionClassification":51.76,"ImdbClassification":81.17,"MassiveIntentClassification (en)":67.48,"MassiveScenarioClassification (en)":72.59,"MTOPDomainClassification (en)":93.72,"MTOPIntentClassification (en)":70.26,"ToxicConversationsClassification":71.82,"TweetSentimentExtractionClassification":63.31}
+{"index":268,"Rank":93,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.31,"AmazonCounterfactualClassification (en)":73.22,"AmazonPolarityClassification":91.82,"AmazonReviewsClassification (en)":48.03,"Banking77Classification":84.08,"EmotionClassification":46.56,"ImdbClassification":86.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":75.64,"MTOPDomainClassification (en)":93.05,"MTOPIntentClassification (en)":69.65,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":58.22}
+{"index":256,"Rank":94,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":72.31,"AmazonCounterfactualClassification (en)":75.51,"AmazonPolarityClassification":92.87,"AmazonReviewsClassification (en)":47.12,"Banking77Classification":78.46,"EmotionClassification":51.74,"ImdbClassification":87.01,"MassiveIntentClassification (en)":71.78,"MassiveScenarioClassification (en)":73.16,"MTOPDomainClassification (en)":90.99,"MTOPIntentClassification (en)":64.98,"ToxicConversationsClassification":71.73,"TweetSentimentExtractionClassification":62.33}
+{"index":198,"Rank":95,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.25,"AmazonCounterfactualClassification (en)":66.94,"AmazonPolarityClassification":94.7,"AmazonReviewsClassification (en)":51.59,"Banking77Classification":80.34,"EmotionClassification":47.83,"ImdbClassification":89.66,"MassiveIntentClassification (en)":70.27,"MassiveScenarioClassification (en)":74.51,"MTOPDomainClassification (en)":93.77,"MTOPIntentClassification (en)":67.8,"ToxicConversationsClassification":70.85,"TweetSentimentExtractionClassification":58.71}
+{"index":74,"Rank":96,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":82.05,"AmazonReviewsClassification (en)":40.81,"Banking77Classification":86.01,"EmotionClassification":48.38,"ImdbClassification":75.33,"MassiveIntentClassification (en)":75.58,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.09,"MTOPIntentClassification (en)":77.05,"ToxicConversationsClassification":69.92,"TweetSentimentExtractionClassification":60.76}
+{"index":182,"Rank":97,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":72.13,"AmazonCounterfactualClassification (en)":73.12,"AmazonPolarityClassification":88.89,"AmazonReviewsClassification (en)":43.2,"Banking77Classification":85.36,"EmotionClassification":48.77,"ImdbClassification":78.46,"MassiveIntentClassification (en)":72.04,"MassiveScenarioClassification (en)":76.86,"MTOPDomainClassification (en)":93.43,"MTOPIntentClassification (en)":71.73,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":62.14}
+{"index":220,"Rank":98,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":72.1,"AmazonCounterfactualClassification (en)":72.94,"AmazonPolarityClassification":91.35,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.69,"EmotionClassification":45.88,"ImdbClassification":83.99,"MassiveIntentClassification (en)":71.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":72.47,"ToxicConversationsClassification":70.87,"TweetSentimentExtractionClassification":59.2}
+{"index":306,"Rank":99,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.97,"AmazonCounterfactualClassification (en)":73.96,"AmazonPolarityClassification":91.32,"AmazonReviewsClassification (en)":46.03,"Banking77Classification":83.19,"EmotionClassification":45.8,"ImdbClassification":85.93,"MassiveIntentClassification (en)":71.12,"MassiveScenarioClassification (en)":75.56,"MTOPDomainClassification (en)":92.76,"MTOPIntentClassification (en)":70.45,"ToxicConversationsClassification":68.52,"TweetSentimentExtractionClassification":58.98}
+{"index":180,"Rank":100,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":71.91,"AmazonCounterfactualClassification (en)":78.9,"AmazonPolarityClassification":87.98,"AmazonReviewsClassification (en)":42.58,"Banking77Classification":84.16,"EmotionClassification":47.88,"ImdbClassification":77.7,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":77.19,"MTOPDomainClassification (en)":92.34,"MTOPIntentClassification (en)":70.63,"ToxicConversationsClassification":72.13,"TweetSentimentExtractionClassification":61.04}
+{"index":71,"Rank":101,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":71.88,"AmazonCounterfactualClassification (en)":75.7,"AmazonPolarityClassification":80.68,"AmazonReviewsClassification (en)":40.0,"Banking77Classification":84.77,"EmotionClassification":47.08,"ImdbClassification":75.19,"MassiveIntentClassification (en)":75.01,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.47,"MTOPIntentClassification (en)":81.09,"ToxicConversationsClassification":71.85,"TweetSentimentExtractionClassification":57.61}
+{"index":174,"Rank":102,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.77,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.2,"Banking77Classification":75.88,"EmotionClassification":47.58,"ImdbClassification":90.23,"MassiveIntentClassification (en)":68.51,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":91.81,"MTOPIntentClassification (en)":64.29,"ToxicConversationsClassification":66.01,"TweetSentimentExtractionClassification":62.8}
+{"index":293,"Rank":103,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.7,"AmazonCounterfactualClassification (en)":72.88,"AmazonPolarityClassification":91.03,"AmazonReviewsClassification (en)":46.94,"Banking77Classification":83.47,"EmotionClassification":45.8,"ImdbClassification":85.01,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.29,"MTOPDomainClassification (en)":92.51,"MTOPIntentClassification (en)":69.62,"ToxicConversationsClassification":69.8,"TweetSentimentExtractionClassification":57.82}
+{"index":171,"Rank":104,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":71.67,"AmazonCounterfactualClassification (en)":76.22,"AmazonPolarityClassification":87.53,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.87,"EmotionClassification":46.86,"ImdbClassification":75.55,"MassiveIntentClassification (en)":72.22,"MassiveScenarioClassification (en)":75.78,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":72.76,"TweetSentimentExtractionClassification":63.31}
+{"index":69,"Rank":105,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":71.57,"AmazonCounterfactualClassification (en)":76.91,"AmazonPolarityClassification":79.05,"AmazonReviewsClassification (en)":40.08,"Banking77Classification":84.65,"EmotionClassification":46.58,"ImdbClassification":75.68,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":79.17,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":79.54,"ToxicConversationsClassification":71.81,"TweetSentimentExtractionClassification":57.17}
+{"index":218,"Rank":106,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":71.17,"AmazonCounterfactualClassification (en)":76.99,"AmazonPolarityClassification":87.54,"AmazonReviewsClassification (en)":46.81,"Banking77Classification":81.09,"EmotionClassification":47.65,"ImdbClassification":86.32,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":74.03,"MTOPDomainClassification (en)":92.36,"MTOPIntentClassification (en)":65.2,"ToxicConversationsClassification":72.96,"TweetSentimentExtractionClassification":55.28}
+{"index":61,"Rank":107,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.14,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":89.51,"AmazonReviewsClassification (en)":46.1,"Banking77Classification":78.46,"EmotionClassification":47.11,"ImdbClassification":87.39,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":75.25,"MTOPDomainClassification (en)":92.86,"MTOPIntentClassification (en)":64.85,"ToxicConversationsClassification":63.38,"TweetSentimentExtractionClassification":62.47}
+{"index":305,"Rank":108,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.93,"AmazonCounterfactualClassification (en)":75.94,"AmazonPolarityClassification":86.72,"AmazonReviewsClassification (en)":44.78,"Banking77Classification":80.66,"EmotionClassification":48.74,"ImdbClassification":77.98,"MassiveIntentClassification (en)":70.15,"MassiveScenarioClassification (en)":75.33,"MTOPDomainClassification (en)":92.13,"MTOPIntentClassification (en)":64.68,"ToxicConversationsClassification":72.29,"TweetSentimentExtractionClassification":61.81}
+{"index":20,"Rank":109,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":70.89,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":80.72,"AmazonReviewsClassification (en)":43.64,"Banking77Classification":85.36,"EmotionClassification":47.95,"ImdbClassification":74.91,"MassiveIntentClassification (en)":72.13,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":92.54,"MTOPIntentClassification (en)":72.58,"ToxicConversationsClassification":71.03,"TweetSentimentExtractionClassification":57.6}
+{"index":125,"Rank":110,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.62,"AmazonCounterfactualClassification (en)":79.31,"AmazonPolarityClassification":76.66,"AmazonReviewsClassification (en)":35.28,"Banking77Classification":84.31,"EmotionClassification":55.61,"ImdbClassification":82.39,"MassiveIntentClassification (en)":69.24,"MassiveScenarioClassification (en)":74.11,"MTOPDomainClassification (en)":90.46,"MTOPIntentClassification (en)":66.0,"ToxicConversationsClassification":74.52,"TweetSentimentExtractionClassification":59.59}
+{"index":37,"Rank":111,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.57,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":46.55,"Banking77Classification":78.12,"EmotionClassification":46.66,"ImdbClassification":85.64,"MassiveIntentClassification (en)":67.42,"MassiveScenarioClassification (en)":72.61,"MTOPDomainClassification (en)":91.86,"MTOPIntentClassification (en)":62.18,"ToxicConversationsClassification":70.66,"TweetSentimentExtractionClassification":64.46}
+{"index":197,"Rank":112,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.55,"AmazonCounterfactualClassification (en)":68.61,"AmazonPolarityClassification":93.38,"AmazonReviewsClassification (en)":50.64,"Banking77Classification":78.5,"EmotionClassification":46.37,"ImdbClassification":88.54,"MassiveIntentClassification (en)":67.24,"MassiveScenarioClassification (en)":72.98,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":59.82,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":58.89}
+{"index":301,"Rank":113,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.44,"AmazonCounterfactualClassification (en)":76.4,"AmazonPolarityClassification":92.83,"AmazonReviewsClassification (en)":47.45,"Banking77Classification":68.04,"EmotionClassification":50.33,"ImdbClassification":89.38,"MassiveIntentClassification (en)":65.17,"MassiveScenarioClassification (en)":67.67,"MTOPDomainClassification (en)":89.89,"MTOPIntentClassification (en)":64.8,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":63.35}
+{"index":115,"Rank":114,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.35,"AmazonCounterfactualClassification (en)":71.76,"AmazonPolarityClassification":86.61,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.73,"EmotionClassification":44.71,"ImdbClassification":80.54,"MassiveIntentClassification (en)":70.13,"MassiveScenarioClassification (en)":74.86,"MTOPDomainClassification (en)":91.76,"MTOPIntentClassification (en)":69.9,"ToxicConversationsClassification":70.97,"TweetSentimentExtractionClassification":58.57}
+{"index":77,"Rank":115,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.25,"AmazonCounterfactualClassification (en)":72.1,"AmazonPolarityClassification":86.69,"AmazonReviewsClassification (en)":42.7,"Banking77Classification":81.92,"EmotionClassification":45.44,"ImdbClassification":80.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":74.89,"MTOPDomainClassification (en)":92.12,"MTOPIntentClassification (en)":71.86,"ToxicConversationsClassification":65.46,"TweetSentimentExtractionClassification":58.66}
+{"index":179,"Rank":116,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.17,"AmazonCounterfactualClassification (en)":69.94,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":41.08,"Banking77Classification":82.89,"EmotionClassification":46.84,"ImdbClassification":74.45,"MassiveIntentClassification (en)":67.93,"MassiveScenarioClassification (en)":75.72,"MTOPDomainClassification (en)":92.18,"MTOPIntentClassification (en)":70.3,"ToxicConversationsClassification":72.01,"TweetSentimentExtractionClassification":61.51}
+{"index":92,"Rank":117,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":70.14,"AmazonCounterfactualClassification (en)":74.07,"AmazonPolarityClassification":82.31,"AmazonReviewsClassification (en)":41.58,"Banking77Classification":81.74,"EmotionClassification":49.92,"ImdbClassification":74.33,"MassiveIntentClassification (en)":70.0,"MassiveScenarioClassification (en)":75.03,"MTOPDomainClassification (en)":89.64,"MTOPIntentClassification (en)":70.68,"ToxicConversationsClassification":69.93,"TweetSentimentExtractionClassification":62.44}
+{"index":255,"Rank":118,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":69.81,"AmazonCounterfactualClassification (en)":75.82,"AmazonPolarityClassification":85.12,"AmazonReviewsClassification (en)":44.94,"Banking77Classification":76.48,"EmotionClassification":51.35,"ImdbClassification":77.34,"MassiveIntentClassification (en)":69.74,"MassiveScenarioClassification (en)":72.32,"MTOPDomainClassification (en)":90.34,"MTOPIntentClassification (en)":63.32,"ToxicConversationsClassification":68.2,"TweetSentimentExtractionClassification":62.71}
+{"index":173,"Rank":119,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.76,"AmazonCounterfactualClassification (en)":77.36,"AmazonPolarityClassification":91.76,"AmazonReviewsClassification (en)":47.54,"Banking77Classification":73.53,"EmotionClassification":45.68,"ImdbClassification":84.29,"MassiveIntentClassification (en)":65.71,"MassiveScenarioClassification (en)":71.57,"MTOPDomainClassification (en)":90.9,"MTOPIntentClassification (en)":61.6,"ToxicConversationsClassification":64.33,"TweetSentimentExtractionClassification":62.8}
+{"index":219,"Rank":120,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":69.7,"AmazonCounterfactualClassification (en)":69.78,"AmazonPolarityClassification":88.74,"AmazonReviewsClassification (en)":43.11,"Banking77Classification":82.78,"EmotionClassification":42.92,"ImdbClassification":80.87,"MassiveIntentClassification (en)":69.34,"MassiveScenarioClassification (en)":74.21,"MTOPDomainClassification (en)":89.61,"MTOPIntentClassification (en)":68.9,"ToxicConversationsClassification":68.16,"TweetSentimentExtractionClassification":57.99}
+{"index":196,"Rank":121,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.65,"AmazonCounterfactualClassification (en)":70.12,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":50.52,"Banking77Classification":75.59,"EmotionClassification":45.98,"ImdbClassification":90.22,"MassiveIntentClassification (en)":65.03,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":88.63,"MTOPIntentClassification (en)":58.08,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":58.25}
+{"index":228,"Rank":122,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
+{"index":189,"Rank":123,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
+{"index":190,"Rank":124,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":68.82,"AmazonCounterfactualClassification (en)":71.36,"AmazonPolarityClassification":82.9,"AmazonReviewsClassification (en)":40.89,"Banking77Classification":78.25,"EmotionClassification":44.01,"ImdbClassification":73.64,"MassiveIntentClassification (en)":67.61,"MassiveScenarioClassification (en)":69.75,"MTOPDomainClassification (en)":93.96,"MTOPIntentClassification (en)":72.5,"ToxicConversationsClassification":71.54,"TweetSentimentExtractionClassification":59.4}
+{"index":215,"Rank":125,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.55,"AmazonCounterfactualClassification (en)":70.72,"AmazonPolarityClassification":83.34,"AmazonReviewsClassification (en)":40.99,"Banking77Classification":81.25,"EmotionClassification":41.66,"ImdbClassification":74.81,"MassiveIntentClassification (en)":69.8,"MassiveScenarioClassification (en)":74.54,"MTOPDomainClassification (en)":91.22,"MTOPIntentClassification (en)":69.39,"ToxicConversationsClassification":67.44,"TweetSentimentExtractionClassification":57.48}
+{"index":108,"Rank":126,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":68.23,"AmazonCounterfactualClassification (en)":76.81,"AmazonPolarityClassification":82.83,"AmazonReviewsClassification (en)":38.93,"Banking77Classification":80.34,"EmotionClassification":46.54,"ImdbClassification":74.08,"MassiveIntentClassification (en)":66.92,"MassiveScenarioClassification (en)":72.75,"MTOPDomainClassification (en)":92.73,"MTOPIntentClassification (en)":65.18,"ToxicConversationsClassification":64.93,"TweetSentimentExtractionClassification":56.73}
+{"index":91,"Rank":127,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":68.13,"AmazonCounterfactualClassification (en)":69.22,"AmazonPolarityClassification":71.26,"AmazonReviewsClassification (en)":39.19,"Banking77Classification":84.49,"EmotionClassification":49.66,"ImdbClassification":66.64,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":72.42,"ToxicConversationsClassification":67.71,"TweetSentimentExtractionClassification":56.85}
+{"index":84,"Rank":128,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":68.13,"AmazonCounterfactualClassification (en)":71.84,"AmazonPolarityClassification":80.04,"AmazonReviewsClassification (en)":39.75,"Banking77Classification":80.92,"EmotionClassification":44.88,"ImdbClassification":71.96,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":74.16,"MTOPDomainClassification (en)":90.87,"MTOPIntentClassification (en)":68.53,"ToxicConversationsClassification":66.04,"TweetSentimentExtractionClassification":59.43}
+{"index":181,"Rank":129,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.04,"AmazonCounterfactualClassification (en)":72.36,"AmazonPolarityClassification":83.81,"AmazonReviewsClassification (en)":38.97,"Banking77Classification":80.97,"EmotionClassification":44.77,"ImdbClassification":72.21,"MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":89.93,"MTOPIntentClassification (en)":66.56,"ToxicConversationsClassification":67.96,"TweetSentimentExtractionClassification":59.6}
+{"index":114,"Rank":130,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":68.04,"AmazonCounterfactualClassification (en)":67.76,"AmazonPolarityClassification":79.75,"AmazonReviewsClassification (en)":37.45,"Banking77Classification":81.17,"EmotionClassification":44.53,"ImdbClassification":76.46,"MassiveIntentClassification (en)":68.58,"MassiveScenarioClassification (en)":73.92,"MTOPDomainClassification (en)":90.67,"MTOPIntentClassification (en)":68.29,"ToxicConversationsClassification":70.23,"TweetSentimentExtractionClassification":57.64}
+{"index":109,"Rank":131,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
+{"index":287,"Rank":132,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
+{"index":187,"Rank":133,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
+{"index":66,"Rank":134,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
+{"index":138,"Rank":135,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
+{"index":274,"Rank":136,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.9,"AmazonCounterfactualClassification (en)":76.19,"AmazonPolarityClassification":69.63,"AmazonReviewsClassification (en)":35.53,"Banking77Classification":78.13,"EmotionClassification":45.48,"ImdbClassification":64.06,"MassiveIntentClassification (en)":71.69,"MassiveScenarioClassification (en)":77.2,"MTOPDomainClassification (en)":92.94,"MTOPIntentClassification (en)":74.43,"ToxicConversationsClassification":70.17,"TweetSentimentExtractionClassification":59.31}
+{"index":76,"Rank":137,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.9,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":78.79,"AmazonReviewsClassification (en)":39.31,"Banking77Classification":80.58,"EmotionClassification":44.79,"ImdbClassification":71.53,"MassiveIntentClassification (en)":68.84,"MassiveScenarioClassification (en)":73.75,"MTOPDomainClassification (en)":90.79,"MTOPIntentClassification (en)":68.72,"ToxicConversationsClassification":66.29,"TweetSentimentExtractionClassification":59.49}
+{"index":126,"Rank":138,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":67.8,"AmazonCounterfactualClassification (en)":68.75,"AmazonPolarityClassification":81.3,"AmazonReviewsClassification (en)":38.57,"Banking77Classification":79.98,"EmotionClassification":40.09,"ImdbClassification":80.09,"MassiveIntentClassification (en)":67.58,"MassiveScenarioClassification (en)":73.47,"MTOPDomainClassification (en)":90.36,"MTOPIntentClassification (en)":66.45,"ToxicConversationsClassification":69.34,"TweetSentimentExtractionClassification":57.6}
+{"index":79,"Rank":139,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":67.77,"AmazonCounterfactualClassification (en)":73.18,"AmazonPolarityClassification":79.99,"AmazonReviewsClassification (en)":39.66,"Banking77Classification":77.95,"EmotionClassification":44.38,"ImdbClassification":73.02,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":72.36,"MTOPDomainClassification (en)":89.87,"MTOPIntentClassification (en)":71.03,"ToxicConversationsClassification":64.41,"TweetSentimentExtractionClassification":59.66}
+{"index":64,"Rank":140,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.77,"AmazonCounterfactualClassification (en)":74.28,"AmazonPolarityClassification":82.2,"AmazonReviewsClassification (en)":40.22,"Banking77Classification":80.31,"EmotionClassification":40.81,"ImdbClassification":73.7,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":89.73,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":62.52,"TweetSentimentExtractionClassification":59.6}
+{"index":185,"Rank":141,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":67.76,"AmazonCounterfactualClassification (en)":68.93,"AmazonPolarityClassification":69.14,"AmazonReviewsClassification (en)":31.38,"Banking77Classification":85.34,"EmotionClassification":45.84,"ImdbClassification":66.42,"MassiveIntentClassification (en)":72.73,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":92.83,"MTOPIntentClassification (en)":76.09,"ToxicConversationsClassification":69.13,"TweetSentimentExtractionClassification":58.16}
+{"index":75,"Rank":142,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.67,"AmazonCounterfactualClassification (en)":72.93,"AmazonPolarityClassification":74.28,"AmazonReviewsClassification (en)":36.14,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"MassiveIntentClassification (en)":69.99,"MassiveScenarioClassification (en)":75.15,"MTOPDomainClassification (en)":91.24,"MTOPIntentClassification (en)":74.08,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
{"index":83,"Rank":143,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
-{"index":254,"Rank":144,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.46,"AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.52,"Banking77Classification":81.1,"EmotionClassification":45.85,"ImdbClassification":64.58,"MassiveIntentClassification (en)":69.32,"MassiveScenarioClassification (en)":75.35,"MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":65.56,"TweetSentimentExtractionClassification":59.04}
-{"index":250,"Rank":145,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.41,"AmazonCounterfactualClassification (en)":67.3,"AmazonPolarityClassification":75.05,"AmazonReviewsClassification (en)":37.3,"Banking77Classification":82.32,"EmotionClassification":43.19,"ImdbClassification":70.8,"MassiveIntentClassification (en)":70.61,"MassiveScenarioClassification (en)":77.77,"MTOPDomainClassification (en)":93.84,"MTOPIntentClassification (en)":67.71,"ToxicConversationsClassification":68.48,"TweetSentimentExtractionClassification":54.54}
-{"index":229,"Rank":146,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":67.32,"AmazonCounterfactualClassification (en)":75.75,"AmazonPolarityClassification":82.47,"AmazonReviewsClassification (en)":39.6,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"MassiveIntentClassification (en)":65.95,"MassiveScenarioClassification (en)":70.78,"MTOPDomainClassification (en)":84.29,"MTOPIntentClassification (en)":63.14,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
-{"index":49,"Rank":147,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":67.3,"AmazonCounterfactualClassification (en)":69.73,"AmazonPolarityClassification":86.9,"AmazonReviewsClassification (en)":44.05,"Banking77Classification":75.41,"EmotionClassification":41.99,"ImdbClassification":79.54,"MassiveIntentClassification (en)":63.34,"MassiveScenarioClassification (en)":72.37,"MTOPDomainClassification (en)":89.67,"MTOPIntentClassification (en)":60.28,"ToxicConversationsClassification":67.94,"TweetSentimentExtractionClassification":56.41}
-{"index":248,"Rank":148,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":67.14,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":73.92,"AmazonReviewsClassification (en)":37.21,"Banking77Classification":81.21,"EmotionClassification":46.33,"ImdbClassification":70.86,"MassiveIntentClassification (en)":70.06,"MassiveScenarioClassification (en)":75.49,"MTOPDomainClassification (en)":94.01,"MTOPIntentClassification (en)":63.86,"ToxicConversationsClassification":68.65,"TweetSentimentExtractionClassification":54.09}
-{"index":90,"Rank":149,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":67.13,"AmazonCounterfactualClassification (en)":67.57,"AmazonPolarityClassification":71.44,"AmazonReviewsClassification (en)":35.75,"Banking77Classification":83.22,"EmotionClassification":49.21,"ImdbClassification":63.53,"MassiveIntentClassification (en)":69.01,"MassiveScenarioClassification (en)":75.9,"MTOPDomainClassification (en)":92.56,"MTOPIntentClassification (en)":71.85,"ToxicConversationsClassification":68.84,"TweetSentimentExtractionClassification":56.69}
-{"index":249,"Rank":150,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":67.11,"AmazonCounterfactualClassification (en)":68.6,"AmazonPolarityClassification":74.58,"AmazonReviewsClassification (en)":38.2,"Banking77Classification":82.22,"EmotionClassification":45.54,"ImdbClassification":68.15,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.94,"MTOPDomainClassification (en)":93.6,"MTOPIntentClassification (en)":65.93,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":54.77}
-{"index":107,"Rank":151,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
-{"index":286,"Rank":152,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
-{"index":176,"Rank":153,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.03,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":88.61,"AmazonReviewsClassification (en)":45.75,"Banking77Classification":70.44,"EmotionClassification":42.86,"ImdbClassification":79.57,"MassiveIntentClassification (en)":63.87,"MassiveScenarioClassification (en)":69.28,"MTOPDomainClassification (en)":88.99,"MTOPIntentClassification (en)":56.69,"ToxicConversationsClassification":63.59,"TweetSentimentExtractionClassification":62.79}
-{"index":147,"Rank":154,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.95,"AmazonCounterfactualClassification (en)":67.06,"AmazonPolarityClassification":70.41,"AmazonReviewsClassification (en)":33.21,"Banking77Classification":82.73,"EmotionClassification":43.47,"ImdbClassification":67.3,"MassiveIntentClassification (en)":71.77,"MassiveScenarioClassification (en)":77.85,"MTOPDomainClassification (en)":91.82,"MTOPIntentClassification (en)":74.7,"ToxicConversationsClassification":67.48,"TweetSentimentExtractionClassification":55.62}
-{"index":224,"Rank":155,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.68,"AmazonCounterfactualClassification (en)":72.19,"AmazonPolarityClassification":68.63,"AmazonReviewsClassification (en)":37.42,"Banking77Classification":80.02,"EmotionClassification":44.77,"ImdbClassification":67.04,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":76.0,"MTOPDomainClassification (en)":93.18,"MTOPIntentClassification (en)":69.31,"ToxicConversationsClassification":67.77,"TweetSentimentExtractionClassification":56.1}
-{"index":87,"Rank":156,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":66.52,"AmazonCounterfactualClassification (en)":65.21,"AmazonPolarityClassification":73.21,"AmazonReviewsClassification (en)":34.96,"Banking77Classification":82.06,"EmotionClassification":46.39,"ImdbClassification":64.05,"MassiveIntentClassification (en)":68.65,"MassiveScenarioClassification (en)":76.04,"MTOPDomainClassification (en)":92.08,"MTOPIntentClassification (en)":71.19,"ToxicConversationsClassification":68.73,"TweetSentimentExtractionClassification":55.67}
-{"index":222,"Rank":157,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":66.48,"AmazonCounterfactualClassification (en)":66.85,"AmazonPolarityClassification":85.92,"AmazonReviewsClassification (en)":41.02,"Banking77Classification":80.63,"EmotionClassification":40.55,"ImdbClassification":76.6,"MassiveIntentClassification (en)":64.95,"MassiveScenarioClassification (en)":70.38,"MTOPDomainClassification (en)":86.31,"MTOPIntentClassification (en)":62.77,"ToxicConversationsClassification":66.53,"TweetSentimentExtractionClassification":55.23}
-{"index":113,"Rank":158,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":66.35,"AmazonCounterfactualClassification (en)":66.27,"AmazonPolarityClassification":75.37,"AmazonReviewsClassification (en)":35.81,"Banking77Classification":80.58,"EmotionClassification":42.47,"ImdbClassification":70.7,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":90.25,"MTOPIntentClassification (en)":67.95,"ToxicConversationsClassification":69.21,"TweetSentimentExtractionClassification":56.71}
-{"index":134,"Rank":159,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":66.19,"AmazonCounterfactualClassification (en)":68.06,"AmazonPolarityClassification":68.97,"AmazonReviewsClassification (en)":33.86,"Banking77Classification":84.33,"EmotionClassification":44.87,"ImdbClassification":61.77,"MassiveIntentClassification (en)":69.67,"MassiveScenarioClassification (en)":75.34,"MTOPDomainClassification (en)":93.68,"MTOPIntentClassification (en)":71.34,"ToxicConversationsClassification":66.55,"TweetSentimentExtractionClassification":55.85}
-{"index":184,"Rank":160,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.07,"AmazonCounterfactualClassification (en)":66.73,"AmazonPolarityClassification":67.61,"AmazonReviewsClassification (en)":31.18,"Banking77Classification":84.06,"EmotionClassification":44.68,"ImdbClassification":63.87,"MassiveIntentClassification (en)":71.09,"MassiveScenarioClassification (en)":76.25,"MTOPDomainClassification (en)":91.53,"MTOPIntentClassification (en)":72.83,"ToxicConversationsClassification":66.15,"TweetSentimentExtractionClassification":56.85}
-{"index":265,"Rank":161,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":66.01,"AmazonCounterfactualClassification (en)":77.94,"AmazonPolarityClassification":76.0,"AmazonReviewsClassification (en)":37.18,"Banking77Classification":75.5,"EmotionClassification":45.21,"ImdbClassification":68.85,"MassiveIntentClassification (en)":66.32,"MassiveScenarioClassification (en)":70.62,"MTOPDomainClassification (en)":85.38,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":67.08,"TweetSentimentExtractionClassification":57.57}
-{"index":308,"Rank":162,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.94,"AmazonCounterfactualClassification (en)":74.16,"AmazonPolarityClassification":61.91,"AmazonReviewsClassification (en)":32.06,"Banking77Classification":82.05,"EmotionClassification":46.65,"ImdbClassification":65.02,"MassiveIntentClassification (en)":68.48,"MassiveScenarioClassification (en)":74.98,"MTOPDomainClassification (en)":93.17,"MTOPIntentClassification (en)":71.1,"ToxicConversationsClassification":68.15,"TweetSentimentExtractionClassification":53.57}
-{"index":276,"Rank":163,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.78,"AmazonCounterfactualClassification (en)":70.81,"AmazonPolarityClassification":67.05,"AmazonReviewsClassification (en)":35.85,"Banking77Classification":74.67,"EmotionClassification":42.31,"ImdbClassification":63.69,"MassiveIntentClassification (en)":69.05,"MassiveScenarioClassification (en)":75.8,"MTOPDomainClassification (en)":92.48,"MTOPIntentClassification (en)":70.27,"ToxicConversationsClassification":68.22,"TweetSentimentExtractionClassification":59.19}
-{"index":80,"Rank":164,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":65.72,"AmazonCounterfactualClassification (en)":70.4,"AmazonPolarityClassification":82.04,"AmazonReviewsClassification (en)":42.41,"Banking77Classification":71.07,"EmotionClassification":46.78,"ImdbClassification":74.6,"MassiveIntentClassification (en)":62.27,"MassiveScenarioClassification (en)":68.22,"MTOPDomainClassification (en)":88.24,"MTOPIntentClassification (en)":54.94,"ToxicConversationsClassification":65.15,"TweetSentimentExtractionClassification":62.54}
-{"index":111,"Rank":165,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
-{"index":290,"Rank":166,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
-{"index":247,"Rank":167,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.25,"AmazonCounterfactualClassification (en)":69.33,"AmazonPolarityClassification":67.82,"AmazonReviewsClassification (en)":38.48,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"MassiveIntentClassification (en)":67.05,"MassiveScenarioClassification (en)":75.4,"MTOPDomainClassification (en)":92.42,"MTOPIntentClassification (en)":62.44,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
-{"index":242,"Rank":168,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.03,"AmazonCounterfactualClassification (en)":65.03,"AmazonPolarityClassification":67.14,"AmazonReviewsClassification (en)":31.44,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"MassiveIntentClassification (en)":69.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.89,"MTOPIntentClassification (en)":68.27,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
-{"index":78,"Rank":169,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":64.86,"AmazonCounterfactualClassification (en)":69.6,"AmazonPolarityClassification":82.09,"AmazonReviewsClassification (en)":41.94,"Banking77Classification":67.13,"EmotionClassification":45.79,"ImdbClassification":74.95,"MassiveIntentClassification (en)":61.52,"MassiveScenarioClassification (en)":67.04,"MTOPDomainClassification (en)":87.27,"MTOPIntentClassification (en)":54.66,"ToxicConversationsClassification":64.47,"TweetSentimentExtractionClassification":61.8}
-{"index":67,"Rank":170,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.85,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":70.19,"AmazonReviewsClassification (en)":34.29,"Banking77Classification":75.89,"EmotionClassification":40.26,"ImdbClassification":61.14,"MassiveIntentClassification (en)":65.6,"MassiveScenarioClassification (en)":70.37,"MTOPDomainClassification (en)":87.22,"MTOPIntentClassification (en)":69.45,"ToxicConversationsClassification":70.26,"TweetSentimentExtractionClassification":54.49}
-{"index":251,"Rank":171,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.71,"AmazonCounterfactualClassification (en)":64.06,"AmazonPolarityClassification":66.88,"AmazonReviewsClassification (en)":34.85,"Banking77Classification":82.35,"EmotionClassification":41.91,"ImdbClassification":60.17,"MassiveIntentClassification (en)":70.4,"MassiveScenarioClassification (en)":73.73,"MTOPDomainClassification (en)":91.34,"MTOPIntentClassification (en)":71.07,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":55.74}
-{"index":246,"Rank":172,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":64.67,"AmazonCounterfactualClassification (en)":71.81,"AmazonPolarityClassification":68.0,"AmazonReviewsClassification (en)":35.45,"Banking77Classification":71.48,"EmotionClassification":40.04,"ImdbClassification":61.52,"MassiveIntentClassification (en)":66.71,"MassiveScenarioClassification (en)":74.0,"MTOPDomainClassification (en)":91.59,"MTOPIntentClassification (en)":66.4,"ToxicConversationsClassification":69.09,"TweetSentimentExtractionClassification":59.97}
-{"index":86,"Rank":173,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":64.56,"AmazonCounterfactualClassification (en)":69.57,"AmazonPolarityClassification":74.74,"AmazonReviewsClassification (en)":35.36,"Banking77Classification":77.51,"EmotionClassification":39.09,"ImdbClassification":67.87,"MassiveIntentClassification (en)":65.15,"MassiveScenarioClassification (en)":70.75,"MTOPDomainClassification (en)":89.98,"MTOPIntentClassification (en)":66.43,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":54.26}
-{"index":273,"Rank":174,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.45,"AmazonCounterfactualClassification (en)":70.67,"AmazonPolarityClassification":67.73,"AmazonReviewsClassification (en)":32.62,"Banking77Classification":74.12,"EmotionClassification":38.64,"ImdbClassification":68.43,"MassiveIntentClassification (en)":67.23,"MassiveScenarioClassification (en)":72.79,"MTOPDomainClassification (en)":90.12,"MTOPIntentClassification (en)":65.0,"ToxicConversationsClassification":68.99,"TweetSentimentExtractionClassification":57.01}
-{"index":253,"Rank":175,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.31,"AmazonCounterfactualClassification (en)":71.57,"AmazonPolarityClassification":69.21,"AmazonReviewsClassification (en)":35.11,"Banking77Classification":79.77,"EmotionClassification":42.37,"ImdbClassification":60.46,"MassiveIntentClassification (en)":66.89,"MassiveScenarioClassification (en)":71.54,"MTOPDomainClassification (en)":87.06,"MTOPIntentClassification (en)":65.52,"ToxicConversationsClassification":66.07,"TweetSentimentExtractionClassification":56.12}
-{"index":205,"Rank":176,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.67,"AmazonCounterfactualClassification (en)":61.99,"AmazonPolarityClassification":64.75,"AmazonReviewsClassification (en)":29.79,"Banking77Classification":82.92,"EmotionClassification":40.56,"ImdbClassification":61.71,"MassiveIntentClassification (en)":68.72,"MassiveScenarioClassification (en)":74.39,"MTOPDomainClassification (en)":91.45,"MTOPIntentClassification (en)":70.03,"ToxicConversationsClassification":65.33,"TweetSentimentExtractionClassification":52.41}
-{"index":85,"Rank":177,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":63.54,"AmazonCounterfactualClassification (en)":66.84,"AmazonPolarityClassification":70.48,"AmazonReviewsClassification (en)":33.65,"Banking77Classification":78.04,"EmotionClassification":39.18,"ImdbClassification":65.14,"MassiveIntentClassification (en)":65.32,"MassiveScenarioClassification (en)":70.51,"MTOPDomainClassification (en)":89.27,"MTOPIntentClassification (en)":65.36,"ToxicConversationsClassification":63.92,"TweetSentimentExtractionClassification":54.8}
-{"index":275,"Rank":178,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":69.84,"AmazonPolarityClassification":65.24,"AmazonReviewsClassification (en)":33.95,"Banking77Classification":72.79,"EmotionClassification":35.6,"ImdbClassification":66.32,"MassiveIntentClassification (en)":66.12,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":90.4,"MTOPIntentClassification (en)":62.28,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":57.24}
-{"index":156,"Rank":179,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":81.49,"AmazonPolarityClassification":62.73,"AmazonReviewsClassification (en)":31.55,"Banking77Classification":73.5,"EmotionClassification":38.29,"ImdbClassification":55.75,"MassiveIntentClassification (en)":64.37,"MassiveScenarioClassification (en)":69.05,"MTOPDomainClassification (en)":89.92,"MTOPIntentClassification (en)":70.85,"ToxicConversationsClassification":67.28,"TweetSentimentExtractionClassification":56.23}
-{"index":240,"Rank":180,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":63.21,"AmazonCounterfactualClassification (en)":65.28,"AmazonPolarityClassification":62.98,"AmazonReviewsClassification (en)":30.79,"Banking77Classification":80.4,"EmotionClassification":41.17,"ImdbClassification":59.76,"MassiveIntentClassification (en)":67.15,"MassiveScenarioClassification (en)":74.58,"MTOPDomainClassification (en)":91.9,"MTOPIntentClassification (en)":62.84,"ToxicConversationsClassification":67.47,"TweetSentimentExtractionClassification":54.25}
-{"index":272,"Rank":181,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.05,"AmazonCounterfactualClassification (en)":65.69,"AmazonPolarityClassification":67.01,"AmazonReviewsClassification (en)":33.23,"Banking77Classification":72.47,"EmotionClassification":46.51,"ImdbClassification":68.33,"MassiveIntentClassification (en)":62.09,"MassiveScenarioClassification (en)":71.3,"MTOPDomainClassification (en)":87.56,"MTOPIntentClassification (en)":55.54,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":55.77}
-{"index":112,"Rank":182,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":62.94,"AmazonCounterfactualClassification (en)":65.09,"AmazonPolarityClassification":70.04,"AmazonReviewsClassification (en)":35.34,"Banking77Classification":76.37,"EmotionClassification":41.84,"ImdbClassification":62.8,"MassiveIntentClassification (en)":63.51,"MassiveScenarioClassification (en)":71.01,"MTOPDomainClassification (en)":90.8,"MTOPIntentClassification (en)":58.01,"ToxicConversationsClassification":64.31,"TweetSentimentExtractionClassification":56.19}
-{"index":81,"Rank":183,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":62.81,"AmazonCounterfactualClassification (en)":68.82,"AmazonPolarityClassification":77.12,"AmazonReviewsClassification (en)":40.94,"Banking77Classification":69.56,"EmotionClassification":46.22,"ImdbClassification":62.17,"MassiveIntentClassification (en)":59.03,"MassiveScenarioClassification (en)":66.59,"MTOPDomainClassification (en)":86.69,"MTOPIntentClassification (en)":49.7,"ToxicConversationsClassification":66.1,"TweetSentimentExtractionClassification":60.78}
-{"index":239,"Rank":184,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":62.71,"AmazonCounterfactualClassification (en)":75.93,"AmazonPolarityClassification":68.95,"AmazonReviewsClassification (en)":35.8,"Banking77Classification":69.85,"EmotionClassification":37.22,"ImdbClassification":62.04,"MassiveIntentClassification (en)":61.46,"MassiveScenarioClassification (en)":66.41,"MTOPDomainClassification (en)":86.06,"MTOPIntentClassification (en)":63.03,"ToxicConversationsClassification":66.9,"TweetSentimentExtractionClassification":58.82}
-{"index":241,"Rank":185,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":62.62,"AmazonCounterfactualClassification (en)":63.64,"AmazonPolarityClassification":64.26,"AmazonReviewsClassification (en)":30.85,"Banking77Classification":80.04,"EmotionClassification":40.83,"ImdbClassification":61.76,"MassiveIntentClassification (en)":66.94,"MassiveScenarioClassification (en)":73.81,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":61.55,"ToxicConversationsClassification":62.09,"TweetSentimentExtractionClassification":54.04}
-{"index":230,"Rank":186,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":62.5,"AmazonCounterfactualClassification (en)":67.09,"AmazonPolarityClassification":74.48,"AmazonReviewsClassification (en)":33.85,"Banking77Classification":73.55,"EmotionClassification":42.22,"ImdbClassification":69.63,"MassiveIntentClassification (en)":59.84,"MassiveScenarioClassification (en)":66.25,"MTOPDomainClassification (en)":81.71,"MTOPIntentClassification (en)":59.23,"ToxicConversationsClassification":68.82,"TweetSentimentExtractionClassification":53.36}
-{"index":261,"Rank":187,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.23,"AmazonCounterfactualClassification (en)":70.97,"AmazonPolarityClassification":66.1,"AmazonReviewsClassification (en)":33.13,"Banking77Classification":78.08,"EmotionClassification":43.35,"ImdbClassification":59.35,"MassiveIntentClassification (en)":63.83,"MassiveScenarioClassification (en)":66.96,"MTOPDomainClassification (en)":81.05,"MTOPIntentClassification (en)":62.79,"ToxicConversationsClassification":65.97,"TweetSentimentExtractionClassification":55.22}
-{"index":151,"Rank":188,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":61.67,"AmazonCounterfactualClassification (en)":61.79,"AmazonPolarityClassification":62.36,"AmazonReviewsClassification (en)":29.59,"Banking77Classification":78.6,"EmotionClassification":39.6,"ImdbClassification":61.22,"MassiveIntentClassification (en)":66.78,"MassiveScenarioClassification (en)":73.78,"MTOPDomainClassification (en)":89.97,"MTOPIntentClassification (en)":59.57,"ToxicConversationsClassification":65.12,"TweetSentimentExtractionClassification":51.63}
-{"index":133,"Rank":189,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.66,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":71.33,"AmazonReviewsClassification (en)":33.56,"Banking77Classification":63.41,"EmotionClassification":35.28,"ImdbClassification":65.35,"MassiveIntentClassification (en)":59.88,"MassiveScenarioClassification (en)":64.28,"MTOPDomainClassification (en)":82.63,"MTOPIntentClassification (en)":68.14,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":51.81}
-{"index":89,"Rank":190,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":61.46,"AmazonCounterfactualClassification (en)":65.88,"AmazonPolarityClassification":74.94,"AmazonReviewsClassification (en)":35.1,"Banking77Classification":74.68,"EmotionClassification":42.23,"ImdbClassification":62.9,"MassiveIntentClassification (en)":58.08,"MassiveScenarioClassification (en)":66.34,"MTOPDomainClassification (en)":81.52,"MTOPIntentClassification (en)":58.24,"ToxicConversationsClassification":62.79,"TweetSentimentExtractionClassification":54.82}
-{"index":144,"Rank":191,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":61.44,"AmazonCounterfactualClassification (en)":64.87,"AmazonPolarityClassification":65.17,"AmazonReviewsClassification (en)":31.02,"Banking77Classification":74.12,"EmotionClassification":36.71,"ImdbClassification":66.9,"MassiveIntentClassification (en)":61.95,"MassiveScenarioClassification (en)":70.2,"MTOPDomainClassification (en)":89.13,"MTOPIntentClassification (en)":62.62,"ToxicConversationsClassification":63.57,"TweetSentimentExtractionClassification":51.04}
-{"index":271,"Rank":192,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.37,"AmazonCounterfactualClassification (en)":76.09,"AmazonPolarityClassification":64.51,"AmazonReviewsClassification (en)":32.07,"Banking77Classification":70.88,"EmotionClassification":32.77,"ImdbClassification":62.15,"MassiveIntentClassification (en)":61.44,"MassiveScenarioClassification (en)":66.07,"MTOPDomainClassification (en)":85.0,"MTOPIntentClassification (en)":68.76,"ToxicConversationsClassification":67.81,"TweetSentimentExtractionClassification":48.92}
-{"index":270,"Rank":193,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.16,"AmazonCounterfactualClassification (en)":77.18,"AmazonPolarityClassification":65.32,"AmazonReviewsClassification (en)":33.12,"Banking77Classification":66.53,"EmotionClassification":32.64,"ImdbClassification":62.49,"MassiveIntentClassification (en)":58.75,"MassiveScenarioClassification (en)":67.17,"MTOPDomainClassification (en)":87.93,"MTOPIntentClassification (en)":62.35,"ToxicConversationsClassification":69.05,"TweetSentimentExtractionClassification":51.33}
-{"index":88,"Rank":194,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":60.72,"AmazonCounterfactualClassification (en)":61.24,"AmazonPolarityClassification":65.4,"AmazonReviewsClassification (en)":31.17,"Banking77Classification":77.7,"EmotionClassification":39.08,"ImdbClassification":58.67,"MassiveIntentClassification (en)":61.41,"MassiveScenarioClassification (en)":69.74,"MTOPDomainClassification (en)":86.96,"MTOPIntentClassification (en)":62.25,"ToxicConversationsClassification":62.66,"TweetSentimentExtractionClassification":52.41}
-{"index":186,"Rank":195,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":60.56,"AmazonCounterfactualClassification (en)":64.82,"AmazonPolarityClassification":64.28,"AmazonReviewsClassification (en)":30.62,"Banking77Classification":74.64,"EmotionClassification":36.08,"ImdbClassification":58.71,"MassiveIntentClassification (en)":64.67,"MassiveScenarioClassification (en)":71.79,"MTOPDomainClassification (en)":88.82,"MTOPIntentClassification (en)":58.61,"ToxicConversationsClassification":59.44,"TweetSentimentExtractionClassification":54.26}
-{"index":245,"Rank":196,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":57.65,"AmazonCounterfactualClassification (en)":60.54,"AmazonPolarityClassification":59.59,"AmazonReviewsClassification (en)":31.01,"Banking77Classification":67.05,"EmotionClassification":33.18,"ImdbClassification":63.98,"MassiveIntentClassification (en)":57.21,"MassiveScenarioClassification (en)":66.11,"MTOPDomainClassification (en)":78.57,"MTOPIntentClassification (en)":57.07,"ToxicConversationsClassification":67.76,"TweetSentimentExtractionClassification":49.68}
-{"index":244,"Rank":197,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":57.29,"AmazonCounterfactualClassification (en)":56.91,"AmazonPolarityClassification":60.32,"AmazonReviewsClassification (en)":29.67,"Banking77Classification":67.69,"EmotionClassification":36.93,"ImdbClassification":62.57,"MassiveIntentClassification (en)":56.19,"MassiveScenarioClassification (en)":66.03,"MTOPDomainClassification (en)":79.11,"MTOPIntentClassification (en)":55.85,"ToxicConversationsClassification":65.4,"TweetSentimentExtractionClassification":50.8}
-{"index":11,"Rank":198,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.18,"AmazonCounterfactualClassification (en)":76.84,"AmazonPolarityClassification":61.01,"AmazonReviewsClassification (en)":28.71,"Banking77Classification":57.76,"EmotionClassification":24.83,"ImdbClassification":57.58,"MassiveIntentClassification (en)":47.91,"MassiveScenarioClassification (en)":55.92,"MTOPDomainClassification (en)":75.36,"MTOPIntentClassification (en)":49.47,"ToxicConversationsClassification":54.05,"TweetSentimentExtractionClassification":48.73}
-{"index":243,"Rank":199,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":52.37,"AmazonCounterfactualClassification (en)":58.7,"AmazonPolarityClassification":57.77,"AmazonReviewsClassification (en)":26.26,"Banking77Classification":66.66,"EmotionClassification":24.82,"ImdbClassification":56.35,"MassiveIntentClassification (en)":51.73,"MassiveScenarioClassification (en)":58.58,"MTOPDomainClassification (en)":74.53,"MTOPIntentClassification (en)":50.05,"ToxicConversationsClassification":57.44,"TweetSentimentExtractionClassification":45.52}
-{"index":269,"Rank":200,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":41.73,"AmazonCounterfactualClassification (en)":50.81,"AmazonPolarityClassification":52.57,"AmazonReviewsClassification (en)":22.63,"Banking77Classification":36.43,"EmotionClassification":22.75,"ImdbClassification":50.76,"MassiveIntentClassification (en)":34.33,"MassiveScenarioClassification (en)":44.13,"MTOPDomainClassification (en)":61.03,"MTOPIntentClassification (en)":29.68,"ToxicConversationsClassification":54.93,"TweetSentimentExtractionClassification":40.75}
-{"index":2,"Rank":201,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":61.85,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":83.21,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":32,"Rank":212,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":69.91,"AmazonPolarityClassification":72.95,"AmazonReviewsClassification (en)":"","Banking77Classification":64.12,"EmotionClassification":31.51,"ImdbClassification":65.17,"MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":68.76,"MTOPDomainClassification (en)":81.21,"MTOPIntentClassification (en)":51.56,"ToxicConversationsClassification":65.65,"TweetSentimentExtractionClassification":57.41}
-{"index":33,"Rank":213,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":53.41,"MassiveScenarioClassification (en)":61.78,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":34,"Rank":214,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":54.76,"MassiveScenarioClassification (en)":63.42,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":42,"Rank":218,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":57.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.59,"Banking77Classification":73.42,"EmotionClassification":33.62,"ImdbClassification":56.17,"MassiveIntentClassification (en)":62.96,"MassiveScenarioClassification (en)":71.47,"MTOPDomainClassification (en)":87.07,"MTOPIntentClassification (en)":61.96,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":49.34}
-{"index":56,"Rank":229,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Average":"","AmazonCounterfactualClassification (en)":67.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":34.9,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":105,"Rank":240,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28}
-{"index":106,"Rank":241,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""}
-{"index":110,"Rank":242,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":119,"Rank":245,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.79,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":137,"Rank":250,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonCounterfactualClassification (en)":61.46,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.3,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":67.94,"MassiveScenarioClassification (en)":73.91,"MTOPDomainClassification (en)":91.97,"MTOPIntentClassification (en)":63.3,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":140,"Rank":251,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":209,"Rank":274,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":212,"Rank":275,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":75.54,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":260,"Rank":287,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":68.36,"AmazonReviewsClassification (en)":"","Banking77Classification":59.86,"EmotionClassification":29.5,"ImdbClassification":58.36,"MassiveIntentClassification (en)":50.16,"MassiveScenarioClassification (en)":61.29,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":57.77,"TweetSentimentExtractionClassification":55.3}
-{"index":278,"Rank":290,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":80.3,"AmazonReviewsClassification (en)":"","Banking77Classification":85.19,"EmotionClassification":48.22,"ImdbClassification":69.87,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":75.01,"TweetSentimentExtractionClassification":61.8}
-{"index":279,"Rank":291,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":0.86,"AmazonReviewsClassification (en)":"","Banking77Classification":0.81,"EmotionClassification":0.48,"ImdbClassification":0.74,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":0.69,"TweetSentimentExtractionClassification":0.61}
-{"index":284,"Rank":295,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":76.66,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.43,"Banking77Classification":73.74,"EmotionClassification":47.44,"ImdbClassification":79.55,"MassiveIntentClassification (en)":65.61,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":58.11,"ToxicConversationsClassification":63.53,"TweetSentimentExtractionClassification":61.77}
-{"index":285,"Rank":296,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":288,"Rank":297,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":289,"Rank":298,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":82,"Rank":144,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
+{"index":254,"Rank":145,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.46,"AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.52,"Banking77Classification":81.1,"EmotionClassification":45.85,"ImdbClassification":64.58,"MassiveIntentClassification (en)":69.32,"MassiveScenarioClassification (en)":75.35,"MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":65.56,"TweetSentimentExtractionClassification":59.04}
+{"index":250,"Rank":146,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.41,"AmazonCounterfactualClassification (en)":67.3,"AmazonPolarityClassification":75.05,"AmazonReviewsClassification (en)":37.3,"Banking77Classification":82.32,"EmotionClassification":43.19,"ImdbClassification":70.8,"MassiveIntentClassification (en)":70.61,"MassiveScenarioClassification (en)":77.77,"MTOPDomainClassification (en)":93.84,"MTOPIntentClassification (en)":67.71,"ToxicConversationsClassification":68.48,"TweetSentimentExtractionClassification":54.54}
+{"index":229,"Rank":147,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":67.32,"AmazonCounterfactualClassification (en)":75.75,"AmazonPolarityClassification":82.47,"AmazonReviewsClassification (en)":39.6,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"MassiveIntentClassification (en)":65.95,"MassiveScenarioClassification (en)":70.78,"MTOPDomainClassification (en)":84.29,"MTOPIntentClassification (en)":63.14,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
+{"index":49,"Rank":148,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":67.3,"AmazonCounterfactualClassification (en)":69.73,"AmazonPolarityClassification":86.9,"AmazonReviewsClassification (en)":44.05,"Banking77Classification":75.41,"EmotionClassification":41.99,"ImdbClassification":79.54,"MassiveIntentClassification (en)":63.34,"MassiveScenarioClassification (en)":72.37,"MTOPDomainClassification (en)":89.67,"MTOPIntentClassification (en)":60.28,"ToxicConversationsClassification":67.94,"TweetSentimentExtractionClassification":56.41}
+{"index":248,"Rank":149,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":67.14,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":73.92,"AmazonReviewsClassification (en)":37.21,"Banking77Classification":81.21,"EmotionClassification":46.33,"ImdbClassification":70.86,"MassiveIntentClassification (en)":70.06,"MassiveScenarioClassification (en)":75.49,"MTOPDomainClassification (en)":94.01,"MTOPIntentClassification (en)":63.86,"ToxicConversationsClassification":68.65,"TweetSentimentExtractionClassification":54.09}
+{"index":90,"Rank":150,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":67.13,"AmazonCounterfactualClassification (en)":67.57,"AmazonPolarityClassification":71.44,"AmazonReviewsClassification (en)":35.75,"Banking77Classification":83.22,"EmotionClassification":49.21,"ImdbClassification":63.53,"MassiveIntentClassification (en)":69.01,"MassiveScenarioClassification (en)":75.9,"MTOPDomainClassification (en)":92.56,"MTOPIntentClassification (en)":71.85,"ToxicConversationsClassification":68.84,"TweetSentimentExtractionClassification":56.69}
+{"index":249,"Rank":151,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":67.11,"AmazonCounterfactualClassification (en)":68.6,"AmazonPolarityClassification":74.58,"AmazonReviewsClassification (en)":38.2,"Banking77Classification":82.22,"EmotionClassification":45.54,"ImdbClassification":68.15,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.94,"MTOPDomainClassification (en)":93.6,"MTOPIntentClassification (en)":65.93,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":54.77}
+{"index":107,"Rank":152,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
+{"index":286,"Rank":153,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
+{"index":176,"Rank":154,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.03,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":88.61,"AmazonReviewsClassification (en)":45.75,"Banking77Classification":70.44,"EmotionClassification":42.86,"ImdbClassification":79.57,"MassiveIntentClassification (en)":63.87,"MassiveScenarioClassification (en)":69.28,"MTOPDomainClassification (en)":88.99,"MTOPIntentClassification (en)":56.69,"ToxicConversationsClassification":63.59,"TweetSentimentExtractionClassification":62.79}
+{"index":147,"Rank":155,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.95,"AmazonCounterfactualClassification (en)":67.06,"AmazonPolarityClassification":70.41,"AmazonReviewsClassification (en)":33.21,"Banking77Classification":82.73,"EmotionClassification":43.47,"ImdbClassification":67.3,"MassiveIntentClassification (en)":71.77,"MassiveScenarioClassification (en)":77.85,"MTOPDomainClassification (en)":91.82,"MTOPIntentClassification (en)":74.7,"ToxicConversationsClassification":67.48,"TweetSentimentExtractionClassification":55.62}
+{"index":224,"Rank":156,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.68,"AmazonCounterfactualClassification (en)":72.19,"AmazonPolarityClassification":68.63,"AmazonReviewsClassification (en)":37.42,"Banking77Classification":80.02,"EmotionClassification":44.77,"ImdbClassification":67.04,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":76.0,"MTOPDomainClassification (en)":93.18,"MTOPIntentClassification (en)":69.31,"ToxicConversationsClassification":67.77,"TweetSentimentExtractionClassification":56.1}
+{"index":87,"Rank":157,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":66.52,"AmazonCounterfactualClassification (en)":65.21,"AmazonPolarityClassification":73.21,"AmazonReviewsClassification (en)":34.96,"Banking77Classification":82.06,"EmotionClassification":46.39,"ImdbClassification":64.05,"MassiveIntentClassification (en)":68.65,"MassiveScenarioClassification (en)":76.04,"MTOPDomainClassification (en)":92.08,"MTOPIntentClassification (en)":71.19,"ToxicConversationsClassification":68.73,"TweetSentimentExtractionClassification":55.67}
+{"index":222,"Rank":158,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":66.48,"AmazonCounterfactualClassification (en)":66.85,"AmazonPolarityClassification":85.92,"AmazonReviewsClassification (en)":41.02,"Banking77Classification":80.63,"EmotionClassification":40.55,"ImdbClassification":76.6,"MassiveIntentClassification (en)":64.95,"MassiveScenarioClassification (en)":70.38,"MTOPDomainClassification (en)":86.31,"MTOPIntentClassification (en)":62.77,"ToxicConversationsClassification":66.53,"TweetSentimentExtractionClassification":55.23}
+{"index":113,"Rank":159,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":66.35,"AmazonCounterfactualClassification (en)":66.27,"AmazonPolarityClassification":75.37,"AmazonReviewsClassification (en)":35.81,"Banking77Classification":80.58,"EmotionClassification":42.47,"ImdbClassification":70.7,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":90.25,"MTOPIntentClassification (en)":67.95,"ToxicConversationsClassification":69.21,"TweetSentimentExtractionClassification":56.71}
+{"index":134,"Rank":160,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":66.19,"AmazonCounterfactualClassification (en)":68.06,"AmazonPolarityClassification":68.97,"AmazonReviewsClassification (en)":33.86,"Banking77Classification":84.33,"EmotionClassification":44.87,"ImdbClassification":61.77,"MassiveIntentClassification (en)":69.67,"MassiveScenarioClassification (en)":75.34,"MTOPDomainClassification (en)":93.68,"MTOPIntentClassification (en)":71.34,"ToxicConversationsClassification":66.55,"TweetSentimentExtractionClassification":55.85}
+{"index":184,"Rank":161,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.07,"AmazonCounterfactualClassification (en)":66.73,"AmazonPolarityClassification":67.61,"AmazonReviewsClassification (en)":31.18,"Banking77Classification":84.06,"EmotionClassification":44.68,"ImdbClassification":63.87,"MassiveIntentClassification (en)":71.09,"MassiveScenarioClassification (en)":76.25,"MTOPDomainClassification (en)":91.53,"MTOPIntentClassification (en)":72.83,"ToxicConversationsClassification":66.15,"TweetSentimentExtractionClassification":56.85}
+{"index":265,"Rank":162,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":66.01,"AmazonCounterfactualClassification (en)":77.94,"AmazonPolarityClassification":76.0,"AmazonReviewsClassification (en)":37.18,"Banking77Classification":75.5,"EmotionClassification":45.21,"ImdbClassification":68.85,"MassiveIntentClassification (en)":66.32,"MassiveScenarioClassification (en)":70.62,"MTOPDomainClassification (en)":85.38,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":67.08,"TweetSentimentExtractionClassification":57.57}
+{"index":309,"Rank":163,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.94,"AmazonCounterfactualClassification (en)":74.16,"AmazonPolarityClassification":61.91,"AmazonReviewsClassification (en)":32.06,"Banking77Classification":82.05,"EmotionClassification":46.65,"ImdbClassification":65.02,"MassiveIntentClassification (en)":68.48,"MassiveScenarioClassification (en)":74.98,"MTOPDomainClassification (en)":93.17,"MTOPIntentClassification (en)":71.1,"ToxicConversationsClassification":68.15,"TweetSentimentExtractionClassification":53.57}
+{"index":276,"Rank":164,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.78,"AmazonCounterfactualClassification (en)":70.81,"AmazonPolarityClassification":67.05,"AmazonReviewsClassification (en)":35.85,"Banking77Classification":74.67,"EmotionClassification":42.31,"ImdbClassification":63.69,"MassiveIntentClassification (en)":69.05,"MassiveScenarioClassification (en)":75.8,"MTOPDomainClassification (en)":92.48,"MTOPIntentClassification (en)":70.27,"ToxicConversationsClassification":68.22,"TweetSentimentExtractionClassification":59.19}
+{"index":80,"Rank":165,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":65.72,"AmazonCounterfactualClassification (en)":70.4,"AmazonPolarityClassification":82.04,"AmazonReviewsClassification (en)":42.41,"Banking77Classification":71.07,"EmotionClassification":46.78,"ImdbClassification":74.6,"MassiveIntentClassification (en)":62.27,"MassiveScenarioClassification (en)":68.22,"MTOPDomainClassification (en)":88.24,"MTOPIntentClassification (en)":54.94,"ToxicConversationsClassification":65.15,"TweetSentimentExtractionClassification":62.54}
+{"index":111,"Rank":166,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
+{"index":290,"Rank":167,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
+{"index":247,"Rank":168,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.25,"AmazonCounterfactualClassification (en)":69.33,"AmazonPolarityClassification":67.82,"AmazonReviewsClassification (en)":38.48,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"MassiveIntentClassification (en)":67.05,"MassiveScenarioClassification (en)":75.4,"MTOPDomainClassification (en)":92.42,"MTOPIntentClassification (en)":62.44,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
+{"index":242,"Rank":169,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.03,"AmazonCounterfactualClassification (en)":65.03,"AmazonPolarityClassification":67.14,"AmazonReviewsClassification (en)":31.44,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"MassiveIntentClassification (en)":69.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.89,"MTOPIntentClassification (en)":68.27,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
+{"index":78,"Rank":170,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":64.86,"AmazonCounterfactualClassification (en)":69.6,"AmazonPolarityClassification":82.09,"AmazonReviewsClassification (en)":41.94,"Banking77Classification":67.13,"EmotionClassification":45.79,"ImdbClassification":74.95,"MassiveIntentClassification (en)":61.52,"MassiveScenarioClassification (en)":67.04,"MTOPDomainClassification (en)":87.27,"MTOPIntentClassification (en)":54.66,"ToxicConversationsClassification":64.47,"TweetSentimentExtractionClassification":61.8}
+{"index":67,"Rank":171,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.85,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":70.19,"AmazonReviewsClassification (en)":34.29,"Banking77Classification":75.89,"EmotionClassification":40.26,"ImdbClassification":61.14,"MassiveIntentClassification (en)":65.6,"MassiveScenarioClassification (en)":70.37,"MTOPDomainClassification (en)":87.22,"MTOPIntentClassification (en)":69.45,"ToxicConversationsClassification":70.26,"TweetSentimentExtractionClassification":54.49}
+{"index":251,"Rank":172,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.71,"AmazonCounterfactualClassification (en)":64.06,"AmazonPolarityClassification":66.88,"AmazonReviewsClassification (en)":34.85,"Banking77Classification":82.35,"EmotionClassification":41.91,"ImdbClassification":60.17,"MassiveIntentClassification (en)":70.4,"MassiveScenarioClassification (en)":73.73,"MTOPDomainClassification (en)":91.34,"MTOPIntentClassification (en)":71.07,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":55.74}
+{"index":246,"Rank":173,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":64.67,"AmazonCounterfactualClassification (en)":71.81,"AmazonPolarityClassification":68.0,"AmazonReviewsClassification (en)":35.45,"Banking77Classification":71.48,"EmotionClassification":40.04,"ImdbClassification":61.52,"MassiveIntentClassification (en)":66.71,"MassiveScenarioClassification (en)":74.0,"MTOPDomainClassification (en)":91.59,"MTOPIntentClassification (en)":66.4,"ToxicConversationsClassification":69.09,"TweetSentimentExtractionClassification":59.97}
+{"index":86,"Rank":174,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":64.56,"AmazonCounterfactualClassification (en)":69.57,"AmazonPolarityClassification":74.74,"AmazonReviewsClassification (en)":35.36,"Banking77Classification":77.51,"EmotionClassification":39.09,"ImdbClassification":67.87,"MassiveIntentClassification (en)":65.15,"MassiveScenarioClassification (en)":70.75,"MTOPDomainClassification (en)":89.98,"MTOPIntentClassification (en)":66.43,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":54.26}
+{"index":273,"Rank":175,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.45,"AmazonCounterfactualClassification (en)":70.67,"AmazonPolarityClassification":67.73,"AmazonReviewsClassification (en)":32.62,"Banking77Classification":74.12,"EmotionClassification":38.64,"ImdbClassification":68.43,"MassiveIntentClassification (en)":67.23,"MassiveScenarioClassification (en)":72.79,"MTOPDomainClassification (en)":90.12,"MTOPIntentClassification (en)":65.0,"ToxicConversationsClassification":68.99,"TweetSentimentExtractionClassification":57.01}
+{"index":253,"Rank":176,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.31,"AmazonCounterfactualClassification (en)":71.57,"AmazonPolarityClassification":69.21,"AmazonReviewsClassification (en)":35.11,"Banking77Classification":79.77,"EmotionClassification":42.37,"ImdbClassification":60.46,"MassiveIntentClassification (en)":66.89,"MassiveScenarioClassification (en)":71.54,"MTOPDomainClassification (en)":87.06,"MTOPIntentClassification (en)":65.52,"ToxicConversationsClassification":66.07,"TweetSentimentExtractionClassification":56.12}
+{"index":205,"Rank":177,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.67,"AmazonCounterfactualClassification (en)":61.99,"AmazonPolarityClassification":64.75,"AmazonReviewsClassification (en)":29.79,"Banking77Classification":82.92,"EmotionClassification":40.56,"ImdbClassification":61.71,"MassiveIntentClassification (en)":68.72,"MassiveScenarioClassification (en)":74.39,"MTOPDomainClassification (en)":91.45,"MTOPIntentClassification (en)":70.03,"ToxicConversationsClassification":65.33,"TweetSentimentExtractionClassification":52.41}
+{"index":85,"Rank":178,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":63.54,"AmazonCounterfactualClassification (en)":66.84,"AmazonPolarityClassification":70.48,"AmazonReviewsClassification (en)":33.65,"Banking77Classification":78.04,"EmotionClassification":39.18,"ImdbClassification":65.14,"MassiveIntentClassification (en)":65.32,"MassiveScenarioClassification (en)":70.51,"MTOPDomainClassification (en)":89.27,"MTOPIntentClassification (en)":65.36,"ToxicConversationsClassification":63.92,"TweetSentimentExtractionClassification":54.8}
+{"index":275,"Rank":179,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":69.84,"AmazonPolarityClassification":65.24,"AmazonReviewsClassification (en)":33.95,"Banking77Classification":72.79,"EmotionClassification":35.6,"ImdbClassification":66.32,"MassiveIntentClassification (en)":66.12,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":90.4,"MTOPIntentClassification (en)":62.28,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":57.24}
+{"index":156,"Rank":180,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":81.49,"AmazonPolarityClassification":62.73,"AmazonReviewsClassification (en)":31.55,"Banking77Classification":73.5,"EmotionClassification":38.29,"ImdbClassification":55.75,"MassiveIntentClassification (en)":64.37,"MassiveScenarioClassification (en)":69.05,"MTOPDomainClassification (en)":89.92,"MTOPIntentClassification (en)":70.85,"ToxicConversationsClassification":67.28,"TweetSentimentExtractionClassification":56.23}
+{"index":240,"Rank":181,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":63.21,"AmazonCounterfactualClassification (en)":65.28,"AmazonPolarityClassification":62.98,"AmazonReviewsClassification (en)":30.79,"Banking77Classification":80.4,"EmotionClassification":41.17,"ImdbClassification":59.76,"MassiveIntentClassification (en)":67.15,"MassiveScenarioClassification (en)":74.58,"MTOPDomainClassification (en)":91.9,"MTOPIntentClassification (en)":62.84,"ToxicConversationsClassification":67.47,"TweetSentimentExtractionClassification":54.25}
+{"index":272,"Rank":182,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.05,"AmazonCounterfactualClassification (en)":65.69,"AmazonPolarityClassification":67.01,"AmazonReviewsClassification (en)":33.23,"Banking77Classification":72.47,"EmotionClassification":46.51,"ImdbClassification":68.33,"MassiveIntentClassification (en)":62.09,"MassiveScenarioClassification (en)":71.3,"MTOPDomainClassification (en)":87.56,"MTOPIntentClassification (en)":55.54,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":55.77}
+{"index":112,"Rank":183,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":62.94,"AmazonCounterfactualClassification (en)":65.09,"AmazonPolarityClassification":70.04,"AmazonReviewsClassification (en)":35.34,"Banking77Classification":76.37,"EmotionClassification":41.84,"ImdbClassification":62.8,"MassiveIntentClassification (en)":63.51,"MassiveScenarioClassification (en)":71.01,"MTOPDomainClassification (en)":90.8,"MTOPIntentClassification (en)":58.01,"ToxicConversationsClassification":64.31,"TweetSentimentExtractionClassification":56.19}
+{"index":81,"Rank":184,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":62.81,"AmazonCounterfactualClassification (en)":68.82,"AmazonPolarityClassification":77.12,"AmazonReviewsClassification (en)":40.94,"Banking77Classification":69.56,"EmotionClassification":46.22,"ImdbClassification":62.17,"MassiveIntentClassification (en)":59.03,"MassiveScenarioClassification (en)":66.59,"MTOPDomainClassification (en)":86.69,"MTOPIntentClassification (en)":49.7,"ToxicConversationsClassification":66.1,"TweetSentimentExtractionClassification":60.78}
+{"index":239,"Rank":185,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":62.71,"AmazonCounterfactualClassification (en)":75.93,"AmazonPolarityClassification":68.95,"AmazonReviewsClassification (en)":35.8,"Banking77Classification":69.85,"EmotionClassification":37.22,"ImdbClassification":62.04,"MassiveIntentClassification (en)":61.46,"MassiveScenarioClassification (en)":66.41,"MTOPDomainClassification (en)":86.06,"MTOPIntentClassification (en)":63.03,"ToxicConversationsClassification":66.9,"TweetSentimentExtractionClassification":58.82}
+{"index":241,"Rank":186,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":62.62,"AmazonCounterfactualClassification (en)":63.64,"AmazonPolarityClassification":64.26,"AmazonReviewsClassification (en)":30.85,"Banking77Classification":80.04,"EmotionClassification":40.83,"ImdbClassification":61.76,"MassiveIntentClassification (en)":66.94,"MassiveScenarioClassification (en)":73.81,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":61.55,"ToxicConversationsClassification":62.09,"TweetSentimentExtractionClassification":54.04}
+{"index":230,"Rank":187,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":62.5,"AmazonCounterfactualClassification (en)":67.09,"AmazonPolarityClassification":74.48,"AmazonReviewsClassification (en)":33.85,"Banking77Classification":73.55,"EmotionClassification":42.22,"ImdbClassification":69.63,"MassiveIntentClassification (en)":59.84,"MassiveScenarioClassification (en)":66.25,"MTOPDomainClassification (en)":81.71,"MTOPIntentClassification (en)":59.23,"ToxicConversationsClassification":68.82,"TweetSentimentExtractionClassification":53.36}
+{"index":261,"Rank":188,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.23,"AmazonCounterfactualClassification (en)":70.97,"AmazonPolarityClassification":66.1,"AmazonReviewsClassification (en)":33.13,"Banking77Classification":78.08,"EmotionClassification":43.35,"ImdbClassification":59.35,"MassiveIntentClassification (en)":63.83,"MassiveScenarioClassification (en)":66.96,"MTOPDomainClassification (en)":81.05,"MTOPIntentClassification (en)":62.79,"ToxicConversationsClassification":65.97,"TweetSentimentExtractionClassification":55.22}
+{"index":151,"Rank":189,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":61.67,"AmazonCounterfactualClassification (en)":61.79,"AmazonPolarityClassification":62.36,"AmazonReviewsClassification (en)":29.59,"Banking77Classification":78.6,"EmotionClassification":39.6,"ImdbClassification":61.22,"MassiveIntentClassification (en)":66.78,"MassiveScenarioClassification (en)":73.78,"MTOPDomainClassification (en)":89.97,"MTOPIntentClassification (en)":59.57,"ToxicConversationsClassification":65.12,"TweetSentimentExtractionClassification":51.63}
+{"index":133,"Rank":190,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.66,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":71.33,"AmazonReviewsClassification (en)":33.56,"Banking77Classification":63.41,"EmotionClassification":35.28,"ImdbClassification":65.35,"MassiveIntentClassification (en)":59.88,"MassiveScenarioClassification (en)":64.28,"MTOPDomainClassification (en)":82.63,"MTOPIntentClassification (en)":68.14,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":51.81}
+{"index":89,"Rank":191,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":61.46,"AmazonCounterfactualClassification (en)":65.88,"AmazonPolarityClassification":74.94,"AmazonReviewsClassification (en)":35.1,"Banking77Classification":74.68,"EmotionClassification":42.23,"ImdbClassification":62.9,"MassiveIntentClassification (en)":58.08,"MassiveScenarioClassification (en)":66.34,"MTOPDomainClassification (en)":81.52,"MTOPIntentClassification (en)":58.24,"ToxicConversationsClassification":62.79,"TweetSentimentExtractionClassification":54.82}
+{"index":144,"Rank":192,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":61.44,"AmazonCounterfactualClassification (en)":64.87,"AmazonPolarityClassification":65.17,"AmazonReviewsClassification (en)":31.02,"Banking77Classification":74.12,"EmotionClassification":36.71,"ImdbClassification":66.9,"MassiveIntentClassification (en)":61.95,"MassiveScenarioClassification (en)":70.2,"MTOPDomainClassification (en)":89.13,"MTOPIntentClassification (en)":62.62,"ToxicConversationsClassification":63.57,"TweetSentimentExtractionClassification":51.04}
+{"index":271,"Rank":193,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.37,"AmazonCounterfactualClassification (en)":76.09,"AmazonPolarityClassification":64.51,"AmazonReviewsClassification (en)":32.07,"Banking77Classification":70.88,"EmotionClassification":32.77,"ImdbClassification":62.15,"MassiveIntentClassification (en)":61.44,"MassiveScenarioClassification (en)":66.07,"MTOPDomainClassification (en)":85.0,"MTOPIntentClassification (en)":68.76,"ToxicConversationsClassification":67.81,"TweetSentimentExtractionClassification":48.92}
+{"index":270,"Rank":194,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.16,"AmazonCounterfactualClassification (en)":77.18,"AmazonPolarityClassification":65.32,"AmazonReviewsClassification (en)":33.12,"Banking77Classification":66.53,"EmotionClassification":32.64,"ImdbClassification":62.49,"MassiveIntentClassification (en)":58.75,"MassiveScenarioClassification (en)":67.17,"MTOPDomainClassification (en)":87.93,"MTOPIntentClassification (en)":62.35,"ToxicConversationsClassification":69.05,"TweetSentimentExtractionClassification":51.33}
+{"index":88,"Rank":195,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":60.72,"AmazonCounterfactualClassification (en)":61.24,"AmazonPolarityClassification":65.4,"AmazonReviewsClassification (en)":31.17,"Banking77Classification":77.7,"EmotionClassification":39.08,"ImdbClassification":58.67,"MassiveIntentClassification (en)":61.41,"MassiveScenarioClassification (en)":69.74,"MTOPDomainClassification (en)":86.96,"MTOPIntentClassification (en)":62.25,"ToxicConversationsClassification":62.66,"TweetSentimentExtractionClassification":52.41}
+{"index":186,"Rank":196,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":60.56,"AmazonCounterfactualClassification (en)":64.82,"AmazonPolarityClassification":64.28,"AmazonReviewsClassification (en)":30.62,"Banking77Classification":74.64,"EmotionClassification":36.08,"ImdbClassification":58.71,"MassiveIntentClassification (en)":64.67,"MassiveScenarioClassification (en)":71.79,"MTOPDomainClassification (en)":88.82,"MTOPIntentClassification (en)":58.61,"ToxicConversationsClassification":59.44,"TweetSentimentExtractionClassification":54.26}
+{"index":245,"Rank":197,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":57.65,"AmazonCounterfactualClassification (en)":60.54,"AmazonPolarityClassification":59.59,"AmazonReviewsClassification (en)":31.01,"Banking77Classification":67.05,"EmotionClassification":33.18,"ImdbClassification":63.98,"MassiveIntentClassification (en)":57.21,"MassiveScenarioClassification (en)":66.11,"MTOPDomainClassification (en)":78.57,"MTOPIntentClassification (en)":57.07,"ToxicConversationsClassification":67.76,"TweetSentimentExtractionClassification":49.68}
+{"index":244,"Rank":198,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":57.29,"AmazonCounterfactualClassification (en)":56.91,"AmazonPolarityClassification":60.32,"AmazonReviewsClassification (en)":29.67,"Banking77Classification":67.69,"EmotionClassification":36.93,"ImdbClassification":62.57,"MassiveIntentClassification (en)":56.19,"MassiveScenarioClassification (en)":66.03,"MTOPDomainClassification (en)":79.11,"MTOPIntentClassification (en)":55.85,"ToxicConversationsClassification":65.4,"TweetSentimentExtractionClassification":50.8}
+{"index":11,"Rank":199,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.18,"AmazonCounterfactualClassification (en)":76.84,"AmazonPolarityClassification":61.01,"AmazonReviewsClassification (en)":28.71,"Banking77Classification":57.76,"EmotionClassification":24.83,"ImdbClassification":57.58,"MassiveIntentClassification (en)":47.91,"MassiveScenarioClassification (en)":55.92,"MTOPDomainClassification (en)":75.36,"MTOPIntentClassification (en)":49.47,"ToxicConversationsClassification":54.05,"TweetSentimentExtractionClassification":48.73}
+{"index":243,"Rank":200,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":52.37,"AmazonCounterfactualClassification (en)":58.7,"AmazonPolarityClassification":57.77,"AmazonReviewsClassification (en)":26.26,"Banking77Classification":66.66,"EmotionClassification":24.82,"ImdbClassification":56.35,"MassiveIntentClassification (en)":51.73,"MassiveScenarioClassification (en)":58.58,"MTOPDomainClassification (en)":74.53,"MTOPIntentClassification (en)":50.05,"ToxicConversationsClassification":57.44,"TweetSentimentExtractionClassification":45.52}
+{"index":269,"Rank":201,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":41.73,"AmazonCounterfactualClassification (en)":50.81,"AmazonPolarityClassification":52.57,"AmazonReviewsClassification (en)":22.63,"Banking77Classification":36.43,"EmotionClassification":22.75,"ImdbClassification":50.76,"MassiveIntentClassification (en)":34.33,"MassiveScenarioClassification (en)":44.13,"MTOPDomainClassification (en)":61.03,"MTOPIntentClassification (en)":29.68,"ToxicConversationsClassification":54.93,"TweetSentimentExtractionClassification":40.75}
+{"index":2,"Rank":202,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":61.85,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":83.21,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":32,"Rank":213,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":69.91,"AmazonPolarityClassification":72.95,"AmazonReviewsClassification (en)":"","Banking77Classification":64.12,"EmotionClassification":31.51,"ImdbClassification":65.17,"MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":68.76,"MTOPDomainClassification (en)":81.21,"MTOPIntentClassification (en)":51.56,"ToxicConversationsClassification":65.65,"TweetSentimentExtractionClassification":57.41}
+{"index":33,"Rank":214,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":53.41,"MassiveScenarioClassification (en)":61.78,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":34,"Rank":215,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":54.76,"MassiveScenarioClassification (en)":63.42,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":42,"Rank":219,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":57.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.59,"Banking77Classification":73.42,"EmotionClassification":33.62,"ImdbClassification":56.17,"MassiveIntentClassification (en)":62.96,"MassiveScenarioClassification (en)":71.47,"MTOPDomainClassification (en)":87.07,"MTOPIntentClassification (en)":61.96,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":49.34}
+{"index":56,"Rank":230,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Average":"","AmazonCounterfactualClassification (en)":67.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":34.9,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":105,"Rank":241,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28}
+{"index":106,"Rank":242,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""}
+{"index":110,"Rank":243,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":119,"Rank":246,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.79,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":137,"Rank":251,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonCounterfactualClassification (en)":61.46,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.3,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":67.94,"MassiveScenarioClassification (en)":73.91,"MTOPDomainClassification (en)":91.97,"MTOPIntentClassification (en)":63.3,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":140,"Rank":252,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":209,"Rank":275,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":212,"Rank":276,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":75.54,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":260,"Rank":288,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":68.36,"AmazonReviewsClassification (en)":"","Banking77Classification":59.86,"EmotionClassification":29.5,"ImdbClassification":58.36,"MassiveIntentClassification (en)":50.16,"MassiveScenarioClassification (en)":61.29,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":57.77,"TweetSentimentExtractionClassification":55.3}
+{"index":278,"Rank":291,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":80.3,"AmazonReviewsClassification (en)":"","Banking77Classification":85.19,"EmotionClassification":48.22,"ImdbClassification":69.87,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":75.01,"TweetSentimentExtractionClassification":61.8}
+{"index":279,"Rank":292,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":0.86,"AmazonReviewsClassification (en)":"","Banking77Classification":0.81,"EmotionClassification":0.48,"ImdbClassification":0.74,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":0.69,"TweetSentimentExtractionClassification":0.61}
+{"index":284,"Rank":296,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":76.66,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.43,"Banking77Classification":73.74,"EmotionClassification":47.44,"ImdbClassification":79.55,"MassiveIntentClassification (en)":65.61,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":58.11,"ToxicConversationsClassification":63.53,"TweetSentimentExtractionClassification":61.77}
+{"index":285,"Rank":297,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":288,"Rank":298,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":289,"Rank":299,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
diff --git a/all_data_tasks/1/default.jsonl b/all_data_tasks/1/default.jsonl
index b2d2429cc3c0e4bb2a0b59a7eadb969c654dc5d2..e3d2fa271318e8a80ac7015e3168b9cfe2406ec5 100644
--- a/all_data_tasks/1/default.jsonl
+++ b/all_data_tasks/1/default.jsonl
@@ -14,7 +14,7 @@
{"index":47,"Rank":14,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":50.61,"ArxivClusteringP2P":51.67,"ArxivClusteringS2S":48.11,"BiorxivClusteringP2P":40.87,"BiorxivClusteringS2S":39.8,"MedrxivClusteringP2P":36.52,"MedrxivClusteringS2S":36.8,"RedditClustering":61.3,"RedditClusteringP2P":67.26,"StackExchangeClustering":77.33,"StackExchangeClusteringP2P":41.33,"TwentyNewsgroupsClustering":55.7}
{"index":170,"Rank":15,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
{"index":48,"Rank":16,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
-{"index":306,"Rank":17,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
+{"index":307,"Rank":17,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
{"index":19,"Rank":19,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":47.96,"ArxivClusteringP2P":48.47,"ArxivClusteringS2S":43.39,"BiorxivClusteringP2P":40.58,"BiorxivClusteringS2S":37.94,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":32.94,"RedditClustering":59.76,"RedditClusteringP2P":68.03,"StackExchangeClustering":71.27,"StackExchangeClusteringP2P":39.18,"TwentyNewsgroupsClustering":50.91}
{"index":231,"Rank":20,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.86,"ArxivClusteringP2P":48.78,"ArxivClusteringS2S":46.11,"BiorxivClusteringP2P":38.79,"BiorxivClusteringS2S":37.37,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":32.33,"RedditClustering":62.16,"RedditClusteringP2P":65.96,"StackExchangeClustering":71.35,"StackExchangeClusteringP2P":36.11,"TwentyNewsgroupsClustering":54.78}
@@ -28,25 +28,25 @@
{"index":18,"Rank":28,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":46.82,"ArxivClusteringP2P":47.51,"ArxivClusteringS2S":42.05,"BiorxivClusteringP2P":40.32,"BiorxivClusteringS2S":37.55,"MedrxivClusteringP2P":34.6,"MedrxivClusteringS2S":32.27,"RedditClustering":58.61,"RedditClusteringP2P":66.87,"StackExchangeClustering":68.93,"StackExchangeClusteringP2P":37.6,"TwentyNewsgroupsClustering":48.75}
{"index":117,"Rank":29,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.73,"ArxivClusteringP2P":49.03,"ArxivClusteringS2S":43.09,"BiorxivClusteringP2P":39.38,"BiorxivClusteringS2S":37.23,"MedrxivClusteringP2P":33.22,"MedrxivClusteringS2S":31.18,"RedditClustering":60.52,"RedditClusteringP2P":65.35,"StackExchangeClustering":66.54,"StackExchangeClusteringP2P":36.72,"TwentyNewsgroupsClustering":51.72}
{"index":207,"Rank":30,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.71,"ArxivClusteringP2P":48.97,"ArxivClusteringS2S":42.98,"BiorxivClusteringP2P":39.92,"BiorxivClusteringS2S":36.73,"MedrxivClusteringP2P":33.44,"MedrxivClusteringS2S":31.66,"RedditClustering":60.22,"RedditClusteringP2P":65.29,"StackExchangeClustering":65.62,"StackExchangeClusteringP2P":35.78,"TwentyNewsgroupsClustering":53.21}
-{"index":307,"Rank":31,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.65,"ArxivClusteringP2P":46.57,"ArxivClusteringS2S":39.35,"BiorxivClusteringP2P":37.77,"BiorxivClusteringS2S":34.68,"MedrxivClusteringP2P":32.77,"MedrxivClusteringS2S":31.85,"RedditClustering":64.09,"RedditClusteringP2P":65.12,"StackExchangeClustering":72.05,"StackExchangeClusteringP2P":34.04,"TwentyNewsgroupsClustering":54.81}
+{"index":308,"Rank":31,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.65,"ArxivClusteringP2P":46.57,"ArxivClusteringS2S":39.35,"BiorxivClusteringP2P":37.77,"BiorxivClusteringS2S":34.68,"MedrxivClusteringP2P":32.77,"MedrxivClusteringS2S":31.85,"RedditClustering":64.09,"RedditClusteringP2P":65.12,"StackExchangeClustering":72.05,"StackExchangeClusteringP2P":34.04,"TwentyNewsgroupsClustering":54.81}
{"index":183,"Rank":32,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.61,"ArxivClusteringP2P":48.73,"ArxivClusteringS2S":42.87,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":37.24,"MedrxivClusteringP2P":34.31,"MedrxivClusteringS2S":32.18,"RedditClustering":59.43,"RedditClusteringP2P":64.54,"StackExchangeClustering":65.08,"StackExchangeClusteringP2P":35.52,"TwentyNewsgroupsClustering":53.12}
{"index":38,"Rank":33,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.6,"ArxivClusteringP2P":48.16,"ArxivClusteringS2S":40.79,"BiorxivClusteringP2P":40.5,"BiorxivClusteringS2S":36.91,"MedrxivClusteringP2P":36.18,"MedrxivClusteringS2S":33.44,"RedditClustering":58.11,"RedditClusteringP2P":65.02,"StackExchangeClustering":68.12,"StackExchangeClusteringP2P":35.22,"TwentyNewsgroupsClustering":50.14}
{"index":129,"Rank":34,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.55,"ArxivClusteringP2P":48.5,"ArxivClusteringS2S":42.58,"BiorxivClusteringP2P":39.34,"BiorxivClusteringS2S":36.18,"MedrxivClusteringP2P":34.48,"MedrxivClusteringS2S":32.26,"RedditClustering":60.62,"RedditClusteringP2P":63.29,"StackExchangeClustering":66.47,"StackExchangeClusteringP2P":36.4,"TwentyNewsgroupsClustering":51.91}
{"index":277,"Rank":35,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.46,"ArxivClusteringP2P":48.66,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.81,"BiorxivClusteringS2S":36.63,"MedrxivClusteringP2P":33.63,"MedrxivClusteringS2S":31.7,"RedditClustering":59.77,"RedditClusteringP2P":63.79,"StackExchangeClustering":66.31,"StackExchangeClusteringP2P":34.99,"TwentyNewsgroupsClustering":52.98}
{"index":70,"Rank":36,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":46.45,"ArxivClusteringP2P":44.27,"ArxivClusteringS2S":46.85,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":30.71,"MedrxivClusteringS2S":32.96,"RedditClustering":61.72,"RedditClusteringP2P":63.98,"StackExchangeClustering":72.74,"StackExchangeClusteringP2P":32.26,"TwentyNewsgroupsClustering":56.41}
{"index":191,"Rank":37,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":46.32,"ArxivClusteringP2P":47.02,"ArxivClusteringS2S":43.52,"BiorxivClusteringP2P":35.53,"BiorxivClusteringS2S":35.34,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":29.67,"RedditClustering":61.77,"RedditClusteringP2P":66.01,"StackExchangeClustering":72.04,"StackExchangeClusteringP2P":35.29,"TwentyNewsgroupsClustering":53.04}
-{"index":305,"Rank":38,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.23,"ArxivClusteringP2P":47.05,"ArxivClusteringS2S":42.59,"BiorxivClusteringP2P":35.43,"BiorxivClusteringS2S":33.86,"MedrxivClusteringP2P":32.1,"MedrxivClusteringS2S":31.15,"RedditClustering":60.18,"RedditClusteringP2P":64.71,"StackExchangeClustering":71.23,"StackExchangeClusteringP2P":35.95,"TwentyNewsgroupsClustering":54.24}
+{"index":306,"Rank":38,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.23,"ArxivClusteringP2P":47.05,"ArxivClusteringS2S":42.59,"BiorxivClusteringP2P":35.43,"BiorxivClusteringS2S":33.86,"MedrxivClusteringP2P":32.1,"MedrxivClusteringS2S":31.15,"RedditClustering":60.18,"RedditClusteringP2P":64.71,"StackExchangeClustering":71.23,"StackExchangeClusteringP2P":35.95,"TwentyNewsgroupsClustering":54.24}
{"index":127,"Rank":39,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":46.21,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.74,"BiorxivClusteringP2P":39.04,"BiorxivClusteringS2S":36.67,"MedrxivClusteringP2P":33.92,"MedrxivClusteringS2S":32.25,"RedditClustering":59.11,"RedditClusteringP2P":62.44,"StackExchangeClustering":66.14,"StackExchangeClusteringP2P":35.59,"TwentyNewsgroupsClustering":52.16}
{"index":266,"Rank":40,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":46.2,"ArxivClusteringP2P":48.6,"ArxivClusteringS2S":43.01,"BiorxivClusteringP2P":38.2,"BiorxivClusteringS2S":36.59,"MedrxivClusteringP2P":33.17,"MedrxivClusteringS2S":31.77,"RedditClustering":59.33,"RedditClusteringP2P":62.59,"StackExchangeClustering":66.64,"StackExchangeClusteringP2P":36.0,"TwentyNewsgroupsClustering":52.31}
{"index":23,"Rank":41,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.08,"ArxivClusteringP2P":48.57,"ArxivClusteringS2S":43.19,"BiorxivClusteringP2P":39.71,"BiorxivClusteringS2S":36.9,"MedrxivClusteringP2P":32.56,"MedrxivClusteringS2S":31.47,"RedditClustering":57.24,"RedditClusteringP2P":64.66,"StackExchangeClustering":66.4,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":51.27}
{"index":206,"Rank":42,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.07,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.34,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":36.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.22,"RedditClustering":57.93,"RedditClusteringP2P":62.47,"StackExchangeClustering":66.41,"StackExchangeClusteringP2P":35.32,"TwentyNewsgroupsClustering":51.48}
-{"index":304,"Rank":43,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.9,"ArxivClusteringP2P":45.01,"ArxivClusteringS2S":36.85,"BiorxivClusteringP2P":36.66,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":32.6,"MedrxivClusteringS2S":30.8,"RedditClustering":61.42,"RedditClusteringP2P":64.13,"StackExchangeClustering":72.22,"StackExchangeClusteringP2P":38.49,"TwentyNewsgroupsClustering":52.56}
+{"index":305,"Rank":43,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.9,"ArxivClusteringP2P":45.01,"ArxivClusteringS2S":36.85,"BiorxivClusteringP2P":36.66,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":32.6,"MedrxivClusteringS2S":30.8,"RedditClustering":61.42,"RedditClusteringP2P":64.13,"StackExchangeClustering":72.22,"StackExchangeClusteringP2P":38.49,"TwentyNewsgroupsClustering":52.56}
{"index":21,"Rank":44,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":45.81,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.44,"BiorxivClusteringS2S":36.62,"MedrxivClusteringP2P":33.21,"MedrxivClusteringS2S":31.68,"RedditClustering":56.61,"RedditClusteringP2P":62.66,"StackExchangeClustering":66.11,"StackExchangeClusteringP2P":35.24,"TwentyNewsgroupsClustering":50.75}
{"index":195,"Rank":45,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
-{"index":193,"Rank":46,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
-{"index":194,"Rank":47,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
+{"index":194,"Rank":46,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
+{"index":192,"Rank":47,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
{"index":132,"Rank":48,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
-{"index":192,"Rank":49,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
+{"index":193,"Rank":49,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
{"index":199,"Rank":50,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":45.58,"ArxivClusteringP2P":48.58,"ArxivClusteringS2S":43.14,"BiorxivClusteringP2P":38.84,"BiorxivClusteringS2S":36.38,"MedrxivClusteringP2P":31.96,"MedrxivClusteringS2S":30.88,"RedditClustering":57.61,"RedditClusteringP2P":64.03,"StackExchangeClustering":65.54,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":50.41}
{"index":72,"Rank":51,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":45.54,"ArxivClusteringP2P":42.81,"ArxivClusteringS2S":44.24,"BiorxivClusteringP2P":34.27,"BiorxivClusteringS2S":35.53,"MedrxivClusteringP2P":31.07,"MedrxivClusteringS2S":31.27,"RedditClustering":60.24,"RedditClusteringP2P":64.12,"StackExchangeClustering":70.73,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":52.18}
{"index":163,"Rank":52,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":45.29,"ArxivClusteringP2P":43.16,"ArxivClusteringS2S":32.56,"BiorxivClusteringP2P":37.62,"BiorxivClusteringS2S":31.33,"MedrxivClusteringP2P":34.22,"MedrxivClusteringS2S":32.0,"RedditClustering":63.65,"RedditClusteringP2P":64.63,"StackExchangeClustering":68.78,"StackExchangeClusteringP2P":36.15,"TwentyNewsgroupsClustering":54.13}
@@ -64,148 +64,149 @@
{"index":20,"Rank":64,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":44.31,"ArxivClusteringP2P":46.02,"ArxivClusteringS2S":41.07,"BiorxivClusteringP2P":37.59,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":33.05,"MedrxivClusteringS2S":31.97,"RedditClustering":55.72,"RedditClusteringP2P":62.25,"StackExchangeClustering":63.42,"StackExchangeClusteringP2P":31.71,"TwentyNewsgroupsClustering":50.35}
{"index":169,"Rank":65,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":44.26,"ArxivClusteringP2P":45.55,"ArxivClusteringS2S":41.02,"BiorxivClusteringP2P":36.72,"BiorxivClusteringS2S":35.47,"MedrxivClusteringP2P":31.45,"MedrxivClusteringS2S":29.91,"RedditClustering":55.5,"RedditClusteringP2P":63.71,"StackExchangeClustering":65.23,"StackExchangeClusteringP2P":33.62,"TwentyNewsgroupsClustering":48.73}
{"index":167,"Rank":66,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":44.1,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.12,"BiorxivClusteringS2S":33.41,"MedrxivClusteringP2P":31.82,"MedrxivClusteringS2S":29.68,"RedditClustering":56.54,"RedditClusteringP2P":63.23,"StackExchangeClustering":64.6,"StackExchangeClusteringP2P":33.02,"TwentyNewsgroupsClustering":49.86}
-{"index":136,"Rank":67,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
-{"index":223,"Rank":68,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
+{"index":223,"Rank":67,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
+{"index":136,"Rank":68,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
{"index":101,"Rank":69,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
{"index":120,"Rank":70,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
-{"index":30,"Rank":71,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":28,"Rank":72,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":29,"Rank":73,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":216,"Rank":74,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":31,"Rank":75,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":26,"Rank":76,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":43.82,"ArxivClusteringP2P":47.4,"ArxivClusteringS2S":40.02,"BiorxivClusteringP2P":38.47,"BiorxivClusteringS2S":34.72,"MedrxivClusteringP2P":33.06,"MedrxivClusteringS2S":30.86,"RedditClustering":52.32,"RedditClusteringP2P":60.64,"StackExchangeClustering":60.78,"StackExchangeClusteringP2P":35.27,"TwentyNewsgroupsClustering":48.52}
-{"index":155,"Rank":77,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":43.8,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.5,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.46,"MedrxivClusteringS2S":28.99,"RedditClustering":56.16,"RedditClusteringP2P":63.43,"StackExchangeClustering":65.15,"StackExchangeClusteringP2P":32.5,"TwentyNewsgroupsClustering":48.16}
-{"index":258,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.72,"ArxivClusteringP2P":42.89,"ArxivClusteringS2S":33.47,"BiorxivClusteringP2P":36.53,"BiorxivClusteringS2S":28.66,"MedrxivClusteringP2P":32.09,"MedrxivClusteringS2S":26.82,"RedditClustering":58.99,"RedditClusteringP2P":64.46,"StackExchangeClustering":70.78,"StackExchangeClusteringP2P":35.25,"TwentyNewsgroupsClustering":50.93}
-{"index":221,"Rank":79,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.71,"ArxivClusteringP2P":45.45,"ArxivClusteringS2S":36.19,"BiorxivClusteringP2P":38.41,"BiorxivClusteringS2S":32.28,"MedrxivClusteringP2P":34.47,"MedrxivClusteringS2S":31.43,"RedditClustering":55.9,"RedditClusteringP2P":60.58,"StackExchangeClustering":62.94,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":49.36}
-{"index":217,"Rank":80,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.7,"ArxivClusteringP2P":45.85,"ArxivClusteringS2S":36.13,"BiorxivClusteringP2P":38.46,"BiorxivClusteringS2S":33.14,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":30.55,"RedditClustering":56.82,"RedditClusteringP2P":61.57,"StackExchangeClustering":63.18,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":48.72}
-{"index":242,"Rank":81,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.69,"ArxivClusteringP2P":48.38,"ArxivClusteringS2S":39.72,"BiorxivClusteringP2P":39.62,"BiorxivClusteringS2S":35.02,"MedrxivClusteringP2P":35.58,"MedrxivClusteringS2S":32.87,"RedditClustering":54.82,"RedditClusteringP2P":56.77,"StackExchangeClustering":53.8,"StackExchangeClusteringP2P":34.28,"TwentyNewsgroupsClustering":49.74}
-{"index":74,"Rank":82,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.57,"ArxivClusteringP2P":43.47,"ArxivClusteringS2S":39.85,"BiorxivClusteringP2P":37.1,"BiorxivClusteringS2S":34.28,"MedrxivClusteringP2P":33.55,"MedrxivClusteringS2S":31.11,"RedditClustering":53.02,"RedditClusteringP2P":60.47,"StackExchangeClustering":63.04,"StackExchangeClusteringP2P":34.01,"TwentyNewsgroupsClustering":49.37}
-{"index":198,"Rank":83,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.48,"ArxivClusteringP2P":44.44,"ArxivClusteringS2S":34.19,"BiorxivClusteringP2P":37.82,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":33.88,"MedrxivClusteringS2S":32.08,"RedditClustering":54.25,"RedditClusteringP2P":61.28,"StackExchangeClustering":64.7,"StackExchangeClusteringP2P":34.23,"TwentyNewsgroupsClustering":49.31}
-{"index":278,"Rank":84,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.43,"ArxivClusteringP2P":45.8,"ArxivClusteringS2S":37.64,"BiorxivClusteringP2P":38.69,"BiorxivClusteringS2S":34.45,"MedrxivClusteringP2P":32.86,"MedrxivClusteringS2S":34.02,"RedditClustering":54.76,"RedditClusteringP2P":56.28,"StackExchangeClustering":63.95,"StackExchangeClusteringP2P":32.22,"TwentyNewsgroupsClustering":47.07}
-{"index":168,"Rank":85,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.33,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":41.38,"BiorxivClusteringP2P":37.6,"BiorxivClusteringS2S":35.09,"MedrxivClusteringP2P":32.26,"MedrxivClusteringS2S":29.66,"RedditClustering":50.69,"RedditClusteringP2P":61.37,"StackExchangeClustering":64.96,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":43.81}
-{"index":220,"Rank":86,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.16,"ArxivClusteringP2P":44.82,"ArxivClusteringS2S":35.32,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":31.83,"MedrxivClusteringP2P":34.08,"MedrxivClusteringS2S":30.98,"RedditClustering":54.92,"RedditClusteringP2P":60.23,"StackExchangeClustering":61.81,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":48.56}
-{"index":197,"Rank":87,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.97,"ArxivClusteringP2P":45.54,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":39.3,"BiorxivClusteringS2S":35.11,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.78,"RedditClustering":49.24,"RedditClusteringP2P":58.82,"StackExchangeClustering":58.89,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":46.13}
-{"index":211,"Rank":88,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.88,"ArxivClusteringP2P":46.5,"ArxivClusteringS2S":40.08,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":32.0,"MedrxivClusteringS2S":30.38,"RedditClustering":51.0,"RedditClusteringP2P":59.28,"StackExchangeClustering":60.92,"StackExchangeClusteringP2P":32.98,"TwentyNewsgroupsClustering":47.3}
-{"index":214,"Rank":89,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.63,"ArxivClusteringP2P":46.92,"ArxivClusteringS2S":39.12,"BiorxivClusteringP2P":37.43,"BiorxivClusteringS2S":33.89,"MedrxivClusteringP2P":31.9,"MedrxivClusteringS2S":30.71,"RedditClustering":50.5,"RedditClusteringP2P":60.3,"StackExchangeClustering":59.26,"StackExchangeClusteringP2P":33.76,"TwentyNewsgroupsClustering":45.09}
-{"index":218,"Rank":90,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":42.52,"ArxivClusteringP2P":45.18,"ArxivClusteringS2S":35.91,"BiorxivClusteringP2P":36.57,"BiorxivClusteringS2S":32.05,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":29.56,"RedditClustering":55.37,"RedditClusteringP2P":60.05,"StackExchangeClustering":62.28,"StackExchangeClusteringP2P":33.94,"TwentyNewsgroupsClustering":45.43}
-{"index":250,"Rank":91,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":42.42,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":32.39,"BiorxivClusteringP2P":30.48,"BiorxivClusteringS2S":27.5,"MedrxivClusteringP2P":29.12,"MedrxivClusteringS2S":27.56,"RedditClustering":64.13,"RedditClusteringP2P":62.84,"StackExchangeClustering":71.43,"StackExchangeClusteringP2P":32.85,"TwentyNewsgroupsClustering":50.44}
-{"index":257,"Rank":92,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":42.34,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":31.17,"BiorxivClusteringP2P":36.43,"BiorxivClusteringS2S":26.47,"MedrxivClusteringP2P":32.3,"MedrxivClusteringS2S":26.93,"RedditClustering":57.03,"RedditClusteringP2P":62.34,"StackExchangeClustering":67.13,"StackExchangeClusteringP2P":34.79,"TwentyNewsgroupsClustering":49.53}
-{"index":219,"Rank":93,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":42.24,"ArxivClusteringP2P":43.87,"ArxivClusteringS2S":34.57,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":30.68,"MedrxivClusteringP2P":34.09,"MedrxivClusteringS2S":31.3,"RedditClustering":53.31,"RedditClusteringP2P":58.96,"StackExchangeClustering":59.92,"StackExchangeClusteringP2P":33.88,"TwentyNewsgroupsClustering":47.29}
-{"index":166,"Rank":94,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":42.11,"ArxivClusteringP2P":44.57,"ArxivClusteringS2S":40.48,"BiorxivClusteringP2P":36.19,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.53,"MedrxivClusteringS2S":28.29,"RedditClustering":48.18,"RedditClusteringP2P":62.19,"StackExchangeClustering":63.91,"StackExchangeClusteringP2P":32.56,"TwentyNewsgroupsClustering":42.58}
-{"index":115,"Rank":95,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":42.09,"ArxivClusteringP2P":46.64,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":39.19,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":34.11,"MedrxivClusteringS2S":31.67,"RedditClustering":50.19,"RedditClusteringP2P":56.49,"StackExchangeClustering":57.54,"StackExchangeClusteringP2P":35.74,"TwentyNewsgroupsClustering":43.27}
-{"index":61,"Rank":96,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.03,"ArxivClusteringP2P":44.26,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":36.38,"BiorxivClusteringS2S":31.54,"MedrxivClusteringP2P":31.11,"MedrxivClusteringS2S":29.1,"RedditClustering":51.34,"RedditClusteringP2P":62.51,"StackExchangeClustering":61.57,"StackExchangeClusteringP2P":33.59,"TwentyNewsgroupsClustering":44.97}
-{"index":71,"Rank":97,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":41.99,"ArxivClusteringP2P":49.22,"ArxivClusteringS2S":41.71,"BiorxivClusteringP2P":38.39,"BiorxivClusteringS2S":31.31,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":27.87,"RedditClustering":43.67,"RedditClusteringP2P":61.67,"StackExchangeClustering":68.2,"StackExchangeClusteringP2P":36.36,"TwentyNewsgroupsClustering":32.01}
-{"index":37,"Rank":98,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.98,"ArxivClusteringP2P":44.21,"ArxivClusteringS2S":33.91,"BiorxivClusteringP2P":38.68,"BiorxivClusteringS2S":32.21,"MedrxivClusteringP2P":35.18,"MedrxivClusteringS2S":30.99,"RedditClustering":49.5,"RedditClusteringP2P":60.21,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.97,"TwentyNewsgroupsClustering":42.09}
-{"index":241,"Rank":99,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":41.94,"ArxivClusteringP2P":46.55,"ArxivClusteringS2S":37.86,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":32.88,"MedrxivClusteringP2P":34.39,"MedrxivClusteringS2S":31.86,"RedditClustering":50.7,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.14,"StackExchangeClusteringP2P":34.26,"TwentyNewsgroupsClustering":46.49}
-{"index":162,"Rank":100,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.9,"ArxivClusteringP2P":39.68,"ArxivClusteringS2S":29.19,"BiorxivClusteringP2P":32.98,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":30.89,"MedrxivClusteringS2S":28.38,"RedditClustering":59.26,"RedditClusteringP2P":63.22,"StackExchangeClustering":65.04,"StackExchangeClusteringP2P":35.28,"TwentyNewsgroupsClustering":51.31}
-{"index":108,"Rank":101,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":41.87,"ArxivClusteringP2P":47.24,"ArxivClusteringS2S":37.43,"BiorxivClusteringP2P":36.97,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.5,"MedrxivClusteringS2S":28.41,"RedditClustering":47.53,"RedditClusteringP2P":62.76,"StackExchangeClustering":59.55,"StackExchangeClusteringP2P":39.43,"TwentyNewsgroupsClustering":37.73}
-{"index":240,"Rank":102,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":41.81,"ArxivClusteringP2P":46.07,"ArxivClusteringS2S":37.5,"BiorxivClusteringP2P":36.99,"BiorxivClusteringS2S":33.21,"MedrxivClusteringP2P":34.25,"MedrxivClusteringS2S":32.24,"RedditClustering":51.18,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.05,"StackExchangeClusteringP2P":33.13,"TwentyNewsgroupsClustering":47.47}
-{"index":280,"Rank":103,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
+{"index":295,"Rank":71,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
+{"index":30,"Rank":72,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":28,"Rank":73,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":31,"Rank":74,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":29,"Rank":75,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":216,"Rank":76,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":26,"Rank":77,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":43.82,"ArxivClusteringP2P":47.4,"ArxivClusteringS2S":40.02,"BiorxivClusteringP2P":38.47,"BiorxivClusteringS2S":34.72,"MedrxivClusteringP2P":33.06,"MedrxivClusteringS2S":30.86,"RedditClustering":52.32,"RedditClusteringP2P":60.64,"StackExchangeClustering":60.78,"StackExchangeClusteringP2P":35.27,"TwentyNewsgroupsClustering":48.52}
+{"index":155,"Rank":78,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":43.8,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.5,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.46,"MedrxivClusteringS2S":28.99,"RedditClustering":56.16,"RedditClusteringP2P":63.43,"StackExchangeClustering":65.15,"StackExchangeClusteringP2P":32.5,"TwentyNewsgroupsClustering":48.16}
+{"index":258,"Rank":79,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.72,"ArxivClusteringP2P":42.89,"ArxivClusteringS2S":33.47,"BiorxivClusteringP2P":36.53,"BiorxivClusteringS2S":28.66,"MedrxivClusteringP2P":32.09,"MedrxivClusteringS2S":26.82,"RedditClustering":58.99,"RedditClusteringP2P":64.46,"StackExchangeClustering":70.78,"StackExchangeClusteringP2P":35.25,"TwentyNewsgroupsClustering":50.93}
+{"index":221,"Rank":80,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.71,"ArxivClusteringP2P":45.45,"ArxivClusteringS2S":36.19,"BiorxivClusteringP2P":38.41,"BiorxivClusteringS2S":32.28,"MedrxivClusteringP2P":34.47,"MedrxivClusteringS2S":31.43,"RedditClustering":55.9,"RedditClusteringP2P":60.58,"StackExchangeClustering":62.94,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":49.36}
+{"index":217,"Rank":81,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.7,"ArxivClusteringP2P":45.85,"ArxivClusteringS2S":36.13,"BiorxivClusteringP2P":38.46,"BiorxivClusteringS2S":33.14,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":30.55,"RedditClustering":56.82,"RedditClusteringP2P":61.57,"StackExchangeClustering":63.18,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":48.72}
+{"index":242,"Rank":82,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.69,"ArxivClusteringP2P":48.38,"ArxivClusteringS2S":39.72,"BiorxivClusteringP2P":39.62,"BiorxivClusteringS2S":35.02,"MedrxivClusteringP2P":35.58,"MedrxivClusteringS2S":32.87,"RedditClustering":54.82,"RedditClusteringP2P":56.77,"StackExchangeClustering":53.8,"StackExchangeClusteringP2P":34.28,"TwentyNewsgroupsClustering":49.74}
+{"index":74,"Rank":83,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.57,"ArxivClusteringP2P":43.47,"ArxivClusteringS2S":39.85,"BiorxivClusteringP2P":37.1,"BiorxivClusteringS2S":34.28,"MedrxivClusteringP2P":33.55,"MedrxivClusteringS2S":31.11,"RedditClustering":53.02,"RedditClusteringP2P":60.47,"StackExchangeClustering":63.04,"StackExchangeClusteringP2P":34.01,"TwentyNewsgroupsClustering":49.37}
+{"index":198,"Rank":84,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.48,"ArxivClusteringP2P":44.44,"ArxivClusteringS2S":34.19,"BiorxivClusteringP2P":37.82,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":33.88,"MedrxivClusteringS2S":32.08,"RedditClustering":54.25,"RedditClusteringP2P":61.28,"StackExchangeClustering":64.7,"StackExchangeClusteringP2P":34.23,"TwentyNewsgroupsClustering":49.31}
+{"index":278,"Rank":85,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.43,"ArxivClusteringP2P":45.8,"ArxivClusteringS2S":37.64,"BiorxivClusteringP2P":38.69,"BiorxivClusteringS2S":34.45,"MedrxivClusteringP2P":32.86,"MedrxivClusteringS2S":34.02,"RedditClustering":54.76,"RedditClusteringP2P":56.28,"StackExchangeClustering":63.95,"StackExchangeClusteringP2P":32.22,"TwentyNewsgroupsClustering":47.07}
+{"index":168,"Rank":86,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.33,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":41.38,"BiorxivClusteringP2P":37.6,"BiorxivClusteringS2S":35.09,"MedrxivClusteringP2P":32.26,"MedrxivClusteringS2S":29.66,"RedditClustering":50.69,"RedditClusteringP2P":61.37,"StackExchangeClustering":64.96,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":43.81}
+{"index":220,"Rank":87,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.16,"ArxivClusteringP2P":44.82,"ArxivClusteringS2S":35.32,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":31.83,"MedrxivClusteringP2P":34.08,"MedrxivClusteringS2S":30.98,"RedditClustering":54.92,"RedditClusteringP2P":60.23,"StackExchangeClustering":61.81,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":48.56}
+{"index":197,"Rank":88,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.97,"ArxivClusteringP2P":45.54,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":39.3,"BiorxivClusteringS2S":35.11,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.78,"RedditClustering":49.24,"RedditClusteringP2P":58.82,"StackExchangeClustering":58.89,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":46.13}
+{"index":211,"Rank":89,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.88,"ArxivClusteringP2P":46.5,"ArxivClusteringS2S":40.08,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":32.0,"MedrxivClusteringS2S":30.38,"RedditClustering":51.0,"RedditClusteringP2P":59.28,"StackExchangeClustering":60.92,"StackExchangeClusteringP2P":32.98,"TwentyNewsgroupsClustering":47.3}
+{"index":214,"Rank":90,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.63,"ArxivClusteringP2P":46.92,"ArxivClusteringS2S":39.12,"BiorxivClusteringP2P":37.43,"BiorxivClusteringS2S":33.89,"MedrxivClusteringP2P":31.9,"MedrxivClusteringS2S":30.71,"RedditClustering":50.5,"RedditClusteringP2P":60.3,"StackExchangeClustering":59.26,"StackExchangeClusteringP2P":33.76,"TwentyNewsgroupsClustering":45.09}
+{"index":218,"Rank":91,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":42.52,"ArxivClusteringP2P":45.18,"ArxivClusteringS2S":35.91,"BiorxivClusteringP2P":36.57,"BiorxivClusteringS2S":32.05,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":29.56,"RedditClustering":55.37,"RedditClusteringP2P":60.05,"StackExchangeClustering":62.28,"StackExchangeClusteringP2P":33.94,"TwentyNewsgroupsClustering":45.43}
+{"index":250,"Rank":92,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":42.42,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":32.39,"BiorxivClusteringP2P":30.48,"BiorxivClusteringS2S":27.5,"MedrxivClusteringP2P":29.12,"MedrxivClusteringS2S":27.56,"RedditClustering":64.13,"RedditClusteringP2P":62.84,"StackExchangeClustering":71.43,"StackExchangeClusteringP2P":32.85,"TwentyNewsgroupsClustering":50.44}
+{"index":257,"Rank":93,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":42.34,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":31.17,"BiorxivClusteringP2P":36.43,"BiorxivClusteringS2S":26.47,"MedrxivClusteringP2P":32.3,"MedrxivClusteringS2S":26.93,"RedditClustering":57.03,"RedditClusteringP2P":62.34,"StackExchangeClustering":67.13,"StackExchangeClusteringP2P":34.79,"TwentyNewsgroupsClustering":49.53}
+{"index":219,"Rank":94,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":42.24,"ArxivClusteringP2P":43.87,"ArxivClusteringS2S":34.57,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":30.68,"MedrxivClusteringP2P":34.09,"MedrxivClusteringS2S":31.3,"RedditClustering":53.31,"RedditClusteringP2P":58.96,"StackExchangeClustering":59.92,"StackExchangeClusteringP2P":33.88,"TwentyNewsgroupsClustering":47.29}
+{"index":166,"Rank":95,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":42.11,"ArxivClusteringP2P":44.57,"ArxivClusteringS2S":40.48,"BiorxivClusteringP2P":36.19,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.53,"MedrxivClusteringS2S":28.29,"RedditClustering":48.18,"RedditClusteringP2P":62.19,"StackExchangeClustering":63.91,"StackExchangeClusteringP2P":32.56,"TwentyNewsgroupsClustering":42.58}
+{"index":115,"Rank":96,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":42.09,"ArxivClusteringP2P":46.64,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":39.19,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":34.11,"MedrxivClusteringS2S":31.67,"RedditClustering":50.19,"RedditClusteringP2P":56.49,"StackExchangeClustering":57.54,"StackExchangeClusteringP2P":35.74,"TwentyNewsgroupsClustering":43.27}
+{"index":61,"Rank":97,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.03,"ArxivClusteringP2P":44.26,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":36.38,"BiorxivClusteringS2S":31.54,"MedrxivClusteringP2P":31.11,"MedrxivClusteringS2S":29.1,"RedditClustering":51.34,"RedditClusteringP2P":62.51,"StackExchangeClustering":61.57,"StackExchangeClusteringP2P":33.59,"TwentyNewsgroupsClustering":44.97}
+{"index":71,"Rank":98,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":41.99,"ArxivClusteringP2P":49.22,"ArxivClusteringS2S":41.71,"BiorxivClusteringP2P":38.39,"BiorxivClusteringS2S":31.31,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":27.87,"RedditClustering":43.67,"RedditClusteringP2P":61.67,"StackExchangeClustering":68.2,"StackExchangeClusteringP2P":36.36,"TwentyNewsgroupsClustering":32.01}
+{"index":37,"Rank":99,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.98,"ArxivClusteringP2P":44.21,"ArxivClusteringS2S":33.91,"BiorxivClusteringP2P":38.68,"BiorxivClusteringS2S":32.21,"MedrxivClusteringP2P":35.18,"MedrxivClusteringS2S":30.99,"RedditClustering":49.5,"RedditClusteringP2P":60.21,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.97,"TwentyNewsgroupsClustering":42.09}
+{"index":241,"Rank":100,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":41.94,"ArxivClusteringP2P":46.55,"ArxivClusteringS2S":37.86,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":32.88,"MedrxivClusteringP2P":34.39,"MedrxivClusteringS2S":31.86,"RedditClustering":50.7,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.14,"StackExchangeClusteringP2P":34.26,"TwentyNewsgroupsClustering":46.49}
+{"index":162,"Rank":101,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.9,"ArxivClusteringP2P":39.68,"ArxivClusteringS2S":29.19,"BiorxivClusteringP2P":32.98,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":30.89,"MedrxivClusteringS2S":28.38,"RedditClustering":59.26,"RedditClusteringP2P":63.22,"StackExchangeClustering":65.04,"StackExchangeClusteringP2P":35.28,"TwentyNewsgroupsClustering":51.31}
+{"index":108,"Rank":102,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":41.87,"ArxivClusteringP2P":47.24,"ArxivClusteringS2S":37.43,"BiorxivClusteringP2P":36.97,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.5,"MedrxivClusteringS2S":28.41,"RedditClustering":47.53,"RedditClusteringP2P":62.76,"StackExchangeClustering":59.55,"StackExchangeClusteringP2P":39.43,"TwentyNewsgroupsClustering":37.73}
+{"index":240,"Rank":103,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":41.81,"ArxivClusteringP2P":46.07,"ArxivClusteringS2S":37.5,"BiorxivClusteringP2P":36.99,"BiorxivClusteringS2S":33.21,"MedrxivClusteringP2P":34.25,"MedrxivClusteringS2S":32.24,"RedditClustering":51.18,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.05,"StackExchangeClusteringP2P":33.13,"TwentyNewsgroupsClustering":47.47}
{"index":188,"Rank":104,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
-{"index":256,"Rank":105,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.65,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":29.44,"BiorxivClusteringP2P":35.99,"BiorxivClusteringS2S":24.02,"MedrxivClusteringP2P":32.4,"MedrxivClusteringS2S":26.33,"RedditClustering":54.53,"RedditClusteringP2P":62.5,"StackExchangeClustering":65.11,"StackExchangeClusteringP2P":36.86,"TwentyNewsgroupsClustering":49.33}
-{"index":248,"Rank":106,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64}
-{"index":109,"Rank":107,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":41.51,"ArxivClusteringP2P":45.56,"ArxivClusteringS2S":35.61,"BiorxivClusteringP2P":36.16,"BiorxivClusteringS2S":30.14,"MedrxivClusteringP2P":31.12,"MedrxivClusteringS2S":26.73,"RedditClustering":50.24,"RedditClusteringP2P":61.45,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":37.17,"TwentyNewsgroupsClustering":39.83}
+{"index":280,"Rank":105,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
+{"index":256,"Rank":106,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.65,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":29.44,"BiorxivClusteringP2P":35.99,"BiorxivClusteringS2S":24.02,"MedrxivClusteringP2P":32.4,"MedrxivClusteringS2S":26.33,"RedditClustering":54.53,"RedditClusteringP2P":62.5,"StackExchangeClustering":65.11,"StackExchangeClusteringP2P":36.86,"TwentyNewsgroupsClustering":49.33}
+{"index":248,"Rank":107,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64}
{"index":287,"Rank":108,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.51,"ArxivClusteringP2P":45.56,"ArxivClusteringS2S":35.61,"BiorxivClusteringP2P":36.16,"BiorxivClusteringS2S":30.14,"MedrxivClusteringP2P":31.12,"MedrxivClusteringS2S":26.73,"RedditClustering":50.24,"RedditClusteringP2P":61.45,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":37.17,"TwentyNewsgroupsClustering":39.83}
-{"index":249,"Rank":109,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.51,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":30.45,"BiorxivClusteringP2P":30.52,"BiorxivClusteringS2S":26.06,"MedrxivClusteringP2P":28.69,"MedrxivClusteringS2S":26.69,"RedditClustering":61.34,"RedditClusteringP2P":61.11,"StackExchangeClustering":69.95,"StackExchangeClusteringP2P":32.73,"TwentyNewsgroupsClustering":51.15}
-{"index":286,"Rank":110,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91}
+{"index":109,"Rank":109,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":41.51,"ArxivClusteringP2P":45.56,"ArxivClusteringS2S":35.61,"BiorxivClusteringP2P":36.16,"BiorxivClusteringS2S":30.14,"MedrxivClusteringP2P":31.12,"MedrxivClusteringS2S":26.73,"RedditClustering":50.24,"RedditClusteringP2P":61.45,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":37.17,"TwentyNewsgroupsClustering":39.83}
+{"index":249,"Rank":110,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.51,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":30.45,"BiorxivClusteringP2P":30.52,"BiorxivClusteringS2S":26.06,"MedrxivClusteringP2P":28.69,"MedrxivClusteringS2S":26.69,"RedditClustering":61.34,"RedditClusteringP2P":61.11,"StackExchangeClustering":69.95,"StackExchangeClusteringP2P":32.73,"TwentyNewsgroupsClustering":51.15}
{"index":107,"Rank":111,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91}
-{"index":174,"Rank":112,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":41.23,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.5,"BiorxivClusteringS2S":33.3,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":29.76,"RedditClustering":46.91,"RedditClusteringP2P":63.0,"StackExchangeClustering":58.37,"StackExchangeClusteringP2P":32.9,"TwentyNewsgroupsClustering":39.4}
-{"index":224,"Rank":113,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.1,"ArxivClusteringP2P":42.61,"ArxivClusteringS2S":32.32,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":29.08,"MedrxivClusteringP2P":31.19,"MedrxivClusteringS2S":27.27,"RedditClustering":54.89,"RedditClusteringP2P":57.58,"StackExchangeClustering":63.15,"StackExchangeClusteringP2P":32.25,"TwentyNewsgroupsClustering":46.82}
-{"index":139,"Rank":114,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
-{"index":58,"Rank":115,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
+{"index":286,"Rank":112,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91}
+{"index":174,"Rank":113,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":41.23,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.5,"BiorxivClusteringS2S":33.3,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":29.76,"RedditClustering":46.91,"RedditClusteringP2P":63.0,"StackExchangeClustering":58.37,"StackExchangeClusteringP2P":32.9,"TwentyNewsgroupsClustering":39.4}
+{"index":224,"Rank":114,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.1,"ArxivClusteringP2P":42.61,"ArxivClusteringS2S":32.32,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":29.08,"MedrxivClusteringP2P":31.19,"MedrxivClusteringS2S":27.27,"RedditClustering":54.89,"RedditClusteringP2P":57.58,"StackExchangeClustering":63.15,"StackExchangeClusteringP2P":32.25,"TwentyNewsgroupsClustering":46.82}
+{"index":139,"Rank":115,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
{"index":262,"Rank":116,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
-{"index":49,"Rank":117,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01}
-{"index":290,"Rank":118,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
+{"index":58,"Rank":117,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
+{"index":49,"Rank":118,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01}
{"index":111,"Rank":119,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
-{"index":196,"Rank":120,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.86,"ArxivClusteringP2P":47.03,"ArxivClusteringS2S":38.38,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":34.94,"MedrxivClusteringP2P":33.98,"MedrxivClusteringS2S":31.67,"RedditClustering":42.72,"RedditClusteringP2P":56.93,"StackExchangeClustering":53.6,"StackExchangeClusteringP2P":32.87,"TwentyNewsgroupsClustering":38.38}
-{"index":69,"Rank":121,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":40.83,"ArxivClusteringP2P":47.81,"ArxivClusteringS2S":40.53,"BiorxivClusteringP2P":38.12,"BiorxivClusteringS2S":31.25,"MedrxivClusteringP2P":30.94,"MedrxivClusteringS2S":28.04,"RedditClustering":42.84,"RedditClusteringP2P":60.1,"StackExchangeClustering":65.12,"StackExchangeClusteringP2P":33.61,"TwentyNewsgroupsClustering":30.76}
-{"index":147,"Rank":122,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.83,"ArxivClusteringP2P":42.9,"ArxivClusteringS2S":32.45,"BiorxivClusteringP2P":37.24,"BiorxivClusteringS2S":29.75,"MedrxivClusteringP2P":36.65,"MedrxivClusteringS2S":32.57,"RedditClustering":50.62,"RedditClusteringP2P":54.44,"StackExchangeClustering":54.26,"StackExchangeClusteringP2P":32.52,"TwentyNewsgroupsClustering":45.7}
-{"index":182,"Rank":123,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":40.81,"ArxivClusteringP2P":45.66,"ArxivClusteringS2S":38.42,"BiorxivClusteringP2P":35.54,"BiorxivClusteringS2S":32.19,"MedrxivClusteringP2P":30.95,"MedrxivClusteringS2S":28.87,"RedditClustering":47.9,"RedditClusteringP2P":55.95,"StackExchangeClustering":60.27,"StackExchangeClusteringP2P":32.34,"TwentyNewsgroupsClustering":40.81}
-{"index":180,"Rank":124,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":40.74,"ArxivClusteringP2P":45.37,"ArxivClusteringS2S":36.52,"BiorxivClusteringP2P":36.52,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.71,"MedrxivClusteringS2S":28.8,"RedditClustering":49.71,"RedditClusteringP2P":55.07,"StackExchangeClustering":59.42,"StackExchangeClusteringP2P":31.7,"TwentyNewsgroupsClustering":41.29}
-{"index":77,"Rank":125,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":40.7,"ArxivClusteringP2P":46.39,"ArxivClusteringS2S":35.41,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":31.74,"MedrxivClusteringP2P":33.13,"MedrxivClusteringS2S":30.29,"RedditClustering":47.53,"RedditClusteringP2P":56.03,"StackExchangeClustering":53.87,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.77}
-{"index":73,"Rank":126,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":40.63,"ArxivClusteringP2P":47.56,"ArxivClusteringS2S":39.92,"BiorxivClusteringP2P":36.14,"BiorxivClusteringS2S":30.26,"MedrxivClusteringP2P":30.11,"MedrxivClusteringS2S":26.93,"RedditClustering":41.83,"RedditClusteringP2P":62.08,"StackExchangeClustering":67.34,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":30.26}
-{"index":284,"Rank":127,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.54,"ArxivClusteringP2P":43.24,"ArxivClusteringS2S":36.49,"BiorxivClusteringP2P":35.56,"BiorxivClusteringS2S":31.02,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":27.76,"RedditClustering":49.16,"RedditClusteringP2P":61.55,"StackExchangeClustering":56.77,"StackExchangeClusteringP2P":32.04,"TwentyNewsgroupsClustering":40.7}
-{"index":125,"Rank":128,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.4,"ArxivClusteringP2P":41.78,"ArxivClusteringS2S":34.13,"BiorxivClusteringP2P":35.01,"BiorxivClusteringS2S":31.0,"MedrxivClusteringP2P":29.71,"MedrxivClusteringS2S":28.0,"RedditClustering":49.53,"RedditClusteringP2P":59.71,"StackExchangeClustering":60.73,"StackExchangeClusteringP2P":34.64,"TwentyNewsgroupsClustering":40.12}
-{"index":91,"Rank":129,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":40.34,"ArxivClusteringP2P":45.59,"ArxivClusteringS2S":38.86,"BiorxivClusteringP2P":36.55,"BiorxivClusteringS2S":33.7,"MedrxivClusteringP2P":31.51,"MedrxivClusteringS2S":28.76,"RedditClustering":40.45,"RedditClusteringP2P":55.75,"StackExchangeClustering":59.21,"StackExchangeClusteringP2P":33.95,"TwentyNewsgroupsClustering":39.46}
-{"index":222,"Rank":130,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":40.31,"ArxivClusteringP2P":41.8,"ArxivClusteringS2S":32.41,"BiorxivClusteringP2P":34.81,"BiorxivClusteringS2S":28.59,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":29.91,"RedditClustering":50.31,"RedditClusteringP2P":56.57,"StackExchangeClustering":57.99,"StackExchangeClusteringP2P":33.64,"TwentyNewsgroupsClustering":44.61}
-{"index":255,"Rank":131,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.21,"ArxivClusteringP2P":39.28,"ArxivClusteringS2S":27.26,"BiorxivClusteringP2P":33.99,"BiorxivClusteringS2S":22.92,"MedrxivClusteringP2P":33.2,"MedrxivClusteringS2S":26.13,"RedditClustering":52.93,"RedditClusteringP2P":59.67,"StackExchangeClustering":63.13,"StackExchangeClusteringP2P":35.68,"TwentyNewsgroupsClustering":48.1}
-{"index":190,"Rank":132,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.08,"ArxivClusteringP2P":44.02,"ArxivClusteringS2S":35.16,"BiorxivClusteringP2P":35.57,"BiorxivClusteringS2S":29.07,"MedrxivClusteringP2P":31.86,"MedrxivClusteringS2S":27.51,"RedditClustering":49.28,"RedditClusteringP2P":57.09,"StackExchangeClustering":55.35,"StackExchangeClusteringP2P":34.42,"TwentyNewsgroupsClustering":41.57}
-{"index":205,"Rank":133,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.94,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":36.91,"BiorxivClusteringP2P":38.59,"BiorxivClusteringS2S":32.32,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":29.92,"RedditClustering":45.63,"RedditClusteringP2P":53.37,"StackExchangeClustering":47.28,"StackExchangeClusteringP2P":34.25,"TwentyNewsgroupsClustering":42.38}
-{"index":87,"Rank":134,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":39.92,"ArxivClusteringP2P":43.38,"ArxivClusteringS2S":33.71,"BiorxivClusteringP2P":35.06,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":32.08,"MedrxivClusteringS2S":29.45,"RedditClustering":48.23,"RedditClusteringP2P":53.18,"StackExchangeClustering":60.86,"StackExchangeClusteringP2P":32.36,"TwentyNewsgroupsClustering":40.06}
-{"index":172,"Rank":135,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.92,"ArxivClusteringP2P":42.12,"ArxivClusteringS2S":34.8,"BiorxivClusteringP2P":35.89,"BiorxivClusteringS2S":30.05,"MedrxivClusteringP2P":31.34,"MedrxivClusteringS2S":27.88,"RedditClustering":45.72,"RedditClusteringP2P":59.66,"StackExchangeClustering":58.51,"StackExchangeClusteringP2P":31.98,"TwentyNewsgroupsClustering":41.13}
-{"index":90,"Rank":136,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":39.83,"ArxivClusteringP2P":44.72,"ArxivClusteringS2S":35.08,"BiorxivClusteringP2P":34.41,"BiorxivClusteringS2S":30.53,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":28.77,"RedditClustering":46.47,"RedditClusteringP2P":54.17,"StackExchangeClustering":59.19,"StackExchangeClusteringP2P":32.57,"TwentyNewsgroupsClustering":40.89}
-{"index":171,"Rank":137,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.73,"ArxivClusteringP2P":44.14,"ArxivClusteringS2S":37.14,"BiorxivClusteringP2P":36.1,"BiorxivClusteringS2S":31.51,"MedrxivClusteringP2P":31.31,"MedrxivClusteringS2S":28.32,"RedditClustering":43.27,"RedditClusteringP2P":57.22,"StackExchangeClustering":59.6,"StackExchangeClusteringP2P":30.82,"TwentyNewsgroupsClustering":37.65}
-{"index":173,"Rank":138,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.62,"ArxivClusteringP2P":43.35,"ArxivClusteringS2S":36.0,"BiorxivClusteringP2P":37.55,"BiorxivClusteringS2S":30.33,"MedrxivClusteringP2P":30.6,"MedrxivClusteringS2S":28.73,"RedditClustering":43.15,"RedditClusteringP2P":61.69,"StackExchangeClustering":55.31,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":35.55}
-{"index":84,"Rank":139,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":39.54,"ArxivClusteringP2P":42.86,"ArxivClusteringS2S":32.48,"BiorxivClusteringP2P":36.83,"BiorxivClusteringS2S":29.24,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":30.8,"RedditClustering":48.28,"RedditClusteringP2P":53.56,"StackExchangeClustering":55.07,"StackExchangeClusteringP2P":31.92,"TwentyNewsgroupsClustering":41.37}
-{"index":128,"Rank":140,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":39.48,"ArxivClusteringP2P":45.31,"ArxivClusteringS2S":35.45,"BiorxivClusteringP2P":38.38,"BiorxivClusteringS2S":31.09,"MedrxivClusteringP2P":33.35,"MedrxivClusteringS2S":29.79,"RedditClustering":44.12,"RedditClusteringP2P":48.68,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":33.91,"TwentyNewsgroupsClustering":41.13}
-{"index":113,"Rank":141,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.46,"ArxivClusteringP2P":44.6,"ArxivClusteringS2S":34.48,"BiorxivClusteringP2P":37.13,"BiorxivClusteringS2S":29.72,"MedrxivClusteringP2P":31.98,"MedrxivClusteringS2S":29.26,"RedditClustering":45.27,"RedditClusteringP2P":54.47,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":34.67,"TwentyNewsgroupsClustering":39.37}
-{"index":228,"Rank":142,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
-{"index":189,"Rank":143,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
-{"index":114,"Rank":144,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.18,"ArxivClusteringP2P":44.53,"ArxivClusteringS2S":33.25,"BiorxivClusteringP2P":36.11,"BiorxivClusteringS2S":28.06,"MedrxivClusteringP2P":31.56,"MedrxivClusteringS2S":28.13,"RedditClustering":45.46,"RedditClusteringP2P":55.16,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":34.07,"TwentyNewsgroupsClustering":40.19}
-{"index":64,"Rank":145,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.16,"ArxivClusteringP2P":41.76,"ArxivClusteringS2S":31.63,"BiorxivClusteringP2P":36.01,"BiorxivClusteringS2S":28.77,"MedrxivClusteringP2P":31.27,"MedrxivClusteringS2S":28.97,"RedditClustering":47.39,"RedditClusteringP2P":58.38,"StackExchangeClustering":52.47,"StackExchangeClusteringP2P":33.63,"TwentyNewsgroupsClustering":40.52}
-{"index":179,"Rank":146,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.11,"ArxivClusteringP2P":44.52,"ArxivClusteringS2S":34.45,"BiorxivClusteringP2P":35.25,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":29.43,"MedrxivClusteringS2S":28.87,"RedditClustering":44.52,"RedditClusteringP2P":53.61,"StackExchangeClustering":57.11,"StackExchangeClusteringP2P":31.91,"TwentyNewsgroupsClustering":39.8}
-{"index":187,"Rank":147,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
+{"index":290,"Rank":120,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
+{"index":196,"Rank":121,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.86,"ArxivClusteringP2P":47.03,"ArxivClusteringS2S":38.38,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":34.94,"MedrxivClusteringP2P":33.98,"MedrxivClusteringS2S":31.67,"RedditClustering":42.72,"RedditClusteringP2P":56.93,"StackExchangeClustering":53.6,"StackExchangeClusteringP2P":32.87,"TwentyNewsgroupsClustering":38.38}
+{"index":69,"Rank":122,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":40.83,"ArxivClusteringP2P":47.81,"ArxivClusteringS2S":40.53,"BiorxivClusteringP2P":38.12,"BiorxivClusteringS2S":31.25,"MedrxivClusteringP2P":30.94,"MedrxivClusteringS2S":28.04,"RedditClustering":42.84,"RedditClusteringP2P":60.1,"StackExchangeClustering":65.12,"StackExchangeClusteringP2P":33.61,"TwentyNewsgroupsClustering":30.76}
+{"index":147,"Rank":123,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.83,"ArxivClusteringP2P":42.9,"ArxivClusteringS2S":32.45,"BiorxivClusteringP2P":37.24,"BiorxivClusteringS2S":29.75,"MedrxivClusteringP2P":36.65,"MedrxivClusteringS2S":32.57,"RedditClustering":50.62,"RedditClusteringP2P":54.44,"StackExchangeClustering":54.26,"StackExchangeClusteringP2P":32.52,"TwentyNewsgroupsClustering":45.7}
+{"index":182,"Rank":124,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":40.81,"ArxivClusteringP2P":45.66,"ArxivClusteringS2S":38.42,"BiorxivClusteringP2P":35.54,"BiorxivClusteringS2S":32.19,"MedrxivClusteringP2P":30.95,"MedrxivClusteringS2S":28.87,"RedditClustering":47.9,"RedditClusteringP2P":55.95,"StackExchangeClustering":60.27,"StackExchangeClusteringP2P":32.34,"TwentyNewsgroupsClustering":40.81}
+{"index":180,"Rank":125,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":40.74,"ArxivClusteringP2P":45.37,"ArxivClusteringS2S":36.52,"BiorxivClusteringP2P":36.52,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.71,"MedrxivClusteringS2S":28.8,"RedditClustering":49.71,"RedditClusteringP2P":55.07,"StackExchangeClustering":59.42,"StackExchangeClusteringP2P":31.7,"TwentyNewsgroupsClustering":41.29}
+{"index":77,"Rank":126,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":40.7,"ArxivClusteringP2P":46.39,"ArxivClusteringS2S":35.41,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":31.74,"MedrxivClusteringP2P":33.13,"MedrxivClusteringS2S":30.29,"RedditClustering":47.53,"RedditClusteringP2P":56.03,"StackExchangeClustering":53.87,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.77}
+{"index":73,"Rank":127,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":40.63,"ArxivClusteringP2P":47.56,"ArxivClusteringS2S":39.92,"BiorxivClusteringP2P":36.14,"BiorxivClusteringS2S":30.26,"MedrxivClusteringP2P":30.11,"MedrxivClusteringS2S":26.93,"RedditClustering":41.83,"RedditClusteringP2P":62.08,"StackExchangeClustering":67.34,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":30.26}
+{"index":284,"Rank":128,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.54,"ArxivClusteringP2P":43.24,"ArxivClusteringS2S":36.49,"BiorxivClusteringP2P":35.56,"BiorxivClusteringS2S":31.02,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":27.76,"RedditClustering":49.16,"RedditClusteringP2P":61.55,"StackExchangeClustering":56.77,"StackExchangeClusteringP2P":32.04,"TwentyNewsgroupsClustering":40.7}
+{"index":125,"Rank":129,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.4,"ArxivClusteringP2P":41.78,"ArxivClusteringS2S":34.13,"BiorxivClusteringP2P":35.01,"BiorxivClusteringS2S":31.0,"MedrxivClusteringP2P":29.71,"MedrxivClusteringS2S":28.0,"RedditClustering":49.53,"RedditClusteringP2P":59.71,"StackExchangeClustering":60.73,"StackExchangeClusteringP2P":34.64,"TwentyNewsgroupsClustering":40.12}
+{"index":91,"Rank":130,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":40.34,"ArxivClusteringP2P":45.59,"ArxivClusteringS2S":38.86,"BiorxivClusteringP2P":36.55,"BiorxivClusteringS2S":33.7,"MedrxivClusteringP2P":31.51,"MedrxivClusteringS2S":28.76,"RedditClustering":40.45,"RedditClusteringP2P":55.75,"StackExchangeClustering":59.21,"StackExchangeClusteringP2P":33.95,"TwentyNewsgroupsClustering":39.46}
+{"index":222,"Rank":131,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":40.31,"ArxivClusteringP2P":41.8,"ArxivClusteringS2S":32.41,"BiorxivClusteringP2P":34.81,"BiorxivClusteringS2S":28.59,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":29.91,"RedditClustering":50.31,"RedditClusteringP2P":56.57,"StackExchangeClustering":57.99,"StackExchangeClusteringP2P":33.64,"TwentyNewsgroupsClustering":44.61}
+{"index":255,"Rank":132,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.21,"ArxivClusteringP2P":39.28,"ArxivClusteringS2S":27.26,"BiorxivClusteringP2P":33.99,"BiorxivClusteringS2S":22.92,"MedrxivClusteringP2P":33.2,"MedrxivClusteringS2S":26.13,"RedditClustering":52.93,"RedditClusteringP2P":59.67,"StackExchangeClustering":63.13,"StackExchangeClusteringP2P":35.68,"TwentyNewsgroupsClustering":48.1}
+{"index":190,"Rank":133,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.08,"ArxivClusteringP2P":44.02,"ArxivClusteringS2S":35.16,"BiorxivClusteringP2P":35.57,"BiorxivClusteringS2S":29.07,"MedrxivClusteringP2P":31.86,"MedrxivClusteringS2S":27.51,"RedditClustering":49.28,"RedditClusteringP2P":57.09,"StackExchangeClustering":55.35,"StackExchangeClusteringP2P":34.42,"TwentyNewsgroupsClustering":41.57}
+{"index":205,"Rank":134,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.94,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":36.91,"BiorxivClusteringP2P":38.59,"BiorxivClusteringS2S":32.32,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":29.92,"RedditClustering":45.63,"RedditClusteringP2P":53.37,"StackExchangeClustering":47.28,"StackExchangeClusteringP2P":34.25,"TwentyNewsgroupsClustering":42.38}
+{"index":87,"Rank":135,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":39.92,"ArxivClusteringP2P":43.38,"ArxivClusteringS2S":33.71,"BiorxivClusteringP2P":35.06,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":32.08,"MedrxivClusteringS2S":29.45,"RedditClustering":48.23,"RedditClusteringP2P":53.18,"StackExchangeClustering":60.86,"StackExchangeClusteringP2P":32.36,"TwentyNewsgroupsClustering":40.06}
+{"index":172,"Rank":136,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.92,"ArxivClusteringP2P":42.12,"ArxivClusteringS2S":34.8,"BiorxivClusteringP2P":35.89,"BiorxivClusteringS2S":30.05,"MedrxivClusteringP2P":31.34,"MedrxivClusteringS2S":27.88,"RedditClustering":45.72,"RedditClusteringP2P":59.66,"StackExchangeClustering":58.51,"StackExchangeClusteringP2P":31.98,"TwentyNewsgroupsClustering":41.13}
+{"index":90,"Rank":137,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":39.83,"ArxivClusteringP2P":44.72,"ArxivClusteringS2S":35.08,"BiorxivClusteringP2P":34.41,"BiorxivClusteringS2S":30.53,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":28.77,"RedditClustering":46.47,"RedditClusteringP2P":54.17,"StackExchangeClustering":59.19,"StackExchangeClusteringP2P":32.57,"TwentyNewsgroupsClustering":40.89}
+{"index":171,"Rank":138,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.73,"ArxivClusteringP2P":44.14,"ArxivClusteringS2S":37.14,"BiorxivClusteringP2P":36.1,"BiorxivClusteringS2S":31.51,"MedrxivClusteringP2P":31.31,"MedrxivClusteringS2S":28.32,"RedditClustering":43.27,"RedditClusteringP2P":57.22,"StackExchangeClustering":59.6,"StackExchangeClusteringP2P":30.82,"TwentyNewsgroupsClustering":37.65}
+{"index":173,"Rank":139,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.62,"ArxivClusteringP2P":43.35,"ArxivClusteringS2S":36.0,"BiorxivClusteringP2P":37.55,"BiorxivClusteringS2S":30.33,"MedrxivClusteringP2P":30.6,"MedrxivClusteringS2S":28.73,"RedditClustering":43.15,"RedditClusteringP2P":61.69,"StackExchangeClustering":55.31,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":35.55}
+{"index":84,"Rank":140,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":39.54,"ArxivClusteringP2P":42.86,"ArxivClusteringS2S":32.48,"BiorxivClusteringP2P":36.83,"BiorxivClusteringS2S":29.24,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":30.8,"RedditClustering":48.28,"RedditClusteringP2P":53.56,"StackExchangeClustering":55.07,"StackExchangeClusteringP2P":31.92,"TwentyNewsgroupsClustering":41.37}
+{"index":128,"Rank":141,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":39.48,"ArxivClusteringP2P":45.31,"ArxivClusteringS2S":35.45,"BiorxivClusteringP2P":38.38,"BiorxivClusteringS2S":31.09,"MedrxivClusteringP2P":33.35,"MedrxivClusteringS2S":29.79,"RedditClustering":44.12,"RedditClusteringP2P":48.68,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":33.91,"TwentyNewsgroupsClustering":41.13}
+{"index":113,"Rank":142,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.46,"ArxivClusteringP2P":44.6,"ArxivClusteringS2S":34.48,"BiorxivClusteringP2P":37.13,"BiorxivClusteringS2S":29.72,"MedrxivClusteringP2P":31.98,"MedrxivClusteringS2S":29.26,"RedditClustering":45.27,"RedditClusteringP2P":54.47,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":34.67,"TwentyNewsgroupsClustering":39.37}
+{"index":228,"Rank":143,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
+{"index":189,"Rank":144,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
+{"index":114,"Rank":145,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.18,"ArxivClusteringP2P":44.53,"ArxivClusteringS2S":33.25,"BiorxivClusteringP2P":36.11,"BiorxivClusteringS2S":28.06,"MedrxivClusteringP2P":31.56,"MedrxivClusteringS2S":28.13,"RedditClustering":45.46,"RedditClusteringP2P":55.16,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":34.07,"TwentyNewsgroupsClustering":40.19}
+{"index":64,"Rank":146,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.16,"ArxivClusteringP2P":41.76,"ArxivClusteringS2S":31.63,"BiorxivClusteringP2P":36.01,"BiorxivClusteringS2S":28.77,"MedrxivClusteringP2P":31.27,"MedrxivClusteringS2S":28.97,"RedditClustering":47.39,"RedditClusteringP2P":58.38,"StackExchangeClustering":52.47,"StackExchangeClusteringP2P":33.63,"TwentyNewsgroupsClustering":40.52}
+{"index":179,"Rank":147,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.11,"ArxivClusteringP2P":44.52,"ArxivClusteringS2S":34.45,"BiorxivClusteringP2P":35.25,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":29.43,"MedrxivClusteringS2S":28.87,"RedditClustering":44.52,"RedditClusteringP2P":53.61,"StackExchangeClustering":57.11,"StackExchangeClusteringP2P":31.91,"TwentyNewsgroupsClustering":39.8}
{"index":138,"Rank":148,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":66,"Rank":149,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
-{"index":134,"Rank":150,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":38.93,"ArxivClusteringP2P":44.59,"ArxivClusteringS2S":38.03,"BiorxivClusteringP2P":36.03,"BiorxivClusteringS2S":32.48,"MedrxivClusteringP2P":31.05,"MedrxivClusteringS2S":29.26,"RedditClustering":35.53,"RedditClusteringP2P":54.52,"StackExchangeClustering":55.13,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":37.28}
-{"index":112,"Rank":151,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":38.86,"ArxivClusteringP2P":43.5,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.48,"BiorxivClusteringS2S":26.14,"MedrxivClusteringP2P":30.57,"MedrxivClusteringS2S":26.22,"RedditClustering":48.32,"RedditClusteringP2P":57.84,"StackExchangeClustering":57.49,"StackExchangeClusteringP2P":34.58,"TwentyNewsgroupsClustering":36.28}
-{"index":247,"Rank":152,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":38.63,"ArxivClusteringP2P":35.49,"ArxivClusteringS2S":27.18,"BiorxivClusteringP2P":27.66,"BiorxivClusteringS2S":23.25,"MedrxivClusteringP2P":27.57,"MedrxivClusteringS2S":25.13,"RedditClustering":56.13,"RedditClusteringP2P":58.53,"StackExchangeClustering":64.21,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":46.72}
-{"index":254,"Rank":153,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":38.5,"ArxivClusteringP2P":37.78,"ArxivClusteringS2S":31.68,"BiorxivClusteringP2P":33.02,"BiorxivClusteringS2S":29.45,"MedrxivClusteringP2P":31.93,"MedrxivClusteringS2S":31.53,"RedditClustering":45.65,"RedditClusteringP2P":52.05,"StackExchangeClustering":52.99,"StackExchangeClusteringP2P":33.06,"TwentyNewsgroupsClustering":44.36}
-{"index":215,"Rank":154,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.37,"ArxivClusteringP2P":43.11,"ArxivClusteringS2S":34.41,"BiorxivClusteringP2P":34.7,"BiorxivClusteringS2S":28.84,"MedrxivClusteringP2P":30.49,"MedrxivClusteringS2S":28.8,"RedditClustering":42.86,"RedditClusteringP2P":54.27,"StackExchangeClustering":53.09,"StackExchangeClusteringP2P":33.15,"TwentyNewsgroupsClustering":38.35}
-{"index":126,"Rank":155,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":38.03,"ArxivClusteringP2P":43.85,"ArxivClusteringS2S":29.59,"BiorxivClusteringP2P":37.8,"BiorxivClusteringS2S":26.76,"MedrxivClusteringP2P":32.54,"MedrxivClusteringS2S":28.05,"RedditClustering":43.68,"RedditClusteringP2P":54.33,"StackExchangeClustering":51.77,"StackExchangeClusteringP2P":33.31,"TwentyNewsgroupsClustering":36.65}
-{"index":144,"Rank":156,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":37.92,"ArxivClusteringP2P":42.01,"ArxivClusteringS2S":31.41,"BiorxivClusteringP2P":34.73,"BiorxivClusteringS2S":29.28,"MedrxivClusteringP2P":31.77,"MedrxivClusteringS2S":30.94,"RedditClustering":43.09,"RedditClusteringP2P":56.54,"StackExchangeClustering":48.23,"StackExchangeClusteringP2P":34.76,"TwentyNewsgroupsClustering":34.36}
-{"index":274,"Rank":157,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.82,"ArxivClusteringP2P":34.72,"ArxivClusteringS2S":25.27,"BiorxivClusteringP2P":28.39,"BiorxivClusteringS2S":20.52,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":24.58,"RedditClustering":56.93,"RedditClusteringP2P":58.95,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.14,"TwentyNewsgroupsClustering":42.43}
-{"index":251,"Rank":158,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.64,"ArxivClusteringP2P":36.94,"ArxivClusteringS2S":29.03,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":28.16,"MedrxivClusteringP2P":30.23,"MedrxivClusteringS2S":27.01,"RedditClustering":48.04,"RedditClusteringP2P":53.53,"StackExchangeClustering":59.54,"StackExchangeClusteringP2P":30.48,"TwentyNewsgroupsClustering":38.68}
-{"index":76,"Rank":159,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":37.6,"ArxivClusteringP2P":40.28,"ArxivClusteringS2S":31.06,"BiorxivClusteringP2P":35.18,"BiorxivClusteringS2S":28.18,"MedrxivClusteringP2P":30.4,"MedrxivClusteringS2S":28.79,"RedditClustering":45.93,"RedditClusteringP2P":51.44,"StackExchangeClustering":52.18,"StackExchangeClusteringP2P":30.67,"TwentyNewsgroupsClustering":39.44}
-{"index":300,"Rank":160,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.52,"ArxivClusteringP2P":41.49,"ArxivClusteringS2S":28.47,"BiorxivClusteringP2P":36.86,"BiorxivClusteringS2S":27.55,"MedrxivClusteringP2P":31.09,"MedrxivClusteringS2S":26.5,"RedditClustering":42.47,"RedditClusteringP2P":58.1,"StackExchangeClustering":53.52,"StackExchangeClusteringP2P":30.43,"TwentyNewsgroupsClustering":36.26}
-{"index":75,"Rank":161,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":37.45,"ArxivClusteringP2P":42.92,"ArxivClusteringS2S":35.2,"BiorxivClusteringP2P":35.02,"BiorxivClusteringS2S":27.21,"MedrxivClusteringP2P":30.15,"MedrxivClusteringS2S":26.96,"RedditClustering":38.67,"RedditClusteringP2P":53.42,"StackExchangeClustering":59.35,"StackExchangeClusteringP2P":31.47,"TwentyNewsgroupsClustering":31.54}
-{"index":176,"Rank":162,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.22,"ArxivClusteringP2P":39.22,"ArxivClusteringS2S":30.8,"BiorxivClusteringP2P":35.84,"BiorxivClusteringS2S":27.35,"MedrxivClusteringP2P":30.72,"MedrxivClusteringS2S":27.0,"RedditClustering":40.12,"RedditClusteringP2P":59.49,"StackExchangeClustering":53.32,"StackExchangeClusteringP2P":31.87,"TwentyNewsgroupsClustering":33.67}
-{"index":185,"Rank":163,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":37.15,"ArxivClusteringP2P":40.51,"ArxivClusteringS2S":31.58,"BiorxivClusteringP2P":33.56,"BiorxivClusteringS2S":28.44,"MedrxivClusteringP2P":30.12,"MedrxivClusteringS2S":25.26,"RedditClustering":45.05,"RedditClusteringP2P":55.14,"StackExchangeClustering":45.24,"StackExchangeClusteringP2P":33.37,"TwentyNewsgroupsClustering":40.42}
-{"index":253,"Rank":164,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.14,"ArxivClusteringP2P":38.33,"ArxivClusteringS2S":31.55,"BiorxivClusteringP2P":33.49,"BiorxivClusteringS2S":29.44,"MedrxivClusteringP2P":31.52,"MedrxivClusteringS2S":30.87,"RedditClustering":42.02,"RedditClusteringP2P":50.73,"StackExchangeClustering":49.6,"StackExchangeClusteringP2P":31.69,"TwentyNewsgroupsClustering":39.28}
-{"index":92,"Rank":165,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":36.98,"ArxivClusteringP2P":40.55,"ArxivClusteringS2S":32.49,"BiorxivClusteringP2P":33.59,"BiorxivClusteringS2S":29.13,"MedrxivClusteringP2P":30.33,"MedrxivClusteringS2S":28.02,"RedditClustering":42.17,"RedditClusteringP2P":48.02,"StackExchangeClustering":54.13,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.2}
-{"index":181,"Rank":166,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.89,"ArxivClusteringP2P":40.27,"ArxivClusteringS2S":32.0,"BiorxivClusteringP2P":33.27,"BiorxivClusteringS2S":28.65,"MedrxivClusteringP2P":27.85,"MedrxivClusteringS2S":27.71,"RedditClustering":41.34,"RedditClusteringP2P":51.2,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.88}
-{"index":81,"Rank":167,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.96,"ArxivClusteringP2P":35.24,"ArxivClusteringS2S":31.09,"BiorxivClusteringP2P":30.2,"BiorxivClusteringS2S":27.38,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":27.52,"RedditClustering":45.62,"RedditClusteringP2P":47.87,"StackExchangeClustering":52.62,"StackExchangeClusteringP2P":30.05,"TwentyNewsgroupsClustering":40.79}
-{"index":184,"Rank":168,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.88,"ArxivClusteringP2P":39.25,"ArxivClusteringS2S":29.08,"BiorxivClusteringP2P":32.2,"BiorxivClusteringS2S":26.63,"MedrxivClusteringP2P":29.6,"MedrxivClusteringS2S":25.01,"RedditClustering":42.85,"RedditClusteringP2P":52.55,"StackExchangeClustering":48.07,"StackExchangeClusteringP2P":31.36,"TwentyNewsgroupsClustering":38.06}
-{"index":88,"Rank":169,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":35.79,"ArxivClusteringP2P":39.71,"ArxivClusteringS2S":28.24,"BiorxivClusteringP2P":33.63,"BiorxivClusteringS2S":27.04,"MedrxivClusteringP2P":31.37,"MedrxivClusteringS2S":26.87,"RedditClustering":40.23,"RedditClusteringP2P":49.09,"StackExchangeClustering":52.74,"StackExchangeClusteringP2P":32.66,"TwentyNewsgroupsClustering":32.13}
-{"index":85,"Rank":170,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.78,"ArxivClusteringP2P":41.21,"ArxivClusteringS2S":30.2,"BiorxivClusteringP2P":35.62,"BiorxivClusteringS2S":25.4,"MedrxivClusteringP2P":31.42,"MedrxivClusteringS2S":27.14,"RedditClustering":39.24,"RedditClusteringP2P":52.2,"StackExchangeClustering":46.43,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":30.43}
-{"index":273,"Rank":171,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.71,"ArxivClusteringP2P":35.13,"ArxivClusteringS2S":23.46,"BiorxivClusteringP2P":31.17,"BiorxivClusteringS2S":18.81,"MedrxivClusteringP2P":28.88,"MedrxivClusteringS2S":23.31,"RedditClustering":49.72,"RedditClusteringP2P":57.92,"StackExchangeClustering":54.64,"StackExchangeClusteringP2P":31.58,"TwentyNewsgroupsClustering":38.23}
-{"index":151,"Rank":172,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":35.67,"ArxivClusteringP2P":37.75,"ArxivClusteringS2S":27.7,"BiorxivClusteringP2P":30.24,"BiorxivClusteringS2S":22.67,"MedrxivClusteringP2P":28.41,"MedrxivClusteringS2S":26.14,"RedditClustering":46.29,"RedditClusteringP2P":50.95,"StackExchangeClustering":48.08,"StackExchangeClusteringP2P":33.35,"TwentyNewsgroupsClustering":40.79}
-{"index":276,"Rank":173,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.06,"ArxivClusteringP2P":34.75,"ArxivClusteringS2S":22.62,"BiorxivClusteringP2P":28.75,"BiorxivClusteringS2S":20.14,"MedrxivClusteringP2P":31.2,"MedrxivClusteringS2S":25.8,"RedditClustering":46.17,"RedditClusteringP2P":56.53,"StackExchangeClustering":49.34,"StackExchangeClusteringP2P":33.4,"TwentyNewsgroupsClustering":36.93}
-{"index":275,"Rank":174,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.82,"ArxivClusteringP2P":33.72,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":30.88,"BiorxivClusteringS2S":21.05,"MedrxivClusteringP2P":28.68,"MedrxivClusteringS2S":24.25,"RedditClustering":43.82,"RedditClusteringP2P":58.37,"StackExchangeClustering":47.83,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":37.47}
-{"index":243,"Rank":175,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":34.06,"ArxivClusteringP2P":44.75,"ArxivClusteringS2S":35.27,"BiorxivClusteringP2P":39.52,"BiorxivClusteringS2S":34.53,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":31.66,"RedditClustering":24.13,"RedditClusteringP2P":35.06,"StackExchangeClustering":39.01,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":24.22}
-{"index":272,"Rank":176,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.94,"ArxivClusteringP2P":35.1,"ArxivClusteringS2S":25.75,"BiorxivClusteringP2P":32.83,"BiorxivClusteringS2S":24.09,"MedrxivClusteringP2P":29.54,"MedrxivClusteringS2S":27.33,"RedditClustering":41.4,"RedditClusteringP2P":45.37,"StackExchangeClustering":44.43,"StackExchangeClusteringP2P":31.24,"TwentyNewsgroupsClustering":36.28}
-{"index":265,"Rank":177,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":33.47,"ArxivClusteringP2P":35.33,"ArxivClusteringS2S":27.66,"BiorxivClusteringP2P":30.95,"BiorxivClusteringS2S":24.81,"MedrxivClusteringP2P":27.35,"MedrxivClusteringS2S":25.59,"RedditClustering":40.32,"RedditClusteringP2P":45.99,"StackExchangeClustering":48.26,"StackExchangeClusteringP2P":28.87,"TwentyNewsgroupsClustering":33.07}
-{"index":229,"Rank":178,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86}
-{"index":86,"Rank":179,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68}
-{"index":80,"Rank":180,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69}
-{"index":186,"Rank":181,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":32.56,"ArxivClusteringP2P":34.17,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":28.51,"BiorxivClusteringS2S":20.94,"MedrxivClusteringP2P":27.24,"MedrxivClusteringS2S":23.27,"RedditClustering":37.95,"RedditClusteringP2P":49.91,"StackExchangeClustering":46.35,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":34.39}
-{"index":308,"Rank":182,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.28,"ArxivClusteringP2P":35.27,"ArxivClusteringS2S":23.18,"BiorxivClusteringP2P":31.13,"BiorxivClusteringS2S":26.78,"MedrxivClusteringP2P":24.65,"MedrxivClusteringS2S":24.21,"RedditClustering":38.74,"RedditClusteringP2P":51.92,"StackExchangeClustering":42.7,"StackExchangeClusteringP2P":28.7,"TwentyNewsgroupsClustering":27.82}
-{"index":270,"Rank":183,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.75,"ArxivClusteringP2P":39.74,"ArxivClusteringS2S":30.69,"BiorxivClusteringP2P":34.04,"BiorxivClusteringS2S":26.59,"MedrxivClusteringP2P":29.0,"MedrxivClusteringS2S":25.38,"RedditClustering":28.36,"RedditClusteringP2P":43.4,"StackExchangeClustering":36.29,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":29.19}
-{"index":32,"Rank":184,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.67,"ArxivClusteringP2P":33.7,"ArxivClusteringS2S":23.04,"BiorxivClusteringP2P":32.7,"BiorxivClusteringS2S":23.28,"MedrxivClusteringP2P":31.94,"MedrxivClusteringS2S":28.05,"RedditClustering":30.83,"RedditClusteringP2P":46.29,"StackExchangeClustering":39.44,"StackExchangeClusteringP2P":32.61,"TwentyNewsgroupsClustering":26.54}
-{"index":89,"Rank":185,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":30.95,"ArxivClusteringP2P":34.74,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":28.93,"BiorxivClusteringS2S":23.08,"MedrxivClusteringP2P":28.3,"MedrxivClusteringS2S":24.93,"RedditClustering":33.76,"RedditClusteringP2P":41.01,"StackExchangeClustering":44.59,"StackExchangeClusteringP2P":28.23,"TwentyNewsgroupsClustering":28.24}
-{"index":261,"Rank":186,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"ArxivClusteringP2P":32.32,"ArxivClusteringS2S":25.5,"BiorxivClusteringP2P":28.99,"BiorxivClusteringS2S":23.2,"MedrxivClusteringP2P":29.44,"MedrxivClusteringS2S":26.16,"RedditClustering":31.25,"RedditClusteringP2P":43.3,"StackExchangeClustering":34.36,"StackExchangeClusteringP2P":30.64,"TwentyNewsgroupsClustering":31.58}
-{"index":78,"Rank":187,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":30.21,"ArxivClusteringP2P":33.04,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":30.86,"BiorxivClusteringS2S":21.1,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":23.78,"RedditClustering":31.45,"RedditClusteringP2P":43.69,"StackExchangeClustering":39.16,"StackExchangeClusteringP2P":29.18,"TwentyNewsgroupsClustering":28.23}
-{"index":133,"Rank":188,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":30.12,"ArxivClusteringP2P":35.19,"ArxivClusteringS2S":27.51,"BiorxivClusteringP2P":30.12,"BiorxivClusteringS2S":24.77,"MedrxivClusteringP2P":26.09,"MedrxivClusteringS2S":23.6,"RedditClustering":27.24,"RedditClusteringP2P":43.32,"StackExchangeClustering":43.58,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":23.35}
-{"index":239,"Rank":189,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":29.55,"ArxivClusteringP2P":32.13,"ArxivClusteringS2S":22.05,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":20.57,"MedrxivClusteringP2P":30.13,"MedrxivClusteringS2S":24.82,"RedditClustering":28.79,"RedditClusteringP2P":49.14,"StackExchangeClustering":35.43,"StackExchangeClusteringP2P":28.83,"TwentyNewsgroupsClustering":23.28}
-{"index":230,"Rank":190,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.04,"ArxivClusteringP2P":32.61,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":24.9,"BiorxivClusteringS2S":19.55,"MedrxivClusteringP2P":23.6,"MedrxivClusteringS2S":21.97,"RedditClustering":32.18,"RedditClusteringP2P":45.14,"StackExchangeClustering":43.07,"StackExchangeClusteringP2P":28.5,"TwentyNewsgroupsClustering":23.21}
-{"index":271,"Rank":191,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.04,"ArxivClusteringP2P":38.31,"ArxivClusteringS2S":27.56,"BiorxivClusteringP2P":33.35,"BiorxivClusteringS2S":24.18,"MedrxivClusteringP2P":28.35,"MedrxivClusteringS2S":23.71,"RedditClustering":22.47,"RedditClusteringP2P":39.66,"StackExchangeClustering":32.9,"StackExchangeClusteringP2P":26.0,"TwentyNewsgroupsClustering":22.9}
-{"index":79,"Rank":192,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":28.01,"ArxivClusteringP2P":31.76,"ArxivClusteringS2S":21.06,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":18.34,"MedrxivClusteringP2P":27.42,"MedrxivClusteringS2S":22.41,"RedditClustering":26.71,"RedditClusteringP2P":44.14,"StackExchangeClustering":32.84,"StackExchangeClusteringP2P":27.48,"TwentyNewsgroupsClustering":26.09}
-{"index":244,"Rank":193,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":27.73,"ArxivClusteringP2P":32.56,"ArxivClusteringS2S":23.14,"BiorxivClusteringP2P":29.27,"BiorxivClusteringS2S":19.18,"MedrxivClusteringP2P":26.12,"MedrxivClusteringS2S":20.38,"RedditClustering":28.46,"RedditClusteringP2P":35.82,"StackExchangeClustering":35.8,"StackExchangeClusteringP2P":28.51,"TwentyNewsgroupsClustering":25.83}
-{"index":245,"Rank":194,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":26.57,"ArxivClusteringP2P":34.73,"ArxivClusteringS2S":26.01,"BiorxivClusteringP2P":29.76,"BiorxivClusteringS2S":20.71,"MedrxivClusteringP2P":26.65,"MedrxivClusteringS2S":21.5,"RedditClustering":28.84,"RedditClusteringP2P":7.37,"StackExchangeClustering":39.04,"StackExchangeClusteringP2P":30.23,"TwentyNewsgroupsClustering":27.42}
-{"index":156,"Rank":195,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":26.2,"ArxivClusteringP2P":26.81,"ArxivClusteringS2S":24.35,"BiorxivClusteringP2P":20.62,"BiorxivClusteringS2S":19.08,"MedrxivClusteringP2P":19.06,"MedrxivClusteringS2S":19.8,"RedditClustering":28.52,"RedditClusteringP2P":38.63,"StackExchangeClustering":46.33,"StackExchangeClusteringP2P":20.57,"TwentyNewsgroupsClustering":24.41}
-{"index":260,"Rank":196,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":23.75,"ArxivClusteringP2P":24.83,"ArxivClusteringS2S":16.68,"BiorxivClusteringP2P":20.0,"BiorxivClusteringS2S":12.67,"MedrxivClusteringP2P":20.79,"MedrxivClusteringS2S":18.18,"RedditClustering":26.28,"RedditClusteringP2P":40.48,"StackExchangeClustering":33.51,"StackExchangeClusteringP2P":27.98,"TwentyNewsgroupsClustering":19.9}
-{"index":269,"Rank":197,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.0,"ArxivClusteringP2P":14.79,"ArxivClusteringS2S":12.25,"BiorxivClusteringP2P":13.94,"BiorxivClusteringS2S":9.79,"MedrxivClusteringP2P":15.7,"MedrxivClusteringS2S":14.89,"RedditClustering":18.38,"RedditClusteringP2P":27.1,"StackExchangeClustering":23.66,"StackExchangeClusteringP2P":27.34,"TwentyNewsgroupsClustering":20.17}
-{"index":11,"Rank":198,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":15.28,"ArxivClusteringP2P":17.77,"ArxivClusteringS2S":12.39,"BiorxivClusteringP2P":12.4,"BiorxivClusteringS2S":8.83,"MedrxivClusteringP2P":17.91,"MedrxivClusteringS2S":16.63,"RedditClustering":9.96,"RedditClusteringP2P":26.42,"StackExchangeClustering":15.79,"StackExchangeClusteringP2P":18.63,"TwentyNewsgroupsClustering":11.38}
-{"index":279,"Rank":199,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.41,"ArxivClusteringP2P":0.44,"ArxivClusteringS2S":0.37,"BiorxivClusteringP2P":0.36,"BiorxivClusteringS2S":0.31,"MedrxivClusteringP2P":0.32,"MedrxivClusteringS2S":0.29,"RedditClustering":0.5,"RedditClusteringP2P":0.55,"StackExchangeClustering":0.58,"StackExchangeClusteringP2P":0.3,"TwentyNewsgroupsClustering":0.46}
-{"index":42,"Rank":216,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":29.33,"BiorxivClusteringS2S":27.81,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":82,"Rank":230,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":83,"Rank":231,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":105,"Rank":241,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":30.15,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":24.29,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":23.01,"RedditClustering":21.29,"RedditClusteringP2P":"","StackExchangeClustering":35.55,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":18.35}
-{"index":106,"Rank":242,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":31.38,"MedrxivClusteringS2S":30.28,"RedditClustering":"","RedditClusteringP2P":50.51,"StackExchangeClustering":51.79,"StackExchangeClusteringP2P":30.15,"TwentyNewsgroupsClustering":41.38}
-{"index":135,"Rank":251,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","ArxivClusteringP2P":39.41,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":246,"Rank":287,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":295,"Rank":302,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92}
-{"index":296,"Rank":303,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92}
-{"index":301,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
-{"index":303,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33}
+{"index":187,"Rank":150,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
+{"index":134,"Rank":151,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":38.93,"ArxivClusteringP2P":44.59,"ArxivClusteringS2S":38.03,"BiorxivClusteringP2P":36.03,"BiorxivClusteringS2S":32.48,"MedrxivClusteringP2P":31.05,"MedrxivClusteringS2S":29.26,"RedditClustering":35.53,"RedditClusteringP2P":54.52,"StackExchangeClustering":55.13,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":37.28}
+{"index":112,"Rank":152,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":38.86,"ArxivClusteringP2P":43.5,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.48,"BiorxivClusteringS2S":26.14,"MedrxivClusteringP2P":30.57,"MedrxivClusteringS2S":26.22,"RedditClustering":48.32,"RedditClusteringP2P":57.84,"StackExchangeClustering":57.49,"StackExchangeClusteringP2P":34.58,"TwentyNewsgroupsClustering":36.28}
+{"index":247,"Rank":153,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":38.63,"ArxivClusteringP2P":35.49,"ArxivClusteringS2S":27.18,"BiorxivClusteringP2P":27.66,"BiorxivClusteringS2S":23.25,"MedrxivClusteringP2P":27.57,"MedrxivClusteringS2S":25.13,"RedditClustering":56.13,"RedditClusteringP2P":58.53,"StackExchangeClustering":64.21,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":46.72}
+{"index":254,"Rank":154,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":38.5,"ArxivClusteringP2P":37.78,"ArxivClusteringS2S":31.68,"BiorxivClusteringP2P":33.02,"BiorxivClusteringS2S":29.45,"MedrxivClusteringP2P":31.93,"MedrxivClusteringS2S":31.53,"RedditClustering":45.65,"RedditClusteringP2P":52.05,"StackExchangeClustering":52.99,"StackExchangeClusteringP2P":33.06,"TwentyNewsgroupsClustering":44.36}
+{"index":215,"Rank":155,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.37,"ArxivClusteringP2P":43.11,"ArxivClusteringS2S":34.41,"BiorxivClusteringP2P":34.7,"BiorxivClusteringS2S":28.84,"MedrxivClusteringP2P":30.49,"MedrxivClusteringS2S":28.8,"RedditClustering":42.86,"RedditClusteringP2P":54.27,"StackExchangeClustering":53.09,"StackExchangeClusteringP2P":33.15,"TwentyNewsgroupsClustering":38.35}
+{"index":126,"Rank":156,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":38.03,"ArxivClusteringP2P":43.85,"ArxivClusteringS2S":29.59,"BiorxivClusteringP2P":37.8,"BiorxivClusteringS2S":26.76,"MedrxivClusteringP2P":32.54,"MedrxivClusteringS2S":28.05,"RedditClustering":43.68,"RedditClusteringP2P":54.33,"StackExchangeClustering":51.77,"StackExchangeClusteringP2P":33.31,"TwentyNewsgroupsClustering":36.65}
+{"index":144,"Rank":157,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":37.92,"ArxivClusteringP2P":42.01,"ArxivClusteringS2S":31.41,"BiorxivClusteringP2P":34.73,"BiorxivClusteringS2S":29.28,"MedrxivClusteringP2P":31.77,"MedrxivClusteringS2S":30.94,"RedditClustering":43.09,"RedditClusteringP2P":56.54,"StackExchangeClustering":48.23,"StackExchangeClusteringP2P":34.76,"TwentyNewsgroupsClustering":34.36}
+{"index":274,"Rank":158,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.82,"ArxivClusteringP2P":34.72,"ArxivClusteringS2S":25.27,"BiorxivClusteringP2P":28.39,"BiorxivClusteringS2S":20.52,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":24.58,"RedditClustering":56.93,"RedditClusteringP2P":58.95,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.14,"TwentyNewsgroupsClustering":42.43}
+{"index":251,"Rank":159,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.64,"ArxivClusteringP2P":36.94,"ArxivClusteringS2S":29.03,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":28.16,"MedrxivClusteringP2P":30.23,"MedrxivClusteringS2S":27.01,"RedditClustering":48.04,"RedditClusteringP2P":53.53,"StackExchangeClustering":59.54,"StackExchangeClusteringP2P":30.48,"TwentyNewsgroupsClustering":38.68}
+{"index":76,"Rank":160,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":37.6,"ArxivClusteringP2P":40.28,"ArxivClusteringS2S":31.06,"BiorxivClusteringP2P":35.18,"BiorxivClusteringS2S":28.18,"MedrxivClusteringP2P":30.4,"MedrxivClusteringS2S":28.79,"RedditClustering":45.93,"RedditClusteringP2P":51.44,"StackExchangeClustering":52.18,"StackExchangeClusteringP2P":30.67,"TwentyNewsgroupsClustering":39.44}
+{"index":301,"Rank":161,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.52,"ArxivClusteringP2P":41.49,"ArxivClusteringS2S":28.47,"BiorxivClusteringP2P":36.86,"BiorxivClusteringS2S":27.55,"MedrxivClusteringP2P":31.09,"MedrxivClusteringS2S":26.5,"RedditClustering":42.47,"RedditClusteringP2P":58.1,"StackExchangeClustering":53.52,"StackExchangeClusteringP2P":30.43,"TwentyNewsgroupsClustering":36.26}
+{"index":75,"Rank":162,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":37.45,"ArxivClusteringP2P":42.92,"ArxivClusteringS2S":35.2,"BiorxivClusteringP2P":35.02,"BiorxivClusteringS2S":27.21,"MedrxivClusteringP2P":30.15,"MedrxivClusteringS2S":26.96,"RedditClustering":38.67,"RedditClusteringP2P":53.42,"StackExchangeClustering":59.35,"StackExchangeClusteringP2P":31.47,"TwentyNewsgroupsClustering":31.54}
+{"index":176,"Rank":163,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.22,"ArxivClusteringP2P":39.22,"ArxivClusteringS2S":30.8,"BiorxivClusteringP2P":35.84,"BiorxivClusteringS2S":27.35,"MedrxivClusteringP2P":30.72,"MedrxivClusteringS2S":27.0,"RedditClustering":40.12,"RedditClusteringP2P":59.49,"StackExchangeClustering":53.32,"StackExchangeClusteringP2P":31.87,"TwentyNewsgroupsClustering":33.67}
+{"index":185,"Rank":164,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":37.15,"ArxivClusteringP2P":40.51,"ArxivClusteringS2S":31.58,"BiorxivClusteringP2P":33.56,"BiorxivClusteringS2S":28.44,"MedrxivClusteringP2P":30.12,"MedrxivClusteringS2S":25.26,"RedditClustering":45.05,"RedditClusteringP2P":55.14,"StackExchangeClustering":45.24,"StackExchangeClusteringP2P":33.37,"TwentyNewsgroupsClustering":40.42}
+{"index":253,"Rank":165,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.14,"ArxivClusteringP2P":38.33,"ArxivClusteringS2S":31.55,"BiorxivClusteringP2P":33.49,"BiorxivClusteringS2S":29.44,"MedrxivClusteringP2P":31.52,"MedrxivClusteringS2S":30.87,"RedditClustering":42.02,"RedditClusteringP2P":50.73,"StackExchangeClustering":49.6,"StackExchangeClusteringP2P":31.69,"TwentyNewsgroupsClustering":39.28}
+{"index":92,"Rank":166,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":36.98,"ArxivClusteringP2P":40.55,"ArxivClusteringS2S":32.49,"BiorxivClusteringP2P":33.59,"BiorxivClusteringS2S":29.13,"MedrxivClusteringP2P":30.33,"MedrxivClusteringS2S":28.02,"RedditClustering":42.17,"RedditClusteringP2P":48.02,"StackExchangeClustering":54.13,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.2}
+{"index":181,"Rank":167,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.89,"ArxivClusteringP2P":40.27,"ArxivClusteringS2S":32.0,"BiorxivClusteringP2P":33.27,"BiorxivClusteringS2S":28.65,"MedrxivClusteringP2P":27.85,"MedrxivClusteringS2S":27.71,"RedditClustering":41.34,"RedditClusteringP2P":51.2,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.88}
+{"index":81,"Rank":168,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.96,"ArxivClusteringP2P":35.24,"ArxivClusteringS2S":31.09,"BiorxivClusteringP2P":30.2,"BiorxivClusteringS2S":27.38,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":27.52,"RedditClustering":45.62,"RedditClusteringP2P":47.87,"StackExchangeClustering":52.62,"StackExchangeClusteringP2P":30.05,"TwentyNewsgroupsClustering":40.79}
+{"index":184,"Rank":169,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.88,"ArxivClusteringP2P":39.25,"ArxivClusteringS2S":29.08,"BiorxivClusteringP2P":32.2,"BiorxivClusteringS2S":26.63,"MedrxivClusteringP2P":29.6,"MedrxivClusteringS2S":25.01,"RedditClustering":42.85,"RedditClusteringP2P":52.55,"StackExchangeClustering":48.07,"StackExchangeClusteringP2P":31.36,"TwentyNewsgroupsClustering":38.06}
+{"index":88,"Rank":170,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":35.79,"ArxivClusteringP2P":39.71,"ArxivClusteringS2S":28.24,"BiorxivClusteringP2P":33.63,"BiorxivClusteringS2S":27.04,"MedrxivClusteringP2P":31.37,"MedrxivClusteringS2S":26.87,"RedditClustering":40.23,"RedditClusteringP2P":49.09,"StackExchangeClustering":52.74,"StackExchangeClusteringP2P":32.66,"TwentyNewsgroupsClustering":32.13}
+{"index":85,"Rank":171,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.78,"ArxivClusteringP2P":41.21,"ArxivClusteringS2S":30.2,"BiorxivClusteringP2P":35.62,"BiorxivClusteringS2S":25.4,"MedrxivClusteringP2P":31.42,"MedrxivClusteringS2S":27.14,"RedditClustering":39.24,"RedditClusteringP2P":52.2,"StackExchangeClustering":46.43,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":30.43}
+{"index":273,"Rank":172,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.71,"ArxivClusteringP2P":35.13,"ArxivClusteringS2S":23.46,"BiorxivClusteringP2P":31.17,"BiorxivClusteringS2S":18.81,"MedrxivClusteringP2P":28.88,"MedrxivClusteringS2S":23.31,"RedditClustering":49.72,"RedditClusteringP2P":57.92,"StackExchangeClustering":54.64,"StackExchangeClusteringP2P":31.58,"TwentyNewsgroupsClustering":38.23}
+{"index":151,"Rank":173,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":35.67,"ArxivClusteringP2P":37.75,"ArxivClusteringS2S":27.7,"BiorxivClusteringP2P":30.24,"BiorxivClusteringS2S":22.67,"MedrxivClusteringP2P":28.41,"MedrxivClusteringS2S":26.14,"RedditClustering":46.29,"RedditClusteringP2P":50.95,"StackExchangeClustering":48.08,"StackExchangeClusteringP2P":33.35,"TwentyNewsgroupsClustering":40.79}
+{"index":276,"Rank":174,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.06,"ArxivClusteringP2P":34.75,"ArxivClusteringS2S":22.62,"BiorxivClusteringP2P":28.75,"BiorxivClusteringS2S":20.14,"MedrxivClusteringP2P":31.2,"MedrxivClusteringS2S":25.8,"RedditClustering":46.17,"RedditClusteringP2P":56.53,"StackExchangeClustering":49.34,"StackExchangeClusteringP2P":33.4,"TwentyNewsgroupsClustering":36.93}
+{"index":275,"Rank":175,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.82,"ArxivClusteringP2P":33.72,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":30.88,"BiorxivClusteringS2S":21.05,"MedrxivClusteringP2P":28.68,"MedrxivClusteringS2S":24.25,"RedditClustering":43.82,"RedditClusteringP2P":58.37,"StackExchangeClustering":47.83,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":37.47}
+{"index":243,"Rank":176,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":34.06,"ArxivClusteringP2P":44.75,"ArxivClusteringS2S":35.27,"BiorxivClusteringP2P":39.52,"BiorxivClusteringS2S":34.53,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":31.66,"RedditClustering":24.13,"RedditClusteringP2P":35.06,"StackExchangeClustering":39.01,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":24.22}
+{"index":272,"Rank":177,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.94,"ArxivClusteringP2P":35.1,"ArxivClusteringS2S":25.75,"BiorxivClusteringP2P":32.83,"BiorxivClusteringS2S":24.09,"MedrxivClusteringP2P":29.54,"MedrxivClusteringS2S":27.33,"RedditClustering":41.4,"RedditClusteringP2P":45.37,"StackExchangeClustering":44.43,"StackExchangeClusteringP2P":31.24,"TwentyNewsgroupsClustering":36.28}
+{"index":265,"Rank":178,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":33.47,"ArxivClusteringP2P":35.33,"ArxivClusteringS2S":27.66,"BiorxivClusteringP2P":30.95,"BiorxivClusteringS2S":24.81,"MedrxivClusteringP2P":27.35,"MedrxivClusteringS2S":25.59,"RedditClustering":40.32,"RedditClusteringP2P":45.99,"StackExchangeClustering":48.26,"StackExchangeClusteringP2P":28.87,"TwentyNewsgroupsClustering":33.07}
+{"index":229,"Rank":179,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86}
+{"index":86,"Rank":180,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68}
+{"index":80,"Rank":181,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69}
+{"index":186,"Rank":182,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":32.56,"ArxivClusteringP2P":34.17,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":28.51,"BiorxivClusteringS2S":20.94,"MedrxivClusteringP2P":27.24,"MedrxivClusteringS2S":23.27,"RedditClustering":37.95,"RedditClusteringP2P":49.91,"StackExchangeClustering":46.35,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":34.39}
+{"index":309,"Rank":183,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.28,"ArxivClusteringP2P":35.27,"ArxivClusteringS2S":23.18,"BiorxivClusteringP2P":31.13,"BiorxivClusteringS2S":26.78,"MedrxivClusteringP2P":24.65,"MedrxivClusteringS2S":24.21,"RedditClustering":38.74,"RedditClusteringP2P":51.92,"StackExchangeClustering":42.7,"StackExchangeClusteringP2P":28.7,"TwentyNewsgroupsClustering":27.82}
+{"index":270,"Rank":184,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.75,"ArxivClusteringP2P":39.74,"ArxivClusteringS2S":30.69,"BiorxivClusteringP2P":34.04,"BiorxivClusteringS2S":26.59,"MedrxivClusteringP2P":29.0,"MedrxivClusteringS2S":25.38,"RedditClustering":28.36,"RedditClusteringP2P":43.4,"StackExchangeClustering":36.29,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":29.19}
+{"index":32,"Rank":185,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.67,"ArxivClusteringP2P":33.7,"ArxivClusteringS2S":23.04,"BiorxivClusteringP2P":32.7,"BiorxivClusteringS2S":23.28,"MedrxivClusteringP2P":31.94,"MedrxivClusteringS2S":28.05,"RedditClustering":30.83,"RedditClusteringP2P":46.29,"StackExchangeClustering":39.44,"StackExchangeClusteringP2P":32.61,"TwentyNewsgroupsClustering":26.54}
+{"index":89,"Rank":186,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":30.95,"ArxivClusteringP2P":34.74,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":28.93,"BiorxivClusteringS2S":23.08,"MedrxivClusteringP2P":28.3,"MedrxivClusteringS2S":24.93,"RedditClustering":33.76,"RedditClusteringP2P":41.01,"StackExchangeClustering":44.59,"StackExchangeClusteringP2P":28.23,"TwentyNewsgroupsClustering":28.24}
+{"index":261,"Rank":187,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"ArxivClusteringP2P":32.32,"ArxivClusteringS2S":25.5,"BiorxivClusteringP2P":28.99,"BiorxivClusteringS2S":23.2,"MedrxivClusteringP2P":29.44,"MedrxivClusteringS2S":26.16,"RedditClustering":31.25,"RedditClusteringP2P":43.3,"StackExchangeClustering":34.36,"StackExchangeClusteringP2P":30.64,"TwentyNewsgroupsClustering":31.58}
+{"index":78,"Rank":188,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":30.21,"ArxivClusteringP2P":33.04,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":30.86,"BiorxivClusteringS2S":21.1,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":23.78,"RedditClustering":31.45,"RedditClusteringP2P":43.69,"StackExchangeClustering":39.16,"StackExchangeClusteringP2P":29.18,"TwentyNewsgroupsClustering":28.23}
+{"index":133,"Rank":189,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":30.12,"ArxivClusteringP2P":35.19,"ArxivClusteringS2S":27.51,"BiorxivClusteringP2P":30.12,"BiorxivClusteringS2S":24.77,"MedrxivClusteringP2P":26.09,"MedrxivClusteringS2S":23.6,"RedditClustering":27.24,"RedditClusteringP2P":43.32,"StackExchangeClustering":43.58,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":23.35}
+{"index":239,"Rank":190,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":29.55,"ArxivClusteringP2P":32.13,"ArxivClusteringS2S":22.05,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":20.57,"MedrxivClusteringP2P":30.13,"MedrxivClusteringS2S":24.82,"RedditClustering":28.79,"RedditClusteringP2P":49.14,"StackExchangeClustering":35.43,"StackExchangeClusteringP2P":28.83,"TwentyNewsgroupsClustering":23.28}
+{"index":230,"Rank":191,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.04,"ArxivClusteringP2P":32.61,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":24.9,"BiorxivClusteringS2S":19.55,"MedrxivClusteringP2P":23.6,"MedrxivClusteringS2S":21.97,"RedditClustering":32.18,"RedditClusteringP2P":45.14,"StackExchangeClustering":43.07,"StackExchangeClusteringP2P":28.5,"TwentyNewsgroupsClustering":23.21}
+{"index":271,"Rank":192,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.04,"ArxivClusteringP2P":38.31,"ArxivClusteringS2S":27.56,"BiorxivClusteringP2P":33.35,"BiorxivClusteringS2S":24.18,"MedrxivClusteringP2P":28.35,"MedrxivClusteringS2S":23.71,"RedditClustering":22.47,"RedditClusteringP2P":39.66,"StackExchangeClustering":32.9,"StackExchangeClusteringP2P":26.0,"TwentyNewsgroupsClustering":22.9}
+{"index":79,"Rank":193,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":28.01,"ArxivClusteringP2P":31.76,"ArxivClusteringS2S":21.06,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":18.34,"MedrxivClusteringP2P":27.42,"MedrxivClusteringS2S":22.41,"RedditClustering":26.71,"RedditClusteringP2P":44.14,"StackExchangeClustering":32.84,"StackExchangeClusteringP2P":27.48,"TwentyNewsgroupsClustering":26.09}
+{"index":244,"Rank":194,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":27.73,"ArxivClusteringP2P":32.56,"ArxivClusteringS2S":23.14,"BiorxivClusteringP2P":29.27,"BiorxivClusteringS2S":19.18,"MedrxivClusteringP2P":26.12,"MedrxivClusteringS2S":20.38,"RedditClustering":28.46,"RedditClusteringP2P":35.82,"StackExchangeClustering":35.8,"StackExchangeClusteringP2P":28.51,"TwentyNewsgroupsClustering":25.83}
+{"index":245,"Rank":195,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":26.57,"ArxivClusteringP2P":34.73,"ArxivClusteringS2S":26.01,"BiorxivClusteringP2P":29.76,"BiorxivClusteringS2S":20.71,"MedrxivClusteringP2P":26.65,"MedrxivClusteringS2S":21.5,"RedditClustering":28.84,"RedditClusteringP2P":7.37,"StackExchangeClustering":39.04,"StackExchangeClusteringP2P":30.23,"TwentyNewsgroupsClustering":27.42}
+{"index":156,"Rank":196,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":26.2,"ArxivClusteringP2P":26.81,"ArxivClusteringS2S":24.35,"BiorxivClusteringP2P":20.62,"BiorxivClusteringS2S":19.08,"MedrxivClusteringP2P":19.06,"MedrxivClusteringS2S":19.8,"RedditClustering":28.52,"RedditClusteringP2P":38.63,"StackExchangeClustering":46.33,"StackExchangeClusteringP2P":20.57,"TwentyNewsgroupsClustering":24.41}
+{"index":260,"Rank":197,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":23.75,"ArxivClusteringP2P":24.83,"ArxivClusteringS2S":16.68,"BiorxivClusteringP2P":20.0,"BiorxivClusteringS2S":12.67,"MedrxivClusteringP2P":20.79,"MedrxivClusteringS2S":18.18,"RedditClustering":26.28,"RedditClusteringP2P":40.48,"StackExchangeClustering":33.51,"StackExchangeClusteringP2P":27.98,"TwentyNewsgroupsClustering":19.9}
+{"index":269,"Rank":198,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.0,"ArxivClusteringP2P":14.79,"ArxivClusteringS2S":12.25,"BiorxivClusteringP2P":13.94,"BiorxivClusteringS2S":9.79,"MedrxivClusteringP2P":15.7,"MedrxivClusteringS2S":14.89,"RedditClustering":18.38,"RedditClusteringP2P":27.1,"StackExchangeClustering":23.66,"StackExchangeClusteringP2P":27.34,"TwentyNewsgroupsClustering":20.17}
+{"index":11,"Rank":199,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":15.28,"ArxivClusteringP2P":17.77,"ArxivClusteringS2S":12.39,"BiorxivClusteringP2P":12.4,"BiorxivClusteringS2S":8.83,"MedrxivClusteringP2P":17.91,"MedrxivClusteringS2S":16.63,"RedditClustering":9.96,"RedditClusteringP2P":26.42,"StackExchangeClustering":15.79,"StackExchangeClusteringP2P":18.63,"TwentyNewsgroupsClustering":11.38}
+{"index":279,"Rank":200,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.41,"ArxivClusteringP2P":0.44,"ArxivClusteringS2S":0.37,"BiorxivClusteringP2P":0.36,"BiorxivClusteringS2S":0.31,"MedrxivClusteringP2P":0.32,"MedrxivClusteringS2S":0.29,"RedditClustering":0.5,"RedditClusteringP2P":0.55,"StackExchangeClustering":0.58,"StackExchangeClusteringP2P":0.3,"TwentyNewsgroupsClustering":0.46}
+{"index":42,"Rank":217,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":29.33,"BiorxivClusteringS2S":27.81,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":82,"Rank":231,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":83,"Rank":232,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":105,"Rank":242,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":30.15,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":24.29,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":23.01,"RedditClustering":21.29,"RedditClusteringP2P":"","StackExchangeClustering":35.55,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":18.35}
+{"index":106,"Rank":243,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":31.38,"MedrxivClusteringS2S":30.28,"RedditClustering":"","RedditClusteringP2P":50.51,"StackExchangeClustering":51.79,"StackExchangeClusteringP2P":30.15,"TwentyNewsgroupsClustering":41.38}
+{"index":135,"Rank":252,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","ArxivClusteringP2P":39.41,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":246,"Rank":288,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":296,"Rank":303,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92}
+{"index":297,"Rank":304,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92}
+{"index":302,"Rank":308,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01}
+{"index":303,"Rank":309,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
+{"index":304,"Rank":310,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33}
diff --git a/all_data_tasks/10/default.jsonl b/all_data_tasks/10/default.jsonl
index 8787cd932179cb26e37522eab2f8bb7079b41990..1987ed6d243c13fdf52ff57a59069291db1040ac 100644
--- a/all_data_tasks/10/default.jsonl
+++ b/all_data_tasks/10/default.jsonl
@@ -1,66 +1,66 @@
-{"index":220,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.87,"Cmnli":92.84,"Ocnli":90.9}
-{"index":127,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.66,"Cmnli":92.54,"Ocnli":90.77}
-{"index":183,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
-{"index":54,"Rank":4,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.87,"Cmnli":90.87,"Ocnli":90.87}
-{"index":266,"Rank":5,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.24,"Cmnli":92.64,"Ocnli":87.84}
-{"index":39,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
-{"index":47,"Rank":7,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":88.92,"Cmnli":90.66,"Ocnli":87.18}
-{"index":15,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
-{"index":12,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"index":168,"Rank":10,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"index":169,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
-{"index":187,"Rank":12,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":87.93,"Cmnli":90.42,"Ocnli":85.43}
-{"index":140,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":87.84,"Cmnli":90.49,"Ocnli":85.18}
-{"index":48,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
-{"index":17,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"index":290,"Rank":16,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
-{"index":16,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"index":30,"Rank":18,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
-{"index":219,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
-{"index":301,"Rank":20,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
-{"index":111,"Rank":21,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
-{"index":294,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":212,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":189,"Rank":24,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
-{"index":21,"Rank":25,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":22,"Rank":26,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":42,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
-{"index":41,"Rank":28,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
-{"index":340,"Rank":29,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.32,"Cmnli":85.31,"Ocnli":79.33}
-{"index":28,"Rank":30,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":81.6,"Cmnli":85.27,"Ocnli":77.94}
-{"index":49,"Rank":31,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
-{"index":53,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.9,"Cmnli":86.7,"Ocnli":75.1}
-{"index":299,"Rank":33,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":80.44,"Cmnli":85.6,"Ocnli":75.28}
-{"index":55,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":80.01,"Cmnli":84.76,"Ocnli":75.26}
-{"index":186,"Rank":35,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":79.96,"Cmnli":84.75,"Ocnli":75.16}
-{"index":24,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":79.76,"Cmnli":84.1,"Ocnli":75.41}
-{"index":40,"Rank":37,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.77,"Cmnli":84.1,"Ocnli":73.44}
-{"index":188,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.72,"Cmnli":85.14,"Ocnli":72.29}
-{"index":204,"Rank":39,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":78.65,"Cmnli":85.14,"Ocnli":72.15}
-{"index":265,"Rank":40,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.38,"Cmnli":83.83,"Ocnli":72.92}
-{"index":20,"Rank":41,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
-{"index":27,"Rank":42,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.77,"Cmnli":82.17,"Ocnli":71.37}
-{"index":264,"Rank":43,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.61,"Cmnli":82.33,"Ocnli":70.89}
-{"index":202,"Rank":44,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":76.59,"Cmnli":83.32,"Ocnli":69.86}
-{"index":185,"Rank":45,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.09,"Cmnli":81.65,"Ocnli":70.53}
-{"index":201,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.96,"Cmnli":81.34,"Ocnli":68.58}
-{"index":221,"Rank":47,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":74.64,"Cmnli":79.58,"Ocnli":69.7}
-{"index":203,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.38,"Cmnli":78.43,"Ocnli":66.32}
-{"index":194,"Rank":49,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":72.19,"Cmnli":80.21,"Ocnli":64.18}
-{"index":57,"Rank":50,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.86,"Cmnli":77.67,"Ocnli":64.04}
-{"index":34,"Rank":51,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":70.4,"Cmnli":76.24,"Ocnli":64.57}
-{"index":303,"Rank":52,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
-{"index":305,"Rank":53,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
-{"index":198,"Rank":54,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.89,"Cmnli":78.18,"Ocnli":61.6}
-{"index":336,"Rank":55,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.56,"Cmnli":76.03,"Ocnli":63.08}
-{"index":287,"Rank":56,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":68.76,"Cmnli":75.67,"Ocnli":61.85}
-{"index":167,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":67.97,"Cmnli":73.15,"Ocnli":62.79}
-{"index":291,"Rank":58,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.41,"Cmnli":73.87,"Ocnli":60.95}
-{"index":197,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.07,"Cmnli":74.51,"Ocnli":59.63}
-{"index":293,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":66.62,"Cmnli":72.55,"Ocnli":60.7}
-{"index":200,"Rank":61,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.45,"Cmnli":72.12,"Ocnli":60.77}
-{"index":234,"Rank":62,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":64.3,"Cmnli":69.27,"Ocnli":59.33}
-{"index":233,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.99,"Cmnli":69.98,"Ocnli":58.0}
-{"index":239,"Rank":64,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.84,"Cmnli":65.68,"Ocnli":59.99}
-{"index":173,"Rank":65,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.52,"Cmnli":61.86,"Ocnli":55.18}
-{"index":304,"Rank":66,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.7,"Cmnli":57.78,"Ocnli":55.63}
+{"index":218,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.87,"Cmnli":92.84,"Ocnli":90.9}
+{"index":125,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.66,"Cmnli":92.54,"Ocnli":90.77}
+{"index":181,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
+{"index":52,"Rank":4,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.87,"Cmnli":90.87,"Ocnli":90.87}
+{"index":264,"Rank":5,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.24,"Cmnli":92.64,"Ocnli":87.84}
+{"index":37,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
+{"index":45,"Rank":7,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":88.92,"Cmnli":90.66,"Ocnli":87.18}
+{"index":13,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
+{"index":10,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
+{"index":166,"Rank":10,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
+{"index":167,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
+{"index":185,"Rank":12,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":87.93,"Cmnli":90.42,"Ocnli":85.43}
+{"index":138,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":87.84,"Cmnli":90.49,"Ocnli":85.18}
+{"index":46,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
+{"index":15,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
+{"index":288,"Rank":16,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
+{"index":14,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
+{"index":28,"Rank":18,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
+{"index":217,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
+{"index":299,"Rank":20,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
+{"index":109,"Rank":21,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
+{"index":292,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":210,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":187,"Rank":24,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
+{"index":20,"Rank":25,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
+{"index":19,"Rank":26,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
+{"index":39,"Rank":27,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
+{"index":40,"Rank":28,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
+{"index":339,"Rank":29,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.32,"Cmnli":85.31,"Ocnli":79.33}
+{"index":26,"Rank":30,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":81.6,"Cmnli":85.27,"Ocnli":77.94}
+{"index":47,"Rank":31,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
+{"index":51,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.9,"Cmnli":86.7,"Ocnli":75.1}
+{"index":297,"Rank":33,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":80.44,"Cmnli":85.6,"Ocnli":75.28}
+{"index":53,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":80.01,"Cmnli":84.76,"Ocnli":75.26}
+{"index":184,"Rank":35,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":79.96,"Cmnli":84.75,"Ocnli":75.16}
+{"index":22,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":79.76,"Cmnli":84.1,"Ocnli":75.41}
+{"index":38,"Rank":37,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.77,"Cmnli":84.1,"Ocnli":73.44}
+{"index":186,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.72,"Cmnli":85.14,"Ocnli":72.29}
+{"index":202,"Rank":39,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":78.65,"Cmnli":85.14,"Ocnli":72.15}
+{"index":263,"Rank":40,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.38,"Cmnli":83.83,"Ocnli":72.92}
+{"index":18,"Rank":41,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
+{"index":25,"Rank":42,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.77,"Cmnli":82.17,"Ocnli":71.37}
+{"index":262,"Rank":43,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.61,"Cmnli":82.33,"Ocnli":70.89}
+{"index":200,"Rank":44,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":76.59,"Cmnli":83.32,"Ocnli":69.86}
+{"index":183,"Rank":45,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.09,"Cmnli":81.65,"Ocnli":70.53}
+{"index":199,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.96,"Cmnli":81.34,"Ocnli":68.58}
+{"index":219,"Rank":47,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":74.64,"Cmnli":79.58,"Ocnli":69.7}
+{"index":201,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.38,"Cmnli":78.43,"Ocnli":66.32}
+{"index":192,"Rank":49,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":72.19,"Cmnli":80.21,"Ocnli":64.18}
+{"index":55,"Rank":50,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.86,"Cmnli":77.67,"Ocnli":64.04}
+{"index":32,"Rank":51,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":70.4,"Cmnli":76.24,"Ocnli":64.57}
+{"index":303,"Rank":52,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
+{"index":301,"Rank":53,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
+{"index":196,"Rank":54,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.89,"Cmnli":78.18,"Ocnli":61.6}
+{"index":335,"Rank":55,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.56,"Cmnli":76.03,"Ocnli":63.08}
+{"index":285,"Rank":56,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":68.76,"Cmnli":75.67,"Ocnli":61.85}
+{"index":165,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":67.97,"Cmnli":73.15,"Ocnli":62.79}
+{"index":289,"Rank":58,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.41,"Cmnli":73.87,"Ocnli":60.95}
+{"index":195,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.07,"Cmnli":74.51,"Ocnli":59.63}
+{"index":291,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":66.62,"Cmnli":72.55,"Ocnli":60.7}
+{"index":198,"Rank":61,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.45,"Cmnli":72.12,"Ocnli":60.77}
+{"index":232,"Rank":62,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":64.3,"Cmnli":69.27,"Ocnli":59.33}
+{"index":231,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.99,"Cmnli":69.98,"Ocnli":58.0}
+{"index":237,"Rank":64,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.84,"Cmnli":65.68,"Ocnli":59.99}
+{"index":171,"Rank":65,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.52,"Cmnli":61.86,"Ocnli":55.18}
+{"index":302,"Rank":66,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.7,"Cmnli":57.78,"Ocnli":55.63}
diff --git a/all_data_tasks/11/default.jsonl b/all_data_tasks/11/default.jsonl
index d3c38645e01dfe530ecba69ca3b29d5f88d8213a..39a68dd18444c3b06ac558098f7adee80b8cc8a5 100644
--- a/all_data_tasks/11/default.jsonl
+++ b/all_data_tasks/11/default.jsonl
@@ -1,81 +1,81 @@
-{"index":127,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.76,"CMedQAv1":91.39,"CMedQAv2":89.72,"MMarcoReranking":41.58,"T2Reranking":68.36}
-{"index":220,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.58,"CMedQAv1":90.96,"CMedQAv2":90.41,"MMarcoReranking":39.91,"T2Reranking":69.03}
-{"index":183,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.34,"CMedQAv1":91.11,"CMedQAv2":90.07,"MMarcoReranking":38.87,"T2Reranking":69.29}
-{"index":235,"Rank":4,"Model":"LdIR-Qwen2-reranker-1.5B<\/a>","Model Size (Million Parameters)":772,"Memory Usage (GB, fp32)":2.88,"Average":70.45,"CMedQAv1":86.5,"CMedQAv2":87.11,"MMarcoReranking":39.35,"T2Reranking":68.84}
-{"index":261,"Rank":5,"Model":"360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":941,"Memory Usage (GB, fp32)":3.51,"Average":70.13,"CMedQAv1":86.75,"CMedQAv2":87.92,"MMarcoReranking":37.29,"T2Reranking":68.55}
-{"index":266,"Rank":6,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"CMedQAv1":89.31,"CMedQAv2":90.14,"MMarcoReranking":33.39,"T2Reranking":67.15}
-{"index":39,"Rank":7,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":69.78,"CMedQAv1":89.26,"CMedQAv2":90.05,"MMarcoReranking":32.74,"T2Reranking":67.05}
-{"index":340,"Rank":8,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.67,"CMedQAv1":88.06,"CMedQAv2":88.46,"MMarcoReranking":34.3,"T2Reranking":67.85}
-{"index":54,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.3,"CMedQAv1":88.74,"CMedQAv2":89.42,"MMarcoReranking":31.61,"T2Reranking":67.45}
-{"index":262,"Rank":10,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.92,"CMedQAv1":87.0,"CMedQAv2":88.48,"MMarcoReranking":32.41,"T2Reranking":67.8}
-{"index":17,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":68.92,"CMedQAv1":88.2,"CMedQAv2":88.03,"MMarcoReranking":31.65,"T2Reranking":67.8}
-{"index":290,"Rank":12,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.72,"CMedQAv1":89.37,"CMedQAv2":89.27,"MMarcoReranking":29.64,"T2Reranking":66.61}
-{"index":236,"Rank":13,"Model":"LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.58,"CMedQAv1":84.35,"CMedQAv2":86.45,"MMarcoReranking":35.64,"T2Reranking":67.86}
-{"index":169,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.45,"CMedQAv1":89.33,"CMedQAv2":89.18,"MMarcoReranking":28.85,"T2Reranking":66.43}
-{"index":128,"Rank":15,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.41,"CMedQAv1":84.09,"CMedQAv2":86.56,"MMarcoReranking":33.55,"T2Reranking":69.43}
-{"index":30,"Rank":16,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":68.28,"CMedQAv1":84.62,"CMedQAv2":85.6,"MMarcoReranking":35.43,"T2Reranking":67.48}
-{"index":12,"Rank":17,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.27,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.12,"T2Reranking":66.38}
-{"index":168,"Rank":18,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":68.26,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.09,"T2Reranking":66.38}
-{"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
-{"index":20,"Rank":20,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
-{"index":140,"Rank":21,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.98,"CMedQAv1":88.66,"CMedQAv2":88.9,"MMarcoReranking":27.76,"T2Reranking":66.62}
-{"index":238,"Rank":22,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.87,"CMedQAv1":82.15,"CMedQAv2":84.19,"MMarcoReranking":37.64,"T2Reranking":67.48}
-{"index":187,"Rank":23,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.84,"CMedQAv1":88.34,"CMedQAv2":89.06,"MMarcoReranking":27.48,"T2Reranking":66.49}
-{"index":297,"Rank":24,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.78,"CMedQAv1":82.14,"CMedQAv2":84.19,"MMarcoReranking":37.17,"T2Reranking":67.6}
-{"index":111,"Rank":25,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.61,"CMedQAv1":86.52,"CMedQAv2":87.11,"MMarcoReranking":30.63,"T2Reranking":66.18}
-{"index":112,"Rank":26,"Model":"alime-reranker-large-zh<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.54,"CMedQAv1":82.32,"CMedQAv2":84.09,"MMarcoReranking":35.5,"T2Reranking":68.26}
-{"index":301,"Rank":27,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86}
-{"index":219,"Rank":28,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6}
-{"index":47,"Rank":29,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26}
-{"index":159,"Rank":30,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":31,"Rank":31,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":32,"Rank":32,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":237,"Rank":33,"Model":"bge-reranker-base-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.02,"CMedQAv1":81.26,"CMedQAv2":84.11,"MMarcoReranking":35.46,"T2Reranking":67.25}
-{"index":299,"Rank":34,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36}
-{"index":185,"Rank":35,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46}
-{"index":48,"Rank":36,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11}
-{"index":264,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.68,"CMedQAv1":85.25,"CMedQAv2":86.15,"MMarcoReranking":28.87,"T2Reranking":66.46}
-{"index":212,"Rank":38,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
-{"index":294,"Rank":39,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
-{"index":189,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.41,"CMedQAv1":85.45,"CMedQAv2":85.83,"MMarcoReranking":27.97,"T2Reranking":66.41}
-{"index":21,"Rank":41,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.39,"CMedQAv1":85.34,"CMedQAv2":85.87,"MMarcoReranking":27.96,"T2Reranking":66.38}
-{"index":15,"Rank":42,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":66.38,"CMedQAv1":86.37,"CMedQAv2":87.41,"MMarcoReranking":23.64,"T2Reranking":68.11}
-{"index":22,"Rank":43,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":66.38,"CMedQAv1":85.34,"CMedQAv2":85.81,"MMarcoReranking":27.97,"T2Reranking":66.38}
-{"index":303,"Rank":44,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
-{"index":305,"Rank":45,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
-{"index":186,"Rank":46,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35}
-{"index":137,"Rank":47,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
-{"index":317,"Rank":48,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
-{"index":188,"Rank":49,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.69,"CMedQAv2":85.23,"MMarcoReranking":27.16,"T2Reranking":66.86}
-{"index":265,"Rank":50,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.79,"CMedQAv2":84.89,"MMarcoReranking":27.27,"T2Reranking":66.96}
-{"index":55,"Rank":51,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":65.89,"CMedQAv1":84.67,"CMedQAv2":85.27,"MMarcoReranking":27.84,"T2Reranking":65.79}
-{"index":28,"Rank":52,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.84,"CMedQAv1":83.45,"CMedQAv2":85.44,"MMarcoReranking":28.74,"T2Reranking":65.74}
-{"index":24,"Rank":53,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":65.4,"CMedQAv1":80.47,"CMedQAv2":84.88,"MMarcoReranking":29.74,"T2Reranking":66.49}
-{"index":27,"Rank":54,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.9,"CMedQAv1":81.72,"CMedQAv2":84.64,"MMarcoReranking":27.1,"T2Reranking":66.16}
-{"index":221,"Rank":55,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.73,"CMedQAv1":83.85,"CMedQAv2":84.75,"MMarcoReranking":20.56,"T2Reranking":65.75}
-{"index":41,"Rank":56,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.2,"CMedQAv1":78.39,"CMedQAv2":80.84,"MMarcoReranking":27.29,"T2Reranking":66.3}
-{"index":42,"Rank":57,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"CMedQAv1":77.42,"CMedQAv2":77.84,"MMarcoReranking":30.17,"T2Reranking":65.85}
-{"index":194,"Rank":58,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.86,"CMedQAv1":77.68,"CMedQAv2":78.66,"MMarcoReranking":24.21,"T2Reranking":66.9}
-{"index":287,"Rank":59,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":61.48,"CMedQAv1":80.4,"CMedQAv2":80.39,"MMarcoReranking":18.86,"T2Reranking":66.25}
-{"index":40,"Rank":60,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.35,"CMedQAv1":76.47,"CMedQAv2":77.44,"MMarcoReranking":24.31,"T2Reranking":67.18}
-{"index":239,"Rank":61,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"CMedQAv1":80.66,"CMedQAv2":79.31,"MMarcoReranking":19.57,"T2Reranking":64.31}
-{"index":34,"Rank":62,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.92,"CMedQAv1":77.4,"CMedQAv2":79.86,"MMarcoReranking":20.5,"T2Reranking":65.9}
-{"index":234,"Rank":63,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.66,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"T2Reranking":66.13}
-{"index":233,"Rank":64,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.34,"CMedQAv1":77.05,"CMedQAv2":76.76,"MMarcoReranking":17.51,"T2Reranking":66.03}
-{"index":204,"Rank":65,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":59.11,"CMedQAv1":70.54,"CMedQAv2":71.35,"MMarcoReranking":26.69,"T2Reranking":67.88}
-{"index":202,"Rank":66,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":57.68,"CMedQAv1":68.91,"CMedQAv2":69.42,"MMarcoReranking":25.9,"T2Reranking":66.49}
-{"index":201,"Rank":67,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.27,"CMedQAv1":66.06,"CMedQAv2":66.96,"MMarcoReranking":26.14,"T2Reranking":65.94}
-{"index":198,"Rank":68,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":56.0,"CMedQAv1":68.25,"CMedQAv2":68.56,"MMarcoReranking":21.34,"T2Reranking":65.83}
-{"index":197,"Rank":69,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.35,"CMedQAv1":65.21,"CMedQAv2":66.06,"MMarcoReranking":21.76,"T2Reranking":64.39}
-{"index":336,"Rank":70,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"CMedQAv1":63.08,"CMedQAv2":64.02,"MMarcoReranking":23.39,"T2Reranking":66.65}
-{"index":200,"Rank":71,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.86,"CMedQAv1":63.44,"CMedQAv2":62.41,"MMarcoReranking":24.33,"T2Reranking":65.24}
-{"index":203,"Rank":72,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.62,"CMedQAv1":63.41,"CMedQAv2":63.66,"MMarcoReranking":23.69,"T2Reranking":63.74}
-{"index":291,"Rank":73,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":49.45,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"T2Reranking":65.95}
-{"index":293,"Rank":74,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":49.25,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"T2Reranking":65.76}
-{"index":57,"Rank":75,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":49.16,"CMedQAv1":58.92,"CMedQAv2":60.41,"MMarcoReranking":12.48,"T2Reranking":64.82}
-{"index":49,"Rank":76,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":45.08,"CMedQAv1":53.07,"CMedQAv2":52.84,"MMarcoReranking":9.29,"T2Reranking":65.14}
-{"index":53,"Rank":77,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.91,"CMedQAv1":50.19,"CMedQAv2":50.39,"MMarcoReranking":14.57,"T2Reranking":64.49}
-{"index":173,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.84,"CMedQAv1":34.31,"CMedQAv2":35.88,"MMarcoReranking":5.83,"T2Reranking":55.35}
-{"index":304,"Rank":79,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":25.86,"CMedQAv1":19.72,"CMedQAv2":22.48,"MMarcoReranking":1.17,"T2Reranking":60.05}
-{"index":167,"Rank":215,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":20.86,"T2Reranking":66.06}
-{"index":174,"Rank":219,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":35.3,"T2Reranking":69.07}
+{"index":125,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.76,"CMedQAv1":91.39,"CMedQAv2":89.72,"MMarcoReranking":41.58,"T2Reranking":68.36}
+{"index":218,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.58,"CMedQAv1":90.96,"CMedQAv2":90.41,"MMarcoReranking":39.91,"T2Reranking":69.03}
+{"index":181,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.34,"CMedQAv1":91.11,"CMedQAv2":90.07,"MMarcoReranking":38.87,"T2Reranking":69.29}
+{"index":233,"Rank":4,"Model":"LdIR-Qwen2-reranker-1.5B<\/a>","Model Size (Million Parameters)":772,"Memory Usage (GB, fp32)":2.88,"Average":70.45,"CMedQAv1":86.5,"CMedQAv2":87.11,"MMarcoReranking":39.35,"T2Reranking":68.84}
+{"index":259,"Rank":5,"Model":"360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":941,"Memory Usage (GB, fp32)":3.51,"Average":70.13,"CMedQAv1":86.75,"CMedQAv2":87.92,"MMarcoReranking":37.29,"T2Reranking":68.55}
+{"index":264,"Rank":6,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"CMedQAv1":89.31,"CMedQAv2":90.14,"MMarcoReranking":33.39,"T2Reranking":67.15}
+{"index":37,"Rank":7,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":69.78,"CMedQAv1":89.26,"CMedQAv2":90.05,"MMarcoReranking":32.74,"T2Reranking":67.05}
+{"index":339,"Rank":8,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.67,"CMedQAv1":88.06,"CMedQAv2":88.46,"MMarcoReranking":34.3,"T2Reranking":67.85}
+{"index":52,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.3,"CMedQAv1":88.74,"CMedQAv2":89.42,"MMarcoReranking":31.61,"T2Reranking":67.45}
+{"index":260,"Rank":10,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.92,"CMedQAv1":87.0,"CMedQAv2":88.48,"MMarcoReranking":32.41,"T2Reranking":67.8}
+{"index":15,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":68.92,"CMedQAv1":88.2,"CMedQAv2":88.03,"MMarcoReranking":31.65,"T2Reranking":67.8}
+{"index":288,"Rank":12,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.72,"CMedQAv1":89.37,"CMedQAv2":89.27,"MMarcoReranking":29.64,"T2Reranking":66.61}
+{"index":234,"Rank":13,"Model":"LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.58,"CMedQAv1":84.35,"CMedQAv2":86.45,"MMarcoReranking":35.64,"T2Reranking":67.86}
+{"index":167,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.45,"CMedQAv1":89.33,"CMedQAv2":89.18,"MMarcoReranking":28.85,"T2Reranking":66.43}
+{"index":126,"Rank":15,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.41,"CMedQAv1":84.09,"CMedQAv2":86.56,"MMarcoReranking":33.55,"T2Reranking":69.43}
+{"index":28,"Rank":16,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":68.28,"CMedQAv1":84.62,"CMedQAv2":85.6,"MMarcoReranking":35.43,"T2Reranking":67.48}
+{"index":10,"Rank":17,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.27,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.12,"T2Reranking":66.38}
+{"index":166,"Rank":18,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":68.26,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.09,"T2Reranking":66.38}
+{"index":14,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
+{"index":18,"Rank":20,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
+{"index":138,"Rank":21,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.98,"CMedQAv1":88.66,"CMedQAv2":88.9,"MMarcoReranking":27.76,"T2Reranking":66.62}
+{"index":236,"Rank":22,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.87,"CMedQAv1":82.15,"CMedQAv2":84.19,"MMarcoReranking":37.64,"T2Reranking":67.48}
+{"index":185,"Rank":23,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.84,"CMedQAv1":88.34,"CMedQAv2":89.06,"MMarcoReranking":27.48,"T2Reranking":66.49}
+{"index":295,"Rank":24,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.78,"CMedQAv1":82.14,"CMedQAv2":84.19,"MMarcoReranking":37.17,"T2Reranking":67.6}
+{"index":109,"Rank":25,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.61,"CMedQAv1":86.52,"CMedQAv2":87.11,"MMarcoReranking":30.63,"T2Reranking":66.18}
+{"index":110,"Rank":26,"Model":"alime-reranker-large-zh<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.54,"CMedQAv1":82.32,"CMedQAv2":84.09,"MMarcoReranking":35.5,"T2Reranking":68.26}
+{"index":299,"Rank":27,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86}
+{"index":217,"Rank":28,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6}
+{"index":45,"Rank":29,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26}
+{"index":157,"Rank":30,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":30,"Rank":31,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":29,"Rank":32,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":235,"Rank":33,"Model":"bge-reranker-base-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.02,"CMedQAv1":81.26,"CMedQAv2":84.11,"MMarcoReranking":35.46,"T2Reranking":67.25}
+{"index":297,"Rank":34,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36}
+{"index":183,"Rank":35,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46}
+{"index":46,"Rank":36,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11}
+{"index":262,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.68,"CMedQAv1":85.25,"CMedQAv2":86.15,"MMarcoReranking":28.87,"T2Reranking":66.46}
+{"index":292,"Rank":38,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
+{"index":210,"Rank":39,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
+{"index":187,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.41,"CMedQAv1":85.45,"CMedQAv2":85.83,"MMarcoReranking":27.97,"T2Reranking":66.41}
+{"index":19,"Rank":41,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.39,"CMedQAv1":85.34,"CMedQAv2":85.87,"MMarcoReranking":27.96,"T2Reranking":66.38}
+{"index":13,"Rank":42,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":66.38,"CMedQAv1":86.37,"CMedQAv2":87.41,"MMarcoReranking":23.64,"T2Reranking":68.11}
+{"index":20,"Rank":43,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":66.38,"CMedQAv1":85.34,"CMedQAv2":85.81,"MMarcoReranking":27.97,"T2Reranking":66.38}
+{"index":303,"Rank":44,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":301,"Rank":45,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":184,"Rank":46,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35}
+{"index":135,"Rank":47,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
+{"index":315,"Rank":48,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
+{"index":186,"Rank":49,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.69,"CMedQAv2":85.23,"MMarcoReranking":27.16,"T2Reranking":66.86}
+{"index":263,"Rank":50,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.79,"CMedQAv2":84.89,"MMarcoReranking":27.27,"T2Reranking":66.96}
+{"index":53,"Rank":51,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":65.89,"CMedQAv1":84.67,"CMedQAv2":85.27,"MMarcoReranking":27.84,"T2Reranking":65.79}
+{"index":26,"Rank":52,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.84,"CMedQAv1":83.45,"CMedQAv2":85.44,"MMarcoReranking":28.74,"T2Reranking":65.74}
+{"index":22,"Rank":53,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":65.4,"CMedQAv1":80.47,"CMedQAv2":84.88,"MMarcoReranking":29.74,"T2Reranking":66.49}
+{"index":25,"Rank":54,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.9,"CMedQAv1":81.72,"CMedQAv2":84.64,"MMarcoReranking":27.1,"T2Reranking":66.16}
+{"index":219,"Rank":55,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.73,"CMedQAv1":83.85,"CMedQAv2":84.75,"MMarcoReranking":20.56,"T2Reranking":65.75}
+{"index":39,"Rank":56,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.2,"CMedQAv1":78.39,"CMedQAv2":80.84,"MMarcoReranking":27.29,"T2Reranking":66.3}
+{"index":40,"Rank":57,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"CMedQAv1":77.42,"CMedQAv2":77.84,"MMarcoReranking":30.17,"T2Reranking":65.85}
+{"index":192,"Rank":58,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.86,"CMedQAv1":77.68,"CMedQAv2":78.66,"MMarcoReranking":24.21,"T2Reranking":66.9}
+{"index":285,"Rank":59,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":61.48,"CMedQAv1":80.4,"CMedQAv2":80.39,"MMarcoReranking":18.86,"T2Reranking":66.25}
+{"index":38,"Rank":60,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.35,"CMedQAv1":76.47,"CMedQAv2":77.44,"MMarcoReranking":24.31,"T2Reranking":67.18}
+{"index":237,"Rank":61,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"CMedQAv1":80.66,"CMedQAv2":79.31,"MMarcoReranking":19.57,"T2Reranking":64.31}
+{"index":32,"Rank":62,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.92,"CMedQAv1":77.4,"CMedQAv2":79.86,"MMarcoReranking":20.5,"T2Reranking":65.9}
+{"index":232,"Rank":63,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.66,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"T2Reranking":66.13}
+{"index":231,"Rank":64,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.34,"CMedQAv1":77.05,"CMedQAv2":76.76,"MMarcoReranking":17.51,"T2Reranking":66.03}
+{"index":202,"Rank":65,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":59.11,"CMedQAv1":70.54,"CMedQAv2":71.35,"MMarcoReranking":26.69,"T2Reranking":67.88}
+{"index":200,"Rank":66,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":57.68,"CMedQAv1":68.91,"CMedQAv2":69.42,"MMarcoReranking":25.9,"T2Reranking":66.49}
+{"index":199,"Rank":67,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.27,"CMedQAv1":66.06,"CMedQAv2":66.96,"MMarcoReranking":26.14,"T2Reranking":65.94}
+{"index":196,"Rank":68,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":56.0,"CMedQAv1":68.25,"CMedQAv2":68.56,"MMarcoReranking":21.34,"T2Reranking":65.83}
+{"index":195,"Rank":69,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.35,"CMedQAv1":65.21,"CMedQAv2":66.06,"MMarcoReranking":21.76,"T2Reranking":64.39}
+{"index":335,"Rank":70,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"CMedQAv1":63.08,"CMedQAv2":64.02,"MMarcoReranking":23.39,"T2Reranking":66.65}
+{"index":198,"Rank":71,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.86,"CMedQAv1":63.44,"CMedQAv2":62.41,"MMarcoReranking":24.33,"T2Reranking":65.24}
+{"index":201,"Rank":72,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.62,"CMedQAv1":63.41,"CMedQAv2":63.66,"MMarcoReranking":23.69,"T2Reranking":63.74}
+{"index":289,"Rank":73,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":49.45,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"T2Reranking":65.95}
+{"index":291,"Rank":74,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":49.25,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"T2Reranking":65.76}
+{"index":55,"Rank":75,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":49.16,"CMedQAv1":58.92,"CMedQAv2":60.41,"MMarcoReranking":12.48,"T2Reranking":64.82}
+{"index":47,"Rank":76,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":45.08,"CMedQAv1":53.07,"CMedQAv2":52.84,"MMarcoReranking":9.29,"T2Reranking":65.14}
+{"index":51,"Rank":77,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.91,"CMedQAv1":50.19,"CMedQAv2":50.39,"MMarcoReranking":14.57,"T2Reranking":64.49}
+{"index":171,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.84,"CMedQAv1":34.31,"CMedQAv2":35.88,"MMarcoReranking":5.83,"T2Reranking":55.35}
+{"index":302,"Rank":79,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":25.86,"CMedQAv1":19.72,"CMedQAv2":22.48,"MMarcoReranking":1.17,"T2Reranking":60.05}
+{"index":165,"Rank":213,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":20.86,"T2Reranking":66.06}
+{"index":172,"Rank":217,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":35.3,"T2Reranking":69.07}
diff --git a/all_data_tasks/12/default.jsonl b/all_data_tasks/12/default.jsonl
index 0c615d46091f6f7f810e67da367705b06b677cc1..f3434a0080ce92f44f5b92884e8c2eafb53ffd3f 100644
--- a/all_data_tasks/12/default.jsonl
+++ b/all_data_tasks/12/default.jsonl
@@ -1,73 +1,73 @@
-{"index":78,"Rank":1,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":76.74,"CmedqaRetrieval":48.69,"CovidRetrieval":84.39,"DuRetrieval":91.34,"EcomRetrieval":71.96,"MedicalRetrieval":65.19,"MMarcoRetrieval":84.77,"T2Retrieval":88.3,"VideoRetrieval":79.31}
-{"index":127,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.67,"CmedqaRetrieval":47.61,"CovidRetrieval":92.35,"DuRetrieval":88.53,"EcomRetrieval":70.99,"MedicalRetrieval":67.94,"MMarcoRetrieval":82.25,"T2Retrieval":83.31,"VideoRetrieval":80.4}
-{"index":174,"Rank":3,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.56,"CmedqaRetrieval":47.9,"CovidRetrieval":88.24,"DuRetrieval":90.79,"EcomRetrieval":69.72,"MedicalRetrieval":67.42,"MMarcoRetrieval":82.48,"T2Retrieval":85.93,"VideoRetrieval":80.03}
-{"index":220,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.5,"CmedqaRetrieval":47.14,"CovidRetrieval":89.4,"DuRetrieval":89.44,"EcomRetrieval":70.5,"MedicalRetrieval":68.19,"MMarcoRetrieval":82.19,"T2Retrieval":85.01,"VideoRetrieval":80.09}
-{"index":183,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.36,"CmedqaRetrieval":47.16,"CovidRetrieval":89.14,"DuRetrieval":89.23,"EcomRetrieval":70.74,"MedicalRetrieval":68.14,"MMarcoRetrieval":82.38,"T2Retrieval":83.81,"VideoRetrieval":80.26}
-{"index":17,"Rank":6,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":76.03,"CmedqaRetrieval":48.69,"CovidRetrieval":83.65,"DuRetrieval":87.44,"EcomRetrieval":71.15,"MedicalRetrieval":65.59,"MMarcoRetrieval":85.16,"T2Retrieval":87.73,"VideoRetrieval":78.84}
-{"index":262,"Rank":7,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":75.06,"CmedqaRetrieval":46.73,"CovidRetrieval":85.02,"DuRetrieval":87.57,"EcomRetrieval":68.9,"MedicalRetrieval":63.69,"MMarcoRetrieval":83.32,"T2Retrieval":87.12,"VideoRetrieval":78.09}
-{"index":290,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"CmedqaRetrieval":47.26,"CovidRetrieval":83.66,"DuRetrieval":89.28,"EcomRetrieval":69.28,"MedicalRetrieval":65.94,"MMarcoRetrieval":80.65,"T2Retrieval":86.88,"VideoRetrieval":76.79}
-{"index":12,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.41,"CmedqaRetrieval":46.56,"CovidRetrieval":84.03,"DuRetrieval":87.85,"EcomRetrieval":68.79,"MedicalRetrieval":65.92,"MMarcoRetrieval":79.93,"T2Retrieval":86.76,"VideoRetrieval":75.43}
-{"index":39,"Rank":10,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.41,"CmedqaRetrieval":47.64,"CovidRetrieval":85.95,"DuRetrieval":89.11,"EcomRetrieval":67.92,"MedicalRetrieval":65.2,"MMarcoRetrieval":79.81,"T2Retrieval":86.24,"VideoRetrieval":73.39}
-{"index":266,"Rank":11,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"CmedqaRetrieval":47.58,"CovidRetrieval":86.78,"DuRetrieval":89.14,"EcomRetrieval":67.75,"MedicalRetrieval":64.88,"MMarcoRetrieval":79.54,"T2Retrieval":86.14,"VideoRetrieval":73.1}
-{"index":128,"Rank":12,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":73.78,"CmedqaRetrieval":44.42,"CovidRetrieval":82.56,"DuRetrieval":87.67,"EcomRetrieval":67.32,"MedicalRetrieval":60.99,"MMarcoRetrieval":82.63,"T2Retrieval":87.0,"VideoRetrieval":77.64}
-{"index":30,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":73.73,"CmedqaRetrieval":42.21,"CovidRetrieval":77.46,"DuRetrieval":90.46,"EcomRetrieval":69.3,"MedicalRetrieval":62.02,"MMarcoRetrieval":84.7,"T2Retrieval":86.26,"VideoRetrieval":77.4}
-{"index":168,"Rank":14,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":73.6,"CmedqaRetrieval":46.87,"CovidRetrieval":82.44,"DuRetrieval":87.13,"EcomRetrieval":68.62,"MedicalRetrieval":65.18,"MMarcoRetrieval":79.14,"T2Retrieval":85.56,"VideoRetrieval":73.89}
-{"index":54,"Rank":15,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.56,"CmedqaRetrieval":46.68,"CovidRetrieval":85.24,"DuRetrieval":88.26,"EcomRetrieval":67.23,"MedicalRetrieval":64.29,"MMarcoRetrieval":78.64,"T2Retrieval":85.29,"VideoRetrieval":72.89}
-{"index":169,"Rank":16,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.52,"CmedqaRetrieval":46.61,"CovidRetrieval":81.87,"DuRetrieval":86.8,"EcomRetrieval":68.1,"MedicalRetrieval":64.99,"MMarcoRetrieval":79.21,"T2Retrieval":85.85,"VideoRetrieval":74.71}
-{"index":219,"Rank":17,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.41,"CmedqaRetrieval":44.22,"CovidRetrieval":87.69,"DuRetrieval":86.45,"EcomRetrieval":68.04,"MedicalRetrieval":63.38,"MMarcoRetrieval":78.47,"T2Retrieval":85.45,"VideoRetrieval":73.59}
-{"index":111,"Rank":18,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.3,"CmedqaRetrieval":43.93,"CovidRetrieval":88.14,"DuRetrieval":86.23,"EcomRetrieval":67.56,"MedicalRetrieval":63.57,"MMarcoRetrieval":78.25,"T2Retrieval":84.58,"VideoRetrieval":74.16}
-{"index":340,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.12,"CmedqaRetrieval":47.64,"CovidRetrieval":86.86,"DuRetrieval":88.43,"EcomRetrieval":66.39,"MedicalRetrieval":61.1,"MMarcoRetrieval":80.17,"T2Retrieval":80.11,"VideoRetrieval":74.28}
-{"index":140,"Rank":20,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.93,"CmedqaRetrieval":46.78,"CovidRetrieval":81.56,"DuRetrieval":86.55,"EcomRetrieval":67.6,"MedicalRetrieval":64.1,"MMarcoRetrieval":78.42,"T2Retrieval":85.08,"VideoRetrieval":73.32}
-{"index":137,"Rank":21,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
-{"index":317,"Rank":22,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
-{"index":301,"Rank":23,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.49,"CmedqaRetrieval":43.15,"CovidRetrieval":88.41,"DuRetrieval":85.04,"EcomRetrieval":67.25,"MedicalRetrieval":62.88,"MMarcoRetrieval":77.53,"T2Retrieval":81.93,"VideoRetrieval":73.7}
-{"index":187,"Rank":24,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":72.28,"CmedqaRetrieval":45.38,"CovidRetrieval":80.61,"DuRetrieval":85.55,"EcomRetrieval":67.88,"MedicalRetrieval":64.34,"MMarcoRetrieval":77.42,"T2Retrieval":84.5,"VideoRetrieval":72.56}
-{"index":20,"Rank":25,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
-{"index":16,"Rank":26,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
-{"index":22,"Rank":27,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":71.85,"CmedqaRetrieval":42.73,"CovidRetrieval":82.19,"DuRetrieval":88.02,"EcomRetrieval":64.71,"MedicalRetrieval":60.63,"MMarcoRetrieval":79.56,"T2Retrieval":84.69,"VideoRetrieval":72.25}
-{"index":299,"Rank":28,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.71,"CmedqaRetrieval":44.38,"CovidRetrieval":75.74,"DuRetrieval":83.64,"EcomRetrieval":69.56,"MedicalRetrieval":64.94,"MMarcoRetrieval":77.7,"T2Retrieval":83.08,"VideoRetrieval":74.67}
-{"index":264,"Rank":29,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.2,"CmedqaRetrieval":42.02,"CovidRetrieval":84.5,"DuRetrieval":88.25,"EcomRetrieval":62.88,"MedicalRetrieval":58.09,"MMarcoRetrieval":77.92,"T2Retrieval":82.38,"VideoRetrieval":73.54}
-{"index":185,"Rank":30,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.07,"CmedqaRetrieval":41.86,"CovidRetrieval":84.71,"DuRetrieval":87.8,"EcomRetrieval":62.46,"MedicalRetrieval":57.97,"MMarcoRetrieval":78.22,"T2Retrieval":82.51,"VideoRetrieval":73.04}
-{"index":188,"Rank":31,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":71.02,"CmedqaRetrieval":42.28,"CovidRetrieval":85.19,"DuRetrieval":87.81,"EcomRetrieval":61.66,"MedicalRetrieval":59.38,"MMarcoRetrieval":78.1,"T2Retrieval":82.76,"VideoRetrieval":70.96}
-{"index":265,"Rank":32,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.93,"CmedqaRetrieval":41.98,"CovidRetrieval":85.04,"DuRetrieval":87.97,"EcomRetrieval":61.91,"MedicalRetrieval":59.04,"MMarcoRetrieval":77.83,"T2Retrieval":82.47,"VideoRetrieval":71.18}
-{"index":103,"Rank":33,"Model":"qwen-1.8b-retrieval-test<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
-{"index":257,"Rank":34,"Model":"checkpoint-9000<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
-{"index":15,"Rank":35,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":70.62,"CmedqaRetrieval":43.47,"CovidRetrieval":80.87,"DuRetrieval":86.01,"EcomRetrieval":66.46,"MedicalRetrieval":61.33,"MMarcoRetrieval":73.83,"T2Retrieval":83.58,"VideoRetrieval":69.41}
-{"index":27,"Rank":36,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.54,"CmedqaRetrieval":41.03,"CovidRetrieval":75.07,"DuRetrieval":84.68,"EcomRetrieval":65.6,"MedicalRetrieval":58.28,"MMarcoRetrieval":81.38,"T2Retrieval":84.39,"VideoRetrieval":73.93}
-{"index":28,"Rank":37,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.46,"CmedqaRetrieval":42.57,"CovidRetrieval":73.35,"DuRetrieval":86.32,"EcomRetrieval":65.33,"MedicalRetrieval":59.59,"MMarcoRetrieval":79.23,"T2Retrieval":83.99,"VideoRetrieval":73.32}
-{"index":47,"Rank":38,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.41,"CmedqaRetrieval":45.83,"CovidRetrieval":76.77,"DuRetrieval":81.47,"EcomRetrieval":68.42,"MedicalRetrieval":64.42,"MMarcoRetrieval":71.7,"T2Retrieval":81.33,"VideoRetrieval":73.31}
-{"index":21,"Rank":39,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.26,"CmedqaRetrieval":42.68,"CovidRetrieval":80.79,"DuRetrieval":85.74,"EcomRetrieval":62.06,"MedicalRetrieval":59.53,"MMarcoRetrieval":78.66,"T2Retrieval":84.69,"VideoRetrieval":67.96}
-{"index":189,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.14,"CmedqaRetrieval":42.63,"CovidRetrieval":80.81,"DuRetrieval":85.75,"EcomRetrieval":62.07,"MedicalRetrieval":59.42,"MMarcoRetrieval":78.67,"T2Retrieval":83.87,"VideoRetrieval":67.93}
-{"index":186,"Rank":41,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":70.08,"CmedqaRetrieval":42.03,"CovidRetrieval":79.86,"DuRetrieval":86.97,"EcomRetrieval":62.85,"MedicalRetrieval":58.5,"MMarcoRetrieval":78.36,"T2Retrieval":83.76,"VideoRetrieval":68.27}
-{"index":55,"Rank":42,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":69.59,"CmedqaRetrieval":41.8,"CovidRetrieval":79.3,"DuRetrieval":86.43,"EcomRetrieval":62.64,"MedicalRetrieval":58.27,"MMarcoRetrieval":78.17,"T2Retrieval":82.11,"VideoRetrieval":67.96}
-{"index":24,"Rank":43,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":69.49,"CmedqaRetrieval":41.61,"CovidRetrieval":74.7,"DuRetrieval":85.07,"EcomRetrieval":64.25,"MedicalRetrieval":56.51,"MMarcoRetrieval":77.69,"T2Retrieval":83.71,"VideoRetrieval":72.35}
-{"index":212,"Rank":44,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
-{"index":294,"Rank":45,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
-{"index":48,"Rank":46,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":67.7,"CmedqaRetrieval":42.69,"CovidRetrieval":75.63,"DuRetrieval":79.89,"EcomRetrieval":64.48,"MedicalRetrieval":59.95,"MMarcoRetrieval":70.75,"T2Retrieval":79.9,"VideoRetrieval":68.3}
-{"index":305,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
-{"index":303,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
-{"index":41,"Rank":49,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.11,"CmedqaRetrieval":34.08,"CovidRetrieval":71.92,"DuRetrieval":79.7,"EcomRetrieval":59.22,"MedicalRetrieval":51.5,"MMarcoRetrieval":74.73,"T2Retrieval":77.08,"VideoRetrieval":64.67}
-{"index":198,"Rank":50,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.66,"CmedqaRetrieval":28.67,"CovidRetrieval":75.51,"DuRetrieval":85.32,"EcomRetrieval":54.75,"MedicalRetrieval":51.44,"MMarcoRetrieval":79.2,"T2Retrieval":76.11,"VideoRetrieval":58.25}
-{"index":42,"Rank":51,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.52,"CmedqaRetrieval":33.45,"CovidRetrieval":73.36,"DuRetrieval":80.13,"EcomRetrieval":55.89,"MedicalRetrieval":50.67,"MMarcoRetrieval":74.14,"T2Retrieval":76.84,"VideoRetrieval":63.66}
-{"index":204,"Rank":52,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":62.87,"CmedqaRetrieval":27.0,"CovidRetrieval":68.86,"DuRetrieval":78.08,"EcomRetrieval":58.34,"MedicalRetrieval":49.63,"MMarcoRetrieval":78.82,"T2Retrieval":79.82,"VideoRetrieval":62.44}
-{"index":34,"Rank":53,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":61.77,"CmedqaRetrieval":35.11,"CovidRetrieval":70.14,"DuRetrieval":77.28,"EcomRetrieval":55.71,"MedicalRetrieval":49.8,"MMarcoRetrieval":63.48,"T2Retrieval":76.43,"VideoRetrieval":66.19}
-{"index":194,"Rank":54,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.75,"CmedqaRetrieval":34.22,"CovidRetrieval":73.13,"DuRetrieval":87.02,"EcomRetrieval":45.96,"MedicalRetrieval":52.75,"MMarcoRetrieval":74.83,"T2Retrieval":80.68,"VideoRetrieval":45.39}
-{"index":197,"Rank":55,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"CmedqaRetrieval":27.2,"CovidRetrieval":73.45,"DuRetrieval":81.64,"EcomRetrieval":54.17,"MedicalRetrieval":48.35,"MMarcoRetrieval":76.04,"T2Retrieval":70.86,"VideoRetrieval":61.3}
-{"index":40,"Rank":56,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.6,"CmedqaRetrieval":31.79,"CovidRetrieval":66.33,"DuRetrieval":75.25,"EcomRetrieval":57.32,"MedicalRetrieval":49.28,"MMarcoRetrieval":69.11,"T2Retrieval":75.94,"VideoRetrieval":59.76}
-{"index":167,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.55,"CmedqaRetrieval":34.69,"CovidRetrieval":70.59,"DuRetrieval":79.9,"EcomRetrieval":54.64,"MedicalRetrieval":47.86,"MMarcoRetrieval":63.06,"T2Retrieval":74.18,"VideoRetrieval":59.48}
-{"index":200,"Rank":58,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":59.95,"CmedqaRetrieval":24.38,"CovidRetrieval":72.82,"DuRetrieval":81.35,"EcomRetrieval":53.56,"MedicalRetrieval":44.84,"MMarcoRetrieval":73.17,"T2Retrieval":71.39,"VideoRetrieval":58.09}
-{"index":202,"Rank":59,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":59.77,"CmedqaRetrieval":26.18,"CovidRetrieval":67.57,"DuRetrieval":75.82,"EcomRetrieval":51.28,"MedicalRetrieval":47.48,"MMarcoRetrieval":77.0,"T2Retrieval":76.3,"VideoRetrieval":56.54}
-{"index":239,"Rank":60,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.76,"CmedqaRetrieval":32.33,"CovidRetrieval":67.22,"DuRetrieval":75.27,"EcomRetrieval":58.24,"MedicalRetrieval":54.78,"MMarcoRetrieval":57.91,"T2Retrieval":69.22,"VideoRetrieval":63.09}
-{"index":287,"Rank":61,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":58.2,"CmedqaRetrieval":30.34,"CovidRetrieval":58.55,"DuRetrieval":75.05,"EcomRetrieval":52.54,"MedicalRetrieval":50.08,"MMarcoRetrieval":62.26,"T2Retrieval":72.7,"VideoRetrieval":64.08}
-{"index":201,"Rank":62,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.96,"CmedqaRetrieval":23.91,"CovidRetrieval":68.14,"DuRetrieval":72.84,"EcomRetrieval":52.02,"MedicalRetrieval":43.27,"MMarcoRetrieval":74.66,"T2Retrieval":72.81,"VideoRetrieval":56.07}
-{"index":233,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":56.91,"CmedqaRetrieval":30.33,"CovidRetrieval":66.42,"DuRetrieval":75.76,"EcomRetrieval":50.27,"MedicalRetrieval":42.79,"MMarcoRetrieval":65.46,"T2Retrieval":73.14,"VideoRetrieval":51.11}
-{"index":234,"Rank":64,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":54.75,"CmedqaRetrieval":30.73,"CovidRetrieval":61.33,"DuRetrieval":74.69,"EcomRetrieval":45.18,"MedicalRetrieval":48.66,"MMarcoRetrieval":61.06,"T2Retrieval":72.36,"VideoRetrieval":44.02}
-{"index":336,"Rank":65,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.0,"CmedqaRetrieval":22.36,"CovidRetrieval":57.21,"DuRetrieval":71.17,"EcomRetrieval":44.49,"MedicalRetrieval":37.92,"MMarcoRetrieval":69.86,"T2Retrieval":69.14,"VideoRetrieval":43.85}
-{"index":203,"Rank":66,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.16,"CmedqaRetrieval":20.03,"CovidRetrieval":33.57,"DuRetrieval":56.04,"EcomRetrieval":47.0,"MedicalRetrieval":36.68,"MMarcoRetrieval":69.31,"T2Retrieval":51.57,"VideoRetrieval":55.07}
-{"index":293,"Rank":67,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.4,"CmedqaRetrieval":18.04,"CovidRetrieval":55.48,"DuRetrieval":59.36,"EcomRetrieval":40.48,"MedicalRetrieval":29.8,"MMarcoRetrieval":55.31,"T2Retrieval":58.67,"VideoRetrieval":38.04}
-{"index":57,"Rank":68,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":41.94,"CmedqaRetrieval":15.53,"CovidRetrieval":60.48,"DuRetrieval":51.87,"EcomRetrieval":37.58,"MedicalRetrieval":30.93,"MMarcoRetrieval":45.96,"T2Retrieval":50.52,"VideoRetrieval":42.65}
-{"index":291,"Rank":69,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":38.79,"CmedqaRetrieval":15.91,"CovidRetrieval":44.81,"DuRetrieval":52.23,"EcomRetrieval":34.6,"MedicalRetrieval":27.56,"MMarcoRetrieval":44.06,"T2Retrieval":51.67,"VideoRetrieval":39.52}
-{"index":49,"Rank":70,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":32.1,"CmedqaRetrieval":11.35,"CovidRetrieval":39.63,"DuRetrieval":41.16,"EcomRetrieval":32.71,"MedicalRetrieval":20.35,"MMarcoRetrieval":34.62,"T2Retrieval":41.8,"VideoRetrieval":35.15}
-{"index":53,"Rank":71,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":22.92,"CmedqaRetrieval":10.15,"CovidRetrieval":28.85,"DuRetrieval":33.41,"EcomRetrieval":9.69,"MedicalRetrieval":14.1,"MMarcoRetrieval":44.62,"T2Retrieval":28.35,"VideoRetrieval":14.17}
-{"index":173,"Rank":72,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.15,"CmedqaRetrieval":7.22,"CovidRetrieval":10.38,"DuRetrieval":1.44,"EcomRetrieval":4.68,"MedicalRetrieval":4.08,"MMarcoRetrieval":11.0,"T2Retrieval":1.31,"VideoRetrieval":17.05}
-{"index":304,"Rank":73,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":4.52,"CmedqaRetrieval":2.22,"CovidRetrieval":2.32,"DuRetrieval":5.86,"EcomRetrieval":10.37,"MedicalRetrieval":2.37,"MMarcoRetrieval":3.64,"T2Retrieval":4.64,"VideoRetrieval":4.77}
+{"index":76,"Rank":1,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":76.74,"CmedqaRetrieval":48.69,"CovidRetrieval":84.39,"DuRetrieval":91.34,"EcomRetrieval":71.96,"MedicalRetrieval":65.19,"MMarcoRetrieval":84.77,"T2Retrieval":88.3,"VideoRetrieval":79.31}
+{"index":125,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.67,"CmedqaRetrieval":47.61,"CovidRetrieval":92.35,"DuRetrieval":88.53,"EcomRetrieval":70.99,"MedicalRetrieval":67.94,"MMarcoRetrieval":82.25,"T2Retrieval":83.31,"VideoRetrieval":80.4}
+{"index":172,"Rank":3,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.56,"CmedqaRetrieval":47.9,"CovidRetrieval":88.24,"DuRetrieval":90.79,"EcomRetrieval":69.72,"MedicalRetrieval":67.42,"MMarcoRetrieval":82.48,"T2Retrieval":85.93,"VideoRetrieval":80.03}
+{"index":218,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.5,"CmedqaRetrieval":47.14,"CovidRetrieval":89.4,"DuRetrieval":89.44,"EcomRetrieval":70.5,"MedicalRetrieval":68.19,"MMarcoRetrieval":82.19,"T2Retrieval":85.01,"VideoRetrieval":80.09}
+{"index":181,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.36,"CmedqaRetrieval":47.16,"CovidRetrieval":89.14,"DuRetrieval":89.23,"EcomRetrieval":70.74,"MedicalRetrieval":68.14,"MMarcoRetrieval":82.38,"T2Retrieval":83.81,"VideoRetrieval":80.26}
+{"index":15,"Rank":6,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":76.03,"CmedqaRetrieval":48.69,"CovidRetrieval":83.65,"DuRetrieval":87.44,"EcomRetrieval":71.15,"MedicalRetrieval":65.59,"MMarcoRetrieval":85.16,"T2Retrieval":87.73,"VideoRetrieval":78.84}
+{"index":260,"Rank":7,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":75.06,"CmedqaRetrieval":46.73,"CovidRetrieval":85.02,"DuRetrieval":87.57,"EcomRetrieval":68.9,"MedicalRetrieval":63.69,"MMarcoRetrieval":83.32,"T2Retrieval":87.12,"VideoRetrieval":78.09}
+{"index":288,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"CmedqaRetrieval":47.26,"CovidRetrieval":83.66,"DuRetrieval":89.28,"EcomRetrieval":69.28,"MedicalRetrieval":65.94,"MMarcoRetrieval":80.65,"T2Retrieval":86.88,"VideoRetrieval":76.79}
+{"index":10,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.41,"CmedqaRetrieval":46.56,"CovidRetrieval":84.03,"DuRetrieval":87.85,"EcomRetrieval":68.79,"MedicalRetrieval":65.92,"MMarcoRetrieval":79.93,"T2Retrieval":86.76,"VideoRetrieval":75.43}
+{"index":37,"Rank":10,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.41,"CmedqaRetrieval":47.64,"CovidRetrieval":85.95,"DuRetrieval":89.11,"EcomRetrieval":67.92,"MedicalRetrieval":65.2,"MMarcoRetrieval":79.81,"T2Retrieval":86.24,"VideoRetrieval":73.39}
+{"index":264,"Rank":11,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"CmedqaRetrieval":47.58,"CovidRetrieval":86.78,"DuRetrieval":89.14,"EcomRetrieval":67.75,"MedicalRetrieval":64.88,"MMarcoRetrieval":79.54,"T2Retrieval":86.14,"VideoRetrieval":73.1}
+{"index":126,"Rank":12,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":73.78,"CmedqaRetrieval":44.42,"CovidRetrieval":82.56,"DuRetrieval":87.67,"EcomRetrieval":67.32,"MedicalRetrieval":60.99,"MMarcoRetrieval":82.63,"T2Retrieval":87.0,"VideoRetrieval":77.64}
+{"index":28,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":73.73,"CmedqaRetrieval":42.21,"CovidRetrieval":77.46,"DuRetrieval":90.46,"EcomRetrieval":69.3,"MedicalRetrieval":62.02,"MMarcoRetrieval":84.7,"T2Retrieval":86.26,"VideoRetrieval":77.4}
+{"index":166,"Rank":14,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":73.6,"CmedqaRetrieval":46.87,"CovidRetrieval":82.44,"DuRetrieval":87.13,"EcomRetrieval":68.62,"MedicalRetrieval":65.18,"MMarcoRetrieval":79.14,"T2Retrieval":85.56,"VideoRetrieval":73.89}
+{"index":52,"Rank":15,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.56,"CmedqaRetrieval":46.68,"CovidRetrieval":85.24,"DuRetrieval":88.26,"EcomRetrieval":67.23,"MedicalRetrieval":64.29,"MMarcoRetrieval":78.64,"T2Retrieval":85.29,"VideoRetrieval":72.89}
+{"index":167,"Rank":16,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.52,"CmedqaRetrieval":46.61,"CovidRetrieval":81.87,"DuRetrieval":86.8,"EcomRetrieval":68.1,"MedicalRetrieval":64.99,"MMarcoRetrieval":79.21,"T2Retrieval":85.85,"VideoRetrieval":74.71}
+{"index":217,"Rank":17,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.41,"CmedqaRetrieval":44.22,"CovidRetrieval":87.69,"DuRetrieval":86.45,"EcomRetrieval":68.04,"MedicalRetrieval":63.38,"MMarcoRetrieval":78.47,"T2Retrieval":85.45,"VideoRetrieval":73.59}
+{"index":109,"Rank":18,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.3,"CmedqaRetrieval":43.93,"CovidRetrieval":88.14,"DuRetrieval":86.23,"EcomRetrieval":67.56,"MedicalRetrieval":63.57,"MMarcoRetrieval":78.25,"T2Retrieval":84.58,"VideoRetrieval":74.16}
+{"index":339,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.12,"CmedqaRetrieval":47.64,"CovidRetrieval":86.86,"DuRetrieval":88.43,"EcomRetrieval":66.39,"MedicalRetrieval":61.1,"MMarcoRetrieval":80.17,"T2Retrieval":80.11,"VideoRetrieval":74.28}
+{"index":138,"Rank":20,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.93,"CmedqaRetrieval":46.78,"CovidRetrieval":81.56,"DuRetrieval":86.55,"EcomRetrieval":67.6,"MedicalRetrieval":64.1,"MMarcoRetrieval":78.42,"T2Retrieval":85.08,"VideoRetrieval":73.32}
+{"index":135,"Rank":21,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
+{"index":315,"Rank":22,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
+{"index":299,"Rank":23,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.49,"CmedqaRetrieval":43.15,"CovidRetrieval":88.41,"DuRetrieval":85.04,"EcomRetrieval":67.25,"MedicalRetrieval":62.88,"MMarcoRetrieval":77.53,"T2Retrieval":81.93,"VideoRetrieval":73.7}
+{"index":185,"Rank":24,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":72.28,"CmedqaRetrieval":45.38,"CovidRetrieval":80.61,"DuRetrieval":85.55,"EcomRetrieval":67.88,"MedicalRetrieval":64.34,"MMarcoRetrieval":77.42,"T2Retrieval":84.5,"VideoRetrieval":72.56}
+{"index":18,"Rank":25,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
+{"index":14,"Rank":26,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
+{"index":20,"Rank":27,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":71.85,"CmedqaRetrieval":42.73,"CovidRetrieval":82.19,"DuRetrieval":88.02,"EcomRetrieval":64.71,"MedicalRetrieval":60.63,"MMarcoRetrieval":79.56,"T2Retrieval":84.69,"VideoRetrieval":72.25}
+{"index":297,"Rank":28,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.71,"CmedqaRetrieval":44.38,"CovidRetrieval":75.74,"DuRetrieval":83.64,"EcomRetrieval":69.56,"MedicalRetrieval":64.94,"MMarcoRetrieval":77.7,"T2Retrieval":83.08,"VideoRetrieval":74.67}
+{"index":262,"Rank":29,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.2,"CmedqaRetrieval":42.02,"CovidRetrieval":84.5,"DuRetrieval":88.25,"EcomRetrieval":62.88,"MedicalRetrieval":58.09,"MMarcoRetrieval":77.92,"T2Retrieval":82.38,"VideoRetrieval":73.54}
+{"index":183,"Rank":30,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.07,"CmedqaRetrieval":41.86,"CovidRetrieval":84.71,"DuRetrieval":87.8,"EcomRetrieval":62.46,"MedicalRetrieval":57.97,"MMarcoRetrieval":78.22,"T2Retrieval":82.51,"VideoRetrieval":73.04}
+{"index":186,"Rank":31,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":71.02,"CmedqaRetrieval":42.28,"CovidRetrieval":85.19,"DuRetrieval":87.81,"EcomRetrieval":61.66,"MedicalRetrieval":59.38,"MMarcoRetrieval":78.1,"T2Retrieval":82.76,"VideoRetrieval":70.96}
+{"index":263,"Rank":32,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.93,"CmedqaRetrieval":41.98,"CovidRetrieval":85.04,"DuRetrieval":87.97,"EcomRetrieval":61.91,"MedicalRetrieval":59.04,"MMarcoRetrieval":77.83,"T2Retrieval":82.47,"VideoRetrieval":71.18}
+{"index":255,"Rank":33,"Model":"checkpoint-9000<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
+{"index":101,"Rank":34,"Model":"qwen-1.8b-retrieval-test<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
+{"index":13,"Rank":35,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":70.62,"CmedqaRetrieval":43.47,"CovidRetrieval":80.87,"DuRetrieval":86.01,"EcomRetrieval":66.46,"MedicalRetrieval":61.33,"MMarcoRetrieval":73.83,"T2Retrieval":83.58,"VideoRetrieval":69.41}
+{"index":25,"Rank":36,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.54,"CmedqaRetrieval":41.03,"CovidRetrieval":75.07,"DuRetrieval":84.68,"EcomRetrieval":65.6,"MedicalRetrieval":58.28,"MMarcoRetrieval":81.38,"T2Retrieval":84.39,"VideoRetrieval":73.93}
+{"index":26,"Rank":37,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.46,"CmedqaRetrieval":42.57,"CovidRetrieval":73.35,"DuRetrieval":86.32,"EcomRetrieval":65.33,"MedicalRetrieval":59.59,"MMarcoRetrieval":79.23,"T2Retrieval":83.99,"VideoRetrieval":73.32}
+{"index":45,"Rank":38,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.41,"CmedqaRetrieval":45.83,"CovidRetrieval":76.77,"DuRetrieval":81.47,"EcomRetrieval":68.42,"MedicalRetrieval":64.42,"MMarcoRetrieval":71.7,"T2Retrieval":81.33,"VideoRetrieval":73.31}
+{"index":19,"Rank":39,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.26,"CmedqaRetrieval":42.68,"CovidRetrieval":80.79,"DuRetrieval":85.74,"EcomRetrieval":62.06,"MedicalRetrieval":59.53,"MMarcoRetrieval":78.66,"T2Retrieval":84.69,"VideoRetrieval":67.96}
+{"index":187,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.14,"CmedqaRetrieval":42.63,"CovidRetrieval":80.81,"DuRetrieval":85.75,"EcomRetrieval":62.07,"MedicalRetrieval":59.42,"MMarcoRetrieval":78.67,"T2Retrieval":83.87,"VideoRetrieval":67.93}
+{"index":184,"Rank":41,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":70.08,"CmedqaRetrieval":42.03,"CovidRetrieval":79.86,"DuRetrieval":86.97,"EcomRetrieval":62.85,"MedicalRetrieval":58.5,"MMarcoRetrieval":78.36,"T2Retrieval":83.76,"VideoRetrieval":68.27}
+{"index":53,"Rank":42,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":69.59,"CmedqaRetrieval":41.8,"CovidRetrieval":79.3,"DuRetrieval":86.43,"EcomRetrieval":62.64,"MedicalRetrieval":58.27,"MMarcoRetrieval":78.17,"T2Retrieval":82.11,"VideoRetrieval":67.96}
+{"index":22,"Rank":43,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":69.49,"CmedqaRetrieval":41.61,"CovidRetrieval":74.7,"DuRetrieval":85.07,"EcomRetrieval":64.25,"MedicalRetrieval":56.51,"MMarcoRetrieval":77.69,"T2Retrieval":83.71,"VideoRetrieval":72.35}
+{"index":292,"Rank":44,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
+{"index":210,"Rank":45,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
+{"index":46,"Rank":46,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":67.7,"CmedqaRetrieval":42.69,"CovidRetrieval":75.63,"DuRetrieval":79.89,"EcomRetrieval":64.48,"MedicalRetrieval":59.95,"MMarcoRetrieval":70.75,"T2Retrieval":79.9,"VideoRetrieval":68.3}
+{"index":301,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
+{"index":303,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
+{"index":39,"Rank":49,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.11,"CmedqaRetrieval":34.08,"CovidRetrieval":71.92,"DuRetrieval":79.7,"EcomRetrieval":59.22,"MedicalRetrieval":51.5,"MMarcoRetrieval":74.73,"T2Retrieval":77.08,"VideoRetrieval":64.67}
+{"index":196,"Rank":50,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.66,"CmedqaRetrieval":28.67,"CovidRetrieval":75.51,"DuRetrieval":85.32,"EcomRetrieval":54.75,"MedicalRetrieval":51.44,"MMarcoRetrieval":79.2,"T2Retrieval":76.11,"VideoRetrieval":58.25}
+{"index":40,"Rank":51,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.52,"CmedqaRetrieval":33.45,"CovidRetrieval":73.36,"DuRetrieval":80.13,"EcomRetrieval":55.89,"MedicalRetrieval":50.67,"MMarcoRetrieval":74.14,"T2Retrieval":76.84,"VideoRetrieval":63.66}
+{"index":202,"Rank":52,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":62.87,"CmedqaRetrieval":27.0,"CovidRetrieval":68.86,"DuRetrieval":78.08,"EcomRetrieval":58.34,"MedicalRetrieval":49.63,"MMarcoRetrieval":78.82,"T2Retrieval":79.82,"VideoRetrieval":62.44}
+{"index":32,"Rank":53,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":61.77,"CmedqaRetrieval":35.11,"CovidRetrieval":70.14,"DuRetrieval":77.28,"EcomRetrieval":55.71,"MedicalRetrieval":49.8,"MMarcoRetrieval":63.48,"T2Retrieval":76.43,"VideoRetrieval":66.19}
+{"index":192,"Rank":54,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.75,"CmedqaRetrieval":34.22,"CovidRetrieval":73.13,"DuRetrieval":87.02,"EcomRetrieval":45.96,"MedicalRetrieval":52.75,"MMarcoRetrieval":74.83,"T2Retrieval":80.68,"VideoRetrieval":45.39}
+{"index":195,"Rank":55,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"CmedqaRetrieval":27.2,"CovidRetrieval":73.45,"DuRetrieval":81.64,"EcomRetrieval":54.17,"MedicalRetrieval":48.35,"MMarcoRetrieval":76.04,"T2Retrieval":70.86,"VideoRetrieval":61.3}
+{"index":38,"Rank":56,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.6,"CmedqaRetrieval":31.79,"CovidRetrieval":66.33,"DuRetrieval":75.25,"EcomRetrieval":57.32,"MedicalRetrieval":49.28,"MMarcoRetrieval":69.11,"T2Retrieval":75.94,"VideoRetrieval":59.76}
+{"index":165,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.55,"CmedqaRetrieval":34.69,"CovidRetrieval":70.59,"DuRetrieval":79.9,"EcomRetrieval":54.64,"MedicalRetrieval":47.86,"MMarcoRetrieval":63.06,"T2Retrieval":74.18,"VideoRetrieval":59.48}
+{"index":198,"Rank":58,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":59.95,"CmedqaRetrieval":24.38,"CovidRetrieval":72.82,"DuRetrieval":81.35,"EcomRetrieval":53.56,"MedicalRetrieval":44.84,"MMarcoRetrieval":73.17,"T2Retrieval":71.39,"VideoRetrieval":58.09}
+{"index":200,"Rank":59,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":59.77,"CmedqaRetrieval":26.18,"CovidRetrieval":67.57,"DuRetrieval":75.82,"EcomRetrieval":51.28,"MedicalRetrieval":47.48,"MMarcoRetrieval":77.0,"T2Retrieval":76.3,"VideoRetrieval":56.54}
+{"index":237,"Rank":60,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.76,"CmedqaRetrieval":32.33,"CovidRetrieval":67.22,"DuRetrieval":75.27,"EcomRetrieval":58.24,"MedicalRetrieval":54.78,"MMarcoRetrieval":57.91,"T2Retrieval":69.22,"VideoRetrieval":63.09}
+{"index":285,"Rank":61,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":58.2,"CmedqaRetrieval":30.34,"CovidRetrieval":58.55,"DuRetrieval":75.05,"EcomRetrieval":52.54,"MedicalRetrieval":50.08,"MMarcoRetrieval":62.26,"T2Retrieval":72.7,"VideoRetrieval":64.08}
+{"index":199,"Rank":62,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.96,"CmedqaRetrieval":23.91,"CovidRetrieval":68.14,"DuRetrieval":72.84,"EcomRetrieval":52.02,"MedicalRetrieval":43.27,"MMarcoRetrieval":74.66,"T2Retrieval":72.81,"VideoRetrieval":56.07}
+{"index":231,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":56.91,"CmedqaRetrieval":30.33,"CovidRetrieval":66.42,"DuRetrieval":75.76,"EcomRetrieval":50.27,"MedicalRetrieval":42.79,"MMarcoRetrieval":65.46,"T2Retrieval":73.14,"VideoRetrieval":51.11}
+{"index":232,"Rank":64,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":54.75,"CmedqaRetrieval":30.73,"CovidRetrieval":61.33,"DuRetrieval":74.69,"EcomRetrieval":45.18,"MedicalRetrieval":48.66,"MMarcoRetrieval":61.06,"T2Retrieval":72.36,"VideoRetrieval":44.02}
+{"index":335,"Rank":65,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.0,"CmedqaRetrieval":22.36,"CovidRetrieval":57.21,"DuRetrieval":71.17,"EcomRetrieval":44.49,"MedicalRetrieval":37.92,"MMarcoRetrieval":69.86,"T2Retrieval":69.14,"VideoRetrieval":43.85}
+{"index":201,"Rank":66,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.16,"CmedqaRetrieval":20.03,"CovidRetrieval":33.57,"DuRetrieval":56.04,"EcomRetrieval":47.0,"MedicalRetrieval":36.68,"MMarcoRetrieval":69.31,"T2Retrieval":51.57,"VideoRetrieval":55.07}
+{"index":291,"Rank":67,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.4,"CmedqaRetrieval":18.04,"CovidRetrieval":55.48,"DuRetrieval":59.36,"EcomRetrieval":40.48,"MedicalRetrieval":29.8,"MMarcoRetrieval":55.31,"T2Retrieval":58.67,"VideoRetrieval":38.04}
+{"index":55,"Rank":68,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":41.94,"CmedqaRetrieval":15.53,"CovidRetrieval":60.48,"DuRetrieval":51.87,"EcomRetrieval":37.58,"MedicalRetrieval":30.93,"MMarcoRetrieval":45.96,"T2Retrieval":50.52,"VideoRetrieval":42.65}
+{"index":289,"Rank":69,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":38.79,"CmedqaRetrieval":15.91,"CovidRetrieval":44.81,"DuRetrieval":52.23,"EcomRetrieval":34.6,"MedicalRetrieval":27.56,"MMarcoRetrieval":44.06,"T2Retrieval":51.67,"VideoRetrieval":39.52}
+{"index":47,"Rank":70,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":32.1,"CmedqaRetrieval":11.35,"CovidRetrieval":39.63,"DuRetrieval":41.16,"EcomRetrieval":32.71,"MedicalRetrieval":20.35,"MMarcoRetrieval":34.62,"T2Retrieval":41.8,"VideoRetrieval":35.15}
+{"index":51,"Rank":71,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":22.92,"CmedqaRetrieval":10.15,"CovidRetrieval":28.85,"DuRetrieval":33.41,"EcomRetrieval":9.69,"MedicalRetrieval":14.1,"MMarcoRetrieval":44.62,"T2Retrieval":28.35,"VideoRetrieval":14.17}
+{"index":171,"Rank":72,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.15,"CmedqaRetrieval":7.22,"CovidRetrieval":10.38,"DuRetrieval":1.44,"EcomRetrieval":4.68,"MedicalRetrieval":4.08,"MMarcoRetrieval":11.0,"T2Retrieval":1.31,"VideoRetrieval":17.05}
+{"index":302,"Rank":73,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":4.52,"CmedqaRetrieval":2.22,"CovidRetrieval":2.32,"DuRetrieval":5.86,"EcomRetrieval":10.37,"MedicalRetrieval":2.37,"MMarcoRetrieval":3.64,"T2Retrieval":4.64,"VideoRetrieval":4.77}
diff --git a/all_data_tasks/13/default.jsonl b/all_data_tasks/13/default.jsonl
index 2e8451e001e3952490d68286c2df7732c066a418..c14c4301b9ebda45fa0349508a590b0e22f7fe85 100644
--- a/all_data_tasks/13/default.jsonl
+++ b/all_data_tasks/13/default.jsonl
@@ -1,91 +1,91 @@
-{"index":287,"Rank":1,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":67.66,"AFQMC":53.84,"ATEC":54.44,"BQ":70.57,"LCQMC":74.99,"PAWSX":58.35,"QBQTC":71.45,"STS22 (zh)":74.92,"STSB":82.74}
-{"index":17,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":65.33,"AFQMC":72.25,"ATEC":62.62,"BQ":81.25,"LCQMC":73.81,"PAWSX":54.06,"QBQTC":31.37,"STS22 (zh)":66.13,"STSB":81.17}
-{"index":47,"Rank":3,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":64.89,"AFQMC":71.13,"ATEC":64.64,"BQ":72.3,"LCQMC":78.76,"PAWSX":45.05,"QBQTC":42.62,"STS22 (zh)":63.84,"STSB":80.77}
-{"index":220,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.53,"AFQMC":60.96,"ATEC":58.81,"BQ":75.08,"LCQMC":79.82,"PAWSX":47.42,"QBQTC":45.14,"STS22 (zh)":66.96,"STSB":82.05}
-{"index":183,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.22,"AFQMC":60.72,"ATEC":58.77,"BQ":75.04,"LCQMC":79.75,"PAWSX":45.94,"QBQTC":43.46,"STS22 (zh)":66.71,"STSB":83.34}
-{"index":127,"Rank":6,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.18,"AFQMC":60.66,"ATEC":58.64,"BQ":74.51,"LCQMC":79.45,"PAWSX":46.6,"QBQTC":44.58,"STS22 (zh)":67.73,"STSB":81.24}
-{"index":266,"Rank":7,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AFQMC":61.49,"ATEC":59.2,"BQ":72.88,"LCQMC":79.55,"PAWSX":46.48,"QBQTC":45.91,"STS22 (zh)":63.76,"STSB":78.71}
-{"index":39,"Rank":8,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":63.33,"AFQMC":61.02,"ATEC":59.02,"BQ":72.76,"LCQMC":79.43,"PAWSX":45.92,"QBQTC":44.87,"STS22 (zh)":64.41,"STSB":79.24}
-{"index":54,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.23,"AFQMC":60.89,"ATEC":58.82,"BQ":72.53,"LCQMC":79.19,"PAWSX":45.8,"QBQTC":43.94,"STS22 (zh)":65.18,"STSB":79.48}
-{"index":187,"Rank":10,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.49,"AFQMC":59.22,"ATEC":58.43,"BQ":70.44,"LCQMC":78.27,"PAWSX":43.97,"QBQTC":40.02,"STS22 (zh)":66.49,"STSB":83.05}
-{"index":169,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.48,"AFQMC":58.85,"ATEC":58.08,"BQ":71.05,"LCQMC":78.26,"PAWSX":45.36,"QBQTC":38.98,"STS22 (zh)":66.26,"STSB":82.96}
-{"index":168,"Rank":12,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":45.0,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
-{"index":12,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":44.98,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
-{"index":15,"Rank":14,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":62.32,"AFQMC":58.47,"ATEC":55.46,"BQ":77.59,"LCQMC":76.29,"PAWSX":50.22,"QBQTC":31.82,"STS22 (zh)":67.36,"STSB":81.37}
-{"index":290,"Rank":15,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.15,"AFQMC":58.61,"ATEC":58.03,"BQ":70.98,"LCQMC":78.14,"PAWSX":45.59,"QBQTC":38.1,"STS22 (zh)":65.34,"STSB":82.42}
-{"index":48,"Rank":16,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":62.13,"AFQMC":59.54,"ATEC":58.63,"BQ":70.31,"LCQMC":78.73,"PAWSX":42.97,"QBQTC":41.03,"STS22 (zh)":66.76,"STSB":79.09}
-{"index":140,"Rank":17,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.09,"AFQMC":58.81,"ATEC":57.95,"BQ":70.37,"LCQMC":78.17,"PAWSX":45.51,"QBQTC":37.31,"STS22 (zh)":65.85,"STSB":82.73}
-{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
-{"index":340,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.07,"AFQMC":50.8,"ATEC":53.23,"BQ":66.49,"LCQMC":76.6,"PAWSX":47.56,"QBQTC":39.96,"STS22 (zh)":65.78,"STSB":80.14}
-{"index":212,"Rank":20,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
-{"index":294,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
-{"index":189,"Rank":22,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.95,"ATEC":53.12,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.73,"STS22 (zh)":68.87,"STSB":79.37}
-{"index":22,"Rank":23,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.37}
-{"index":21,"Rank":24,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.36}
-{"index":219,"Rank":25,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.52,"AFQMC":54.85,"ATEC":55.13,"BQ":65.57,"LCQMC":75.55,"PAWSX":37.87,"QBQTC":33.69,"STS22 (zh)":64.32,"STSB":81.19}
-{"index":111,"Rank":26,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.41,"AFQMC":54.73,"ATEC":55.13,"BQ":64.89,"LCQMC":75.12,"PAWSX":37.93,"QBQTC":34.21,"STS22 (zh)":64.54,"STSB":80.72}
-{"index":188,"Rank":27,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.3,"AFQMC":54.49,"ATEC":54.45,"BQ":62.38,"LCQMC":76.28,"PAWSX":37.97,"QBQTC":37.84,"STS22 (zh)":67.28,"STSB":75.71}
-{"index":265,"Rank":28,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.02,"AFQMC":54.17,"ATEC":54.28,"BQ":62.31,"LCQMC":75.81,"PAWSX":38.31,"QBQTC":38.22,"STS22 (zh)":66.66,"STSB":74.43}
-{"index":331,"Rank":29,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":57.91,"AFQMC":43.45,"ATEC":48.01,"BQ":65.58,"LCQMC":75.56,"PAWSX":47.62,"QBQTC":40.43,"STS22 (zh)":67.24,"STSB":75.38}
-{"index":301,"Rank":30,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":57.82,"AFQMC":54.58,"ATEC":54.6,"BQ":64.41,"LCQMC":74.4,"PAWSX":38.55,"QBQTC":33.36,"STS22 (zh)":62.98,"STSB":79.68}
-{"index":55,"Rank":31,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":57.08,"AFQMC":46.98,"ATEC":51.35,"BQ":65.08,"LCQMC":76.96,"PAWSX":30.03,"QBQTC":37.5,"STS22 (zh)":69.2,"STSB":79.57}
-{"index":186,"Rank":32,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.92,"AFQMC":46.73,"ATEC":51.22,"BQ":64.8,"LCQMC":76.89,"PAWSX":29.7,"QBQTC":37.38,"STS22 (zh)":69.02,"STSB":79.63}
-{"index":30,"Rank":33,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.87,"AFQMC":47.17,"ATEC":50.75,"BQ":62.02,"LCQMC":75.95,"PAWSX":30.57,"QBQTC":38.98,"STS22 (zh)":68.68,"STSB":80.87}
-{"index":185,"Rank":34,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.54,"AFQMC":51.75,"ATEC":52.82,"BQ":63.29,"LCQMC":75.83,"PAWSX":32.02,"QBQTC":36.47,"STS22 (zh)":67.52,"STSB":72.63}
-{"index":28,"Rank":35,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":56.25,"AFQMC":44.36,"ATEC":49.54,"BQ":62.94,"LCQMC":74.33,"PAWSX":33.92,"QBQTC":37.29,"STS22 (zh)":68.94,"STSB":78.7}
-{"index":299,"Rank":36,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":55.96,"AFQMC":49.07,"ATEC":50.83,"BQ":65.5,"LCQMC":74.06,"PAWSX":27.97,"QBQTC":35.19,"STS22 (zh)":63.64,"STSB":81.46}
-{"index":264,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":55.9,"AFQMC":51.4,"ATEC":52.59,"BQ":62.68,"LCQMC":75.4,"PAWSX":31.58,"QBQTC":36.48,"STS22 (zh)":66.51,"STSB":70.6}
-{"index":41,"Rank":38,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.55,"AFQMC":46.7,"ATEC":49.95,"BQ":56.08,"LCQMC":74.96,"PAWSX":33.49,"QBQTC":31.06,"STS22 (zh)":64.51,"STSB":79.63}
-{"index":42,"Rank":39,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.35,"AFQMC":46.77,"ATEC":50.18,"BQ":55.25,"LCQMC":74.29,"PAWSX":33.24,"QBQTC":30.92,"STS22 (zh)":64.41,"STSB":79.74}
-{"index":24,"Rank":40,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.72,"AFQMC":42.4,"ATEC":48.17,"BQ":61.78,"LCQMC":74.45,"PAWSX":20.4,"QBQTC":36.22,"STS22 (zh)":68.01,"STSB":78.31}
-{"index":27,"Rank":41,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.0,"AFQMC":43.06,"ATEC":48.29,"BQ":60.53,"LCQMC":74.71,"PAWSX":16.64,"QBQTC":35.2,"STS22 (zh)":67.19,"STSB":78.41}
-{"index":20,"Rank":42,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
-{"index":40,"Rank":43,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.45,"AFQMC":44.25,"ATEC":48.24,"BQ":56.27,"LCQMC":74.09,"PAWSX":12.18,"QBQTC":29.94,"STS22 (zh)":66.06,"STSB":80.54}
-{"index":239,"Rank":44,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.54,"AFQMC":37.4,"ATEC":42.16,"BQ":70.96,"LCQMC":73.27,"PAWSX":18.55,"QBQTC":29.6,"STS22 (zh)":65.44,"STSB":66.91}
-{"index":233,"Rank":45,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.47,"AFQMC":35.87,"ATEC":41.27,"BQ":63.81,"LCQMC":74.88,"PAWSX":12.19,"QBQTC":32.07,"STS22 (zh)":66.73,"STSB":76.97}
-{"index":234,"Rank":46,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.42,"AFQMC":36.53,"ATEC":41.8,"BQ":65.2,"LCQMC":74.2,"PAWSX":15.95,"QBQTC":32.65,"STS22 (zh)":62.91,"STSB":74.16}
-{"index":194,"Rank":47,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.22,"AFQMC":38.99,"ATEC":42.84,"BQ":50.64,"LCQMC":75.48,"PAWSX":16.81,"QBQTC":31.8,"STS22 (zh)":63.4,"STSB":81.81}
-{"index":305,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
-{"index":303,"Rank":49,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
-{"index":34,"Rank":50,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":49.1,"AFQMC":33.42,"ATEC":43.01,"BQ":55.22,"LCQMC":72.19,"PAWSX":9.26,"QBQTC":35.29,"STS22 (zh)":67.72,"STSB":76.73}
-{"index":198,"Rank":51,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.29,"AFQMC":33.02,"ATEC":39.81,"BQ":46.44,"LCQMC":75.95,"PAWSX":14.63,"QBQTC":29.77,"STS22 (zh)":65.64,"STSB":81.08}
-{"index":197,"Rank":52,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":46.49,"AFQMC":29.67,"ATEC":37.01,"BQ":45.45,"LCQMC":74.15,"PAWSX":12.14,"QBQTC":28.81,"STS22 (zh)":65.64,"STSB":79.05}
-{"index":201,"Rank":53,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.6,"AFQMC":27.98,"ATEC":35.86,"BQ":46.23,"LCQMC":72.8,"PAWSX":15.66,"QBQTC":32.65,"STS22 (zh)":54.08,"STSB":79.53}
-{"index":200,"Rank":54,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.27,"AFQMC":25.21,"ATEC":35.14,"BQ":43.27,"LCQMC":72.7,"PAWSX":11.01,"QBQTC":30.25,"STS22 (zh)":66.84,"STSB":77.73}
-{"index":57,"Rank":55,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":44.97,"AFQMC":24.51,"ATEC":32.45,"BQ":44.22,"LCQMC":69.16,"PAWSX":14.55,"QBQTC":29.51,"STS22 (zh)":65.94,"STSB":79.45}
-{"index":49,"Rank":56,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.62,"AFQMC":22.57,"ATEC":30.3,"BQ":40.98,"LCQMC":68.4,"PAWSX":15.08,"QBQTC":27.92,"STS22 (zh)":61.58,"STSB":82.17}
-{"index":291,"Rank":57,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.41,"AFQMC":26.06,"ATEC":31.93,"BQ":42.67,"LCQMC":70.16,"PAWSX":17.21,"QBQTC":24.62,"STS22 (zh)":55.35,"STSB":79.3}
-{"index":336,"Rank":58,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.35,"AFQMC":23.88,"ATEC":29.25,"BQ":45.33,"LCQMC":68.41,"PAWSX":16.55,"QBQTC":30.27,"STS22 (zh)":62.53,"STSB":70.61}
-{"index":293,"Rank":59,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":42.78,"AFQMC":22.24,"ATEC":30.84,"BQ":43.33,"LCQMC":66.74,"PAWSX":12.31,"QBQTC":27.2,"STS22 (zh)":66.4,"STSB":73.22}
-{"index":203,"Rank":60,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.57,"AFQMC":25.32,"ATEC":33.46,"BQ":43.93,"LCQMC":71.98,"PAWSX":14.23,"QBQTC":32.92,"STS22 (zh)":40.97,"STSB":77.77}
-{"index":53,"Rank":61,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AFQMC":15.69,"ATEC":20.27,"BQ":36.33,"LCQMC":63.3,"PAWSX":12.16,"QBQTC":22.53,"STS22 (zh)":61.75,"STSB":80.84}
-{"index":173,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.48,"AFQMC":17.63,"ATEC":26.18,"BQ":37.66,"LCQMC":50.11,"PAWSX":32.75,"QBQTC":24.48,"STS22 (zh)":52.82,"STSB":50.18}
-{"index":304,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.86,"AFQMC":3.76,"ATEC":10.09,"BQ":19.31,"LCQMC":42.15,"PAWSX":6.14,"QBQTC":6.12,"STS22 (zh)":33.7,"STSB":45.6}
-{"index":11,"Rank":75,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":49.41,"STSB":""}
-{"index":71,"Rank":112,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
-{"index":73,"Rank":114,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.18,"STSB":""}
-{"index":81,"Rank":122,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":60.0,"STSB":""}
-{"index":98,"Rank":139,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":25.49,"STSB":""}
-{"index":99,"Rank":140,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":6.52,"STSB":""}
-{"index":131,"Rank":170,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":65.89,"STSB":""}
-{"index":138,"Rank":177,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":64.04,"STSB":""}
-{"index":148,"Rank":186,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":58.54,"STSB":""}
-{"index":149,"Rank":187,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.78,"STSB":""}
-{"index":154,"Rank":192,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
-{"index":167,"Rank":205,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":33.88,"ATEC":43.36,"BQ":57.14,"LCQMC":72.71,"PAWSX":9.31,"QBQTC":35.51,"STS22 (zh)":"","STSB":80.64}
-{"index":202,"Rank":226,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AFQMC":30.55,"ATEC":37.35,"BQ":47.17,"LCQMC":75.32,"PAWSX":17.46,"QBQTC":33.7,"STS22 (zh)":"","STSB":81.52}
-{"index":204,"Rank":227,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":31.87,"ATEC":38.8,"BQ":47.67,"LCQMC":75.34,"PAWSX":17.25,"QBQTC":34.48,"STS22 (zh)":"","STSB":82.03}
-{"index":267,"Rank":281,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.02,"STSB":""}
-{"index":268,"Rank":282,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.15,"STSB":""}
-{"index":269,"Rank":283,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":44.93,"STSB":""}
-{"index":271,"Rank":285,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":16.35,"STSB":""}
-{"index":273,"Rank":287,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":4.78,"STSB":""}
-{"index":274,"Rank":288,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.32,"STSB":""}
-{"index":276,"Rank":290,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":27.32,"STSB":""}
-{"index":277,"Rank":291,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":31.16,"STSB":""}
-{"index":283,"Rank":297,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.9,"STSB":""}
-{"index":284,"Rank":298,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":30.47,"STSB":""}
-{"index":285,"Rank":299,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.55,"STSB":""}
-{"index":289,"Rank":302,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.83,"STSB":""}
-{"index":292,"Rank":303,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""}
-{"index":295,"Rank":304,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
+{"index":285,"Rank":1,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":67.66,"AFQMC":53.84,"ATEC":54.44,"BQ":70.57,"LCQMC":74.99,"PAWSX":58.35,"QBQTC":71.45,"STS22 (zh)":74.92,"STSB":82.74}
+{"index":15,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":65.33,"AFQMC":72.25,"ATEC":62.62,"BQ":81.25,"LCQMC":73.81,"PAWSX":54.06,"QBQTC":31.37,"STS22 (zh)":66.13,"STSB":81.17}
+{"index":45,"Rank":3,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":64.89,"AFQMC":71.13,"ATEC":64.64,"BQ":72.3,"LCQMC":78.76,"PAWSX":45.05,"QBQTC":42.62,"STS22 (zh)":63.84,"STSB":80.77}
+{"index":218,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.53,"AFQMC":60.96,"ATEC":58.81,"BQ":75.08,"LCQMC":79.82,"PAWSX":47.42,"QBQTC":45.14,"STS22 (zh)":66.96,"STSB":82.05}
+{"index":181,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.22,"AFQMC":60.72,"ATEC":58.77,"BQ":75.04,"LCQMC":79.75,"PAWSX":45.94,"QBQTC":43.46,"STS22 (zh)":66.71,"STSB":83.34}
+{"index":125,"Rank":6,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.18,"AFQMC":60.66,"ATEC":58.64,"BQ":74.51,"LCQMC":79.45,"PAWSX":46.6,"QBQTC":44.58,"STS22 (zh)":67.73,"STSB":81.24}
+{"index":264,"Rank":7,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AFQMC":61.49,"ATEC":59.2,"BQ":72.88,"LCQMC":79.55,"PAWSX":46.48,"QBQTC":45.91,"STS22 (zh)":63.76,"STSB":78.71}
+{"index":37,"Rank":8,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":63.33,"AFQMC":61.02,"ATEC":59.02,"BQ":72.76,"LCQMC":79.43,"PAWSX":45.92,"QBQTC":44.87,"STS22 (zh)":64.41,"STSB":79.24}
+{"index":52,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.23,"AFQMC":60.89,"ATEC":58.82,"BQ":72.53,"LCQMC":79.19,"PAWSX":45.8,"QBQTC":43.94,"STS22 (zh)":65.18,"STSB":79.48}
+{"index":185,"Rank":10,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.49,"AFQMC":59.22,"ATEC":58.43,"BQ":70.44,"LCQMC":78.27,"PAWSX":43.97,"QBQTC":40.02,"STS22 (zh)":66.49,"STSB":83.05}
+{"index":167,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.48,"AFQMC":58.85,"ATEC":58.08,"BQ":71.05,"LCQMC":78.26,"PAWSX":45.36,"QBQTC":38.98,"STS22 (zh)":66.26,"STSB":82.96}
+{"index":166,"Rank":12,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":45.0,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
+{"index":10,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":44.98,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
+{"index":13,"Rank":14,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":62.32,"AFQMC":58.47,"ATEC":55.46,"BQ":77.59,"LCQMC":76.29,"PAWSX":50.22,"QBQTC":31.82,"STS22 (zh)":67.36,"STSB":81.37}
+{"index":288,"Rank":15,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.15,"AFQMC":58.61,"ATEC":58.03,"BQ":70.98,"LCQMC":78.14,"PAWSX":45.59,"QBQTC":38.1,"STS22 (zh)":65.34,"STSB":82.42}
+{"index":46,"Rank":16,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":62.13,"AFQMC":59.54,"ATEC":58.63,"BQ":70.31,"LCQMC":78.73,"PAWSX":42.97,"QBQTC":41.03,"STS22 (zh)":66.76,"STSB":79.09}
+{"index":138,"Rank":17,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.09,"AFQMC":58.81,"ATEC":57.95,"BQ":70.37,"LCQMC":78.17,"PAWSX":45.51,"QBQTC":37.31,"STS22 (zh)":65.85,"STSB":82.73}
+{"index":14,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
+{"index":339,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.07,"AFQMC":50.8,"ATEC":53.23,"BQ":66.49,"LCQMC":76.6,"PAWSX":47.56,"QBQTC":39.96,"STS22 (zh)":65.78,"STSB":80.14}
+{"index":210,"Rank":20,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":292,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":187,"Rank":22,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.95,"ATEC":53.12,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.73,"STS22 (zh)":68.87,"STSB":79.37}
+{"index":20,"Rank":23,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.37}
+{"index":19,"Rank":24,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.36}
+{"index":217,"Rank":25,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.52,"AFQMC":54.85,"ATEC":55.13,"BQ":65.57,"LCQMC":75.55,"PAWSX":37.87,"QBQTC":33.69,"STS22 (zh)":64.32,"STSB":81.19}
+{"index":109,"Rank":26,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.41,"AFQMC":54.73,"ATEC":55.13,"BQ":64.89,"LCQMC":75.12,"PAWSX":37.93,"QBQTC":34.21,"STS22 (zh)":64.54,"STSB":80.72}
+{"index":186,"Rank":27,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.3,"AFQMC":54.49,"ATEC":54.45,"BQ":62.38,"LCQMC":76.28,"PAWSX":37.97,"QBQTC":37.84,"STS22 (zh)":67.28,"STSB":75.71}
+{"index":263,"Rank":28,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.02,"AFQMC":54.17,"ATEC":54.28,"BQ":62.31,"LCQMC":75.81,"PAWSX":38.31,"QBQTC":38.22,"STS22 (zh)":66.66,"STSB":74.43}
+{"index":329,"Rank":29,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":57.91,"AFQMC":43.45,"ATEC":48.01,"BQ":65.58,"LCQMC":75.56,"PAWSX":47.62,"QBQTC":40.43,"STS22 (zh)":67.24,"STSB":75.38}
+{"index":299,"Rank":30,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":57.82,"AFQMC":54.58,"ATEC":54.6,"BQ":64.41,"LCQMC":74.4,"PAWSX":38.55,"QBQTC":33.36,"STS22 (zh)":62.98,"STSB":79.68}
+{"index":53,"Rank":31,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":57.08,"AFQMC":46.98,"ATEC":51.35,"BQ":65.08,"LCQMC":76.96,"PAWSX":30.03,"QBQTC":37.5,"STS22 (zh)":69.2,"STSB":79.57}
+{"index":184,"Rank":32,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.92,"AFQMC":46.73,"ATEC":51.22,"BQ":64.8,"LCQMC":76.89,"PAWSX":29.7,"QBQTC":37.38,"STS22 (zh)":69.02,"STSB":79.63}
+{"index":28,"Rank":33,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.87,"AFQMC":47.17,"ATEC":50.75,"BQ":62.02,"LCQMC":75.95,"PAWSX":30.57,"QBQTC":38.98,"STS22 (zh)":68.68,"STSB":80.87}
+{"index":183,"Rank":34,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.54,"AFQMC":51.75,"ATEC":52.82,"BQ":63.29,"LCQMC":75.83,"PAWSX":32.02,"QBQTC":36.47,"STS22 (zh)":67.52,"STSB":72.63}
+{"index":26,"Rank":35,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":56.25,"AFQMC":44.36,"ATEC":49.54,"BQ":62.94,"LCQMC":74.33,"PAWSX":33.92,"QBQTC":37.29,"STS22 (zh)":68.94,"STSB":78.7}
+{"index":297,"Rank":36,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":55.96,"AFQMC":49.07,"ATEC":50.83,"BQ":65.5,"LCQMC":74.06,"PAWSX":27.97,"QBQTC":35.19,"STS22 (zh)":63.64,"STSB":81.46}
+{"index":262,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":55.9,"AFQMC":51.4,"ATEC":52.59,"BQ":62.68,"LCQMC":75.4,"PAWSX":31.58,"QBQTC":36.48,"STS22 (zh)":66.51,"STSB":70.6}
+{"index":39,"Rank":38,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.55,"AFQMC":46.7,"ATEC":49.95,"BQ":56.08,"LCQMC":74.96,"PAWSX":33.49,"QBQTC":31.06,"STS22 (zh)":64.51,"STSB":79.63}
+{"index":40,"Rank":39,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.35,"AFQMC":46.77,"ATEC":50.18,"BQ":55.25,"LCQMC":74.29,"PAWSX":33.24,"QBQTC":30.92,"STS22 (zh)":64.41,"STSB":79.74}
+{"index":22,"Rank":40,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.72,"AFQMC":42.4,"ATEC":48.17,"BQ":61.78,"LCQMC":74.45,"PAWSX":20.4,"QBQTC":36.22,"STS22 (zh)":68.01,"STSB":78.31}
+{"index":25,"Rank":41,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.0,"AFQMC":43.06,"ATEC":48.29,"BQ":60.53,"LCQMC":74.71,"PAWSX":16.64,"QBQTC":35.2,"STS22 (zh)":67.19,"STSB":78.41}
+{"index":18,"Rank":42,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
+{"index":38,"Rank":43,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.45,"AFQMC":44.25,"ATEC":48.24,"BQ":56.27,"LCQMC":74.09,"PAWSX":12.18,"QBQTC":29.94,"STS22 (zh)":66.06,"STSB":80.54}
+{"index":237,"Rank":44,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.54,"AFQMC":37.4,"ATEC":42.16,"BQ":70.96,"LCQMC":73.27,"PAWSX":18.55,"QBQTC":29.6,"STS22 (zh)":65.44,"STSB":66.91}
+{"index":231,"Rank":45,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.47,"AFQMC":35.87,"ATEC":41.27,"BQ":63.81,"LCQMC":74.88,"PAWSX":12.19,"QBQTC":32.07,"STS22 (zh)":66.73,"STSB":76.97}
+{"index":232,"Rank":46,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.42,"AFQMC":36.53,"ATEC":41.8,"BQ":65.2,"LCQMC":74.2,"PAWSX":15.95,"QBQTC":32.65,"STS22 (zh)":62.91,"STSB":74.16}
+{"index":192,"Rank":47,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.22,"AFQMC":38.99,"ATEC":42.84,"BQ":50.64,"LCQMC":75.48,"PAWSX":16.81,"QBQTC":31.8,"STS22 (zh)":63.4,"STSB":81.81}
+{"index":301,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
+{"index":303,"Rank":49,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
+{"index":32,"Rank":50,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":49.1,"AFQMC":33.42,"ATEC":43.01,"BQ":55.22,"LCQMC":72.19,"PAWSX":9.26,"QBQTC":35.29,"STS22 (zh)":67.72,"STSB":76.73}
+{"index":196,"Rank":51,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.29,"AFQMC":33.02,"ATEC":39.81,"BQ":46.44,"LCQMC":75.95,"PAWSX":14.63,"QBQTC":29.77,"STS22 (zh)":65.64,"STSB":81.08}
+{"index":195,"Rank":52,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":46.49,"AFQMC":29.67,"ATEC":37.01,"BQ":45.45,"LCQMC":74.15,"PAWSX":12.14,"QBQTC":28.81,"STS22 (zh)":65.64,"STSB":79.05}
+{"index":199,"Rank":53,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.6,"AFQMC":27.98,"ATEC":35.86,"BQ":46.23,"LCQMC":72.8,"PAWSX":15.66,"QBQTC":32.65,"STS22 (zh)":54.08,"STSB":79.53}
+{"index":198,"Rank":54,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.27,"AFQMC":25.21,"ATEC":35.14,"BQ":43.27,"LCQMC":72.7,"PAWSX":11.01,"QBQTC":30.25,"STS22 (zh)":66.84,"STSB":77.73}
+{"index":55,"Rank":55,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":44.97,"AFQMC":24.51,"ATEC":32.45,"BQ":44.22,"LCQMC":69.16,"PAWSX":14.55,"QBQTC":29.51,"STS22 (zh)":65.94,"STSB":79.45}
+{"index":47,"Rank":56,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.62,"AFQMC":22.57,"ATEC":30.3,"BQ":40.98,"LCQMC":68.4,"PAWSX":15.08,"QBQTC":27.92,"STS22 (zh)":61.58,"STSB":82.17}
+{"index":289,"Rank":57,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.41,"AFQMC":26.06,"ATEC":31.93,"BQ":42.67,"LCQMC":70.16,"PAWSX":17.21,"QBQTC":24.62,"STS22 (zh)":55.35,"STSB":79.3}
+{"index":335,"Rank":58,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.35,"AFQMC":23.88,"ATEC":29.25,"BQ":45.33,"LCQMC":68.41,"PAWSX":16.55,"QBQTC":30.27,"STS22 (zh)":62.53,"STSB":70.61}
+{"index":291,"Rank":59,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":42.78,"AFQMC":22.24,"ATEC":30.84,"BQ":43.33,"LCQMC":66.74,"PAWSX":12.31,"QBQTC":27.2,"STS22 (zh)":66.4,"STSB":73.22}
+{"index":201,"Rank":60,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.57,"AFQMC":25.32,"ATEC":33.46,"BQ":43.93,"LCQMC":71.98,"PAWSX":14.23,"QBQTC":32.92,"STS22 (zh)":40.97,"STSB":77.77}
+{"index":51,"Rank":61,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AFQMC":15.69,"ATEC":20.27,"BQ":36.33,"LCQMC":63.3,"PAWSX":12.16,"QBQTC":22.53,"STS22 (zh)":61.75,"STSB":80.84}
+{"index":171,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.48,"AFQMC":17.63,"ATEC":26.18,"BQ":37.66,"LCQMC":50.11,"PAWSX":32.75,"QBQTC":24.48,"STS22 (zh)":52.82,"STSB":50.18}
+{"index":302,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.86,"AFQMC":3.76,"ATEC":10.09,"BQ":19.31,"LCQMC":42.15,"PAWSX":6.14,"QBQTC":6.12,"STS22 (zh)":33.7,"STSB":45.6}
+{"index":9,"Rank":73,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":49.41,"STSB":""}
+{"index":69,"Rank":110,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
+{"index":71,"Rank":112,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.18,"STSB":""}
+{"index":79,"Rank":120,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":60.0,"STSB":""}
+{"index":96,"Rank":137,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":25.49,"STSB":""}
+{"index":97,"Rank":138,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":6.52,"STSB":""}
+{"index":129,"Rank":168,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":65.89,"STSB":""}
+{"index":136,"Rank":175,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":64.04,"STSB":""}
+{"index":146,"Rank":184,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":58.54,"STSB":""}
+{"index":147,"Rank":185,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.78,"STSB":""}
+{"index":152,"Rank":190,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
+{"index":165,"Rank":203,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":33.88,"ATEC":43.36,"BQ":57.14,"LCQMC":72.71,"PAWSX":9.31,"QBQTC":35.51,"STS22 (zh)":"","STSB":80.64}
+{"index":200,"Rank":224,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AFQMC":30.55,"ATEC":37.35,"BQ":47.17,"LCQMC":75.32,"PAWSX":17.46,"QBQTC":33.7,"STS22 (zh)":"","STSB":81.52}
+{"index":202,"Rank":225,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":31.87,"ATEC":38.8,"BQ":47.67,"LCQMC":75.34,"PAWSX":17.25,"QBQTC":34.48,"STS22 (zh)":"","STSB":82.03}
+{"index":265,"Rank":279,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.02,"STSB":""}
+{"index":266,"Rank":280,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.15,"STSB":""}
+{"index":267,"Rank":281,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":44.93,"STSB":""}
+{"index":269,"Rank":283,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":16.35,"STSB":""}
+{"index":271,"Rank":285,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":4.78,"STSB":""}
+{"index":272,"Rank":286,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.32,"STSB":""}
+{"index":274,"Rank":288,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":27.32,"STSB":""}
+{"index":275,"Rank":289,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":31.16,"STSB":""}
+{"index":281,"Rank":295,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.9,"STSB":""}
+{"index":282,"Rank":296,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":30.47,"STSB":""}
+{"index":283,"Rank":297,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.55,"STSB":""}
+{"index":287,"Rank":300,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.83,"STSB":""}
+{"index":290,"Rank":301,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""}
+{"index":293,"Rank":302,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl
index d6298665c184f6126b4fe2de35821a357e0f580f..73ff4b222a304246a451924ca8193036fbb55c25 100644
--- a/all_data_tasks/18/default.jsonl
+++ b/all_data_tasks/18/default.jsonl
@@ -25,35 +25,34 @@
{"index":89,"Rank":25,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
{"index":2,"Rank":26,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.85,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.83}
{"index":54,"Rank":27,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
-{"index":52,"Rank":28,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
-{"index":75,"Rank":29,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
-{"index":29,"Rank":30,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
-{"index":77,"Rank":31,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
-{"index":53,"Rank":32,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
-{"index":42,"Rank":33,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
-{"index":74,"Rank":34,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
-{"index":1,"Rank":35,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
-{"index":64,"Rank":36,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
-{"index":15,"Rank":37,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
-{"index":56,"Rank":38,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
-{"index":57,"Rank":39,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
-{"index":86,"Rank":40,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
-{"index":73,"Rank":41,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
-{"index":76,"Rank":42,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
-{"index":85,"Rank":43,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
-{"index":70,"Rank":44,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
-{"index":66,"Rank":45,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
-{"index":58,"Rank":46,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
-{"index":51,"Rank":47,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
-{"index":20,"Rank":48,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
-{"index":22,"Rank":49,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
-{"index":21,"Rank":50,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
-{"index":50,"Rank":51,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
-{"index":88,"Rank":52,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
-{"index":87,"Rank":53,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
-{"index":48,"Rank":54,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
-{"index":47,"Rank":55,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
-{"index":49,"Rank":56,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
-{"index":46,"Rank":79,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
+{"index":75,"Rank":28,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
+{"index":29,"Rank":29,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
+{"index":77,"Rank":30,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
+{"index":53,"Rank":31,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
+{"index":42,"Rank":32,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
+{"index":74,"Rank":33,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
+{"index":1,"Rank":34,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
+{"index":64,"Rank":35,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
+{"index":15,"Rank":36,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
+{"index":56,"Rank":37,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
+{"index":57,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
+{"index":86,"Rank":39,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
+{"index":73,"Rank":40,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
+{"index":76,"Rank":41,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
+{"index":85,"Rank":42,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
+{"index":70,"Rank":43,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
+{"index":66,"Rank":44,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
+{"index":58,"Rank":45,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
+{"index":51,"Rank":46,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
+{"index":20,"Rank":47,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
+{"index":22,"Rank":48,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
+{"index":21,"Rank":49,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
+{"index":50,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
+{"index":88,"Rank":51,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
+{"index":87,"Rank":52,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
+{"index":48,"Rank":53,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
+{"index":47,"Rank":54,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
+{"index":49,"Rank":55,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
+{"index":46,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
{"index":60,"Rank":81,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
{"index":91,"Rank":92,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
diff --git a/all_data_tasks/2/default.jsonl b/all_data_tasks/2/default.jsonl
index cf1a967a92bb12cdcf1f4f69ec72fd053bd201c5..f390dd12f0d79a8481ff676322b2aa594e0f129b 100644
--- a/all_data_tasks/2/default.jsonl
+++ b/all_data_tasks/2/default.jsonl
@@ -1,211 +1,208 @@
-{"index":6,"Rank":1,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.24,"SprintDuplicateQuestions":94.5,"TwitterSemEval2015":86.32,"TwitterURLCorpus":86.9}
-{"index":226,"Rank":2,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":88.67,"SprintDuplicateQuestions":97.02,"TwitterSemEval2015":81.11,"TwitterURLCorpus":87.87}
-{"index":104,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.54,"SprintDuplicateQuestions":96.31,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.78}
-{"index":65,"Rank":4,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.35,"SprintDuplicateQuestions":96.11,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.42}
-{"index":170,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.34,"SprintDuplicateQuestions":95.66,"TwitterSemEval2015":81.62,"TwitterURLCorpus":87.75}
-{"index":231,"Rank":6,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.27,"SprintDuplicateQuestions":96.52,"TwitterSemEval2015":81.35,"TwitterURLCorpus":86.94}
-{"index":22,"Rank":7,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.14,"SprintDuplicateQuestions":97.23,"TwitterSemEval2015":79.34,"TwitterURLCorpus":87.84}
-{"index":103,"Rank":8,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.07,"SprintDuplicateQuestions":97.62,"TwitterSemEval2015":78.57,"TwitterURLCorpus":88.03}
-{"index":153,"Rank":9,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":88.07,"SprintDuplicateQuestions":96.04,"TwitterSemEval2015":80.58,"TwitterURLCorpus":87.58}
-{"index":68,"Rank":10,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":88.03,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":80.7,"TwitterURLCorpus":86.56}
-{"index":72,"Rank":11,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.99,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":80.6,"TwitterURLCorpus":86.56}
-{"index":70,"Rank":12,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":87.79,"SprintDuplicateQuestions":95.09,"TwitterSemEval2015":81.73,"TwitterURLCorpus":86.56}
-{"index":154,"Rank":13,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":87.74,"SprintDuplicateQuestions":95.59,"TwitterSemEval2015":80.18,"TwitterURLCorpus":87.46}
-{"index":1,"Rank":14,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.61,"SprintDuplicateQuestions":96.26,"TwitterSemEval2015":79.04,"TwitterURLCorpus":87.53}
-{"index":16,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
-{"index":15,"Rank":16,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":87.38,"SprintDuplicateQuestions":95.99,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
-{"index":199,"Rank":17,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
-{"index":191,"Rank":18,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.34,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":79.93,"TwitterURLCorpus":87.5}
-{"index":0,"Rank":19,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.25,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.23,"TwitterURLCorpus":87.04}
-{"index":117,"Rank":20,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.25,"SprintDuplicateQuestions":97.24,"TwitterSemEval2015":78.17,"TwitterURLCorpus":86.33}
-{"index":207,"Rank":21,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
-{"index":47,"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":87.16,"SprintDuplicateQuestions":93.0,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.4}
-{"index":60,"Rank":23,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.14,"SprintDuplicateQuestions":96.97,"TwitterSemEval2015":78.29,"TwitterURLCorpus":86.16}
-{"index":23,"Rank":24,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
-{"index":277,"Rank":25,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.07,"SprintDuplicateQuestions":96.87,"TwitterSemEval2015":78.24,"TwitterURLCorpus":86.11}
-{"index":225,"Rank":26,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":86.91,"SprintDuplicateQuestions":95.94,"TwitterSemEval2015":78.73,"TwitterURLCorpus":86.05}
-{"index":9,"Rank":27,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
-{"index":183,"Rank":28,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.85,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":78.23,"TwitterURLCorpus":85.53}
-{"index":212,"Rank":29,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.74,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":77.8,"TwitterURLCorpus":85.94}
-{"index":129,"Rank":30,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.7,"SprintDuplicateQuestions":96.54,"TwitterSemEval2015":77.6,"TwitterURLCorpus":85.96}
-{"index":164,"Rank":31,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":86.62,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":77.99,"TwitterURLCorpus":86.93}
-{"index":8,"Rank":32,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
-{"index":193,"Rank":33,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":21,"Rank":34,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":194,"Rank":35,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":192,"Rank":36,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":132,"Rank":37,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":195,"Rank":38,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":165,"Rank":39,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
-{"index":127,"Rank":40,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.32,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.11}
-{"index":210,"Rank":41,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.24,"SprintDuplicateQuestions":96.38,"TwitterSemEval2015":76.41,"TwitterURLCorpus":85.93}
-{"index":74,"Rank":42,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":86.21,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":76.14,"TwitterURLCorpus":86.23}
-{"index":59,"Rank":43,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
-{"index":175,"Rank":44,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
-{"index":38,"Rank":45,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.15,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":75.16,"TwitterURLCorpus":86.49}
-{"index":249,"Rank":46,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.13,"SprintDuplicateQuestions":95.45,"TwitterSemEval2015":77.81,"TwitterURLCorpus":85.14}
-{"index":250,"Rank":47,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":86.12,"SprintDuplicateQuestions":95.68,"TwitterSemEval2015":77.54,"TwitterURLCorpus":85.13}
-{"index":257,"Rank":48,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.06,"SprintDuplicateQuestions":91.44,"TwitterSemEval2015":80.89,"TwitterURLCorpus":85.86}
-{"index":169,"Rank":49,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
-{"index":57,"Rank":50,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
-{"index":168,"Rank":51,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.94,"SprintDuplicateQuestions":95.42,"TwitterSemEval2015":76.1,"TwitterURLCorpus":86.31}
-{"index":163,"Rank":52,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":93.07,"TwitterSemEval2015":77.42,"TwitterURLCorpus":87.18}
-{"index":206,"Rank":53,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":96.05,"TwitterSemEval2015":76.08,"TwitterURLCorpus":85.54}
-{"index":25,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.84,"SprintDuplicateQuestions":90.94,"TwitterSemEval2015":79.64,"TwitterURLCorpus":86.95}
-{"index":36,"Rank":55,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
-{"index":17,"Rank":56,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
-{"index":155,"Rank":57,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
-{"index":167,"Rank":58,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
-{"index":306,"Rank":59,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.72,"SprintDuplicateQuestions":92.25,"TwitterSemEval2015":77.13,"TwitterURLCorpus":87.78}
-{"index":62,"Rank":60,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
-{"index":284,"Rank":61,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
-{"index":182,"Rank":62,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":85.4,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":73.81,"TwitterURLCorpus":86.78}
-{"index":280,"Rank":63,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":188,"Rank":64,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":18,"Rank":65,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
-{"index":248,"Rank":66,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
-{"index":255,"Rank":67,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
-{"index":30,"Rank":68,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":216,"Rank":69,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":29,"Rank":70,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":28,"Rank":71,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":31,"Rank":72,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":166,"Rank":73,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":85.09,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":74.4,"TwitterURLCorpus":85.98}
-{"index":171,"Rank":74,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":85.08,"SprintDuplicateQuestions":95.29,"TwitterSemEval2015":74.16,"TwitterURLCorpus":85.79}
-{"index":213,"Rank":75,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.06,"SprintDuplicateQuestions":95.0,"TwitterSemEval2015":74.5,"TwitterURLCorpus":85.69}
-{"index":258,"Rank":76,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":85.06,"SprintDuplicateQuestions":88.89,"TwitterSemEval2015":80.28,"TwitterURLCorpus":86.01}
-{"index":214,"Rank":77,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":73.26,"TwitterURLCorpus":85.64}
-{"index":35,"Rank":78,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.59,"TwitterSemEval2015":72.23,"TwitterURLCorpus":86.32}
-{"index":307,"Rank":79,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":73.33,"TwitterURLCorpus":87.21}
-{"index":267,"Rank":80,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"SprintDuplicateQuestions":95.75,"TwitterSemEval2015":73.73,"TwitterURLCorpus":85.53}
-{"index":61,"Rank":81,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":85.0,"SprintDuplicateQuestions":94.76,"TwitterSemEval2015":73.76,"TwitterURLCorpus":86.49}
-{"index":131,"Rank":82,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.99,"SprintDuplicateQuestions":96.14,"TwitterSemEval2015":73.48,"TwitterURLCorpus":85.36}
-{"index":48,"Rank":83,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":84.97,"SprintDuplicateQuestions":91.24,"TwitterSemEval2015":77.21,"TwitterURLCorpus":86.45}
-{"index":256,"Rank":84,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":84.97,"SprintDuplicateQuestions":89.01,"TwitterSemEval2015":79.75,"TwitterURLCorpus":86.14}
-{"index":26,"Rank":85,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.92,"SprintDuplicateQuestions":96.67,"TwitterSemEval2015":73.24,"TwitterURLCorpus":84.84}
-{"index":304,"Rank":86,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
-{"index":185,"Rank":87,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.8,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":72.32,"TwitterURLCorpus":85.98}
-{"index":174,"Rank":88,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.14,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":262,"Rank":89,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":139,"Rank":90,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":58,"Rank":91,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":211,"Rank":92,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.5,"TwitterSemEval2015":72.92,"TwitterURLCorpus":85.66}
-{"index":291,"Rank":93,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.63,"TwitterSemEval2015":72.87,"TwitterURLCorpus":85.58}
-{"index":130,"Rank":94,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.68,"SprintDuplicateQuestions":95.79,"TwitterSemEval2015":72.95,"TwitterURLCorpus":85.3}
-{"index":172,"Rank":95,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.67,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":73.34,"TwitterURLCorpus":85.79}
-{"index":223,"Rank":96,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":101,"Rank":97,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":120,"Rank":98,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":136,"Rank":99,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":221,"Rank":100,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
-{"index":217,"Rank":101,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":94.83,"TwitterSemEval2015":72.55,"TwitterURLCorpus":86.38}
-{"index":266,"Rank":102,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":84.57,"SprintDuplicateQuestions":95.71,"TwitterSemEval2015":72.47,"TwitterURLCorpus":85.52}
-{"index":228,"Rank":103,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
-{"index":189,"Rank":104,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
-{"index":19,"Rank":105,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":84.53,"SprintDuplicateQuestions":94.16,"TwitterSemEval2015":75.25,"TwitterURLCorpus":84.18}
-{"index":135,"Rank":106,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":84.48,"SprintDuplicateQuestions":97.32,"TwitterSemEval2015":70.29,"TwitterURLCorpus":85.83}
-{"index":190,"Rank":107,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.44,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":72.15,"TwitterURLCorpus":86.05}
-{"index":20,"Rank":108,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":84.24,"SprintDuplicateQuestions":95.41,"TwitterSemEval2015":71.88,"TwitterURLCorpus":85.42}
-{"index":305,"Rank":109,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.22,"SprintDuplicateQuestions":89.02,"TwitterSemEval2015":76.56,"TwitterURLCorpus":87.09}
-{"index":220,"Rank":110,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.09,"SprintDuplicateQuestions":92.31,"TwitterSemEval2015":73.61,"TwitterURLCorpus":86.34}
-{"index":180,"Rank":111,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":84.06,"SprintDuplicateQuestions":95.36,"TwitterSemEval2015":70.64,"TwitterURLCorpus":86.18}
-{"index":37,"Rank":112,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.95,"SprintDuplicateQuestions":96.6,"TwitterSemEval2015":69.41,"TwitterURLCorpus":85.85}
-{"index":247,"Rank":113,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.85,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":72.23,"TwitterURLCorpus":84.77}
-{"index":218,"Rank":114,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":83.67,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":69.68,"TwitterURLCorpus":85.41}
-{"index":187,"Rank":115,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":66,"Rank":116,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":138,"Rank":117,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":292,"Rank":118,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.58,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":70.34,"TwitterURLCorpus":85.72}
-{"index":173,"Rank":119,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.57,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":72.21,"TwitterURLCorpus":85.48}
-{"index":268,"Rank":120,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
-{"index":219,"Rank":121,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
-{"index":162,"Rank":122,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"SprintDuplicateQuestions":90.35,"TwitterSemEval2015":73.99,"TwitterURLCorpus":86.2}
-{"index":128,"Rank":123,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.39,"SprintDuplicateQuestions":94.14,"TwitterSemEval2015":70.46,"TwitterURLCorpus":85.58}
-{"index":77,"Rank":124,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.32,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":69.78,"TwitterURLCorpus":85.07}
-{"index":179,"Rank":125,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":69.14,"TwitterURLCorpus":85.62}
-{"index":293,"Rank":126,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.09,"SprintDuplicateQuestions":95.49,"TwitterSemEval2015":68.61,"TwitterURLCorpus":85.16}
-{"index":242,"Rank":127,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.04,"SprintDuplicateQuestions":90.15,"TwitterSemEval2015":73.85,"TwitterURLCorpus":85.11}
-{"index":184,"Rank":128,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.04,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.3,"TwitterURLCorpus":85.33}
-{"index":64,"Rank":129,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.95,"SprintDuplicateQuestions":94.38,"TwitterSemEval2015":67.98,"TwitterURLCorpus":86.48}
-{"index":278,"Rank":130,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.83,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":71.07,"TwitterURLCorpus":84.4}
-{"index":115,"Rank":131,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":82.83,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.17,"TwitterURLCorpus":84.84}
-{"index":114,"Rank":132,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.81,"SprintDuplicateQuestions":95.78,"TwitterSemEval2015":67.76,"TwitterURLCorpus":84.89}
-{"index":76,"Rank":133,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.69,"SprintDuplicateQuestions":95.35,"TwitterSemEval2015":67.97,"TwitterURLCorpus":84.75}
-{"index":176,"Rank":134,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.65,"SprintDuplicateQuestions":92.18,"TwitterSemEval2015":70.75,"TwitterURLCorpus":85.03}
-{"index":84,"Rank":135,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":82.59,"SprintDuplicateQuestions":95.54,"TwitterSemEval2015":67.55,"TwitterURLCorpus":84.68}
-{"index":224,"Rank":136,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.54,"SprintDuplicateQuestions":95.55,"TwitterSemEval2015":66.85,"TwitterURLCorpus":85.21}
-{"index":240,"Rank":137,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.41,"SprintDuplicateQuestions":92.45,"TwitterSemEval2015":70.02,"TwitterURLCorpus":84.77}
-{"index":205,"Rank":138,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
-{"index":241,"Rank":139,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
-{"index":222,"Rank":140,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":82.26,"SprintDuplicateQuestions":90.06,"TwitterSemEval2015":71.68,"TwitterURLCorpus":85.03}
-{"index":125,"Rank":141,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.14,"SprintDuplicateQuestions":92.92,"TwitterSemEval2015":67.8,"TwitterURLCorpus":85.71}
-{"index":144,"Rank":142,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":82.11,"SprintDuplicateQuestions":93.23,"TwitterSemEval2015":69.6,"TwitterURLCorpus":83.49}
-{"index":111,"Rank":143,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
-{"index":290,"Rank":144,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
-{"index":109,"Rank":145,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
-{"index":287,"Rank":146,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
-{"index":91,"Rank":147,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":82.0,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":66.87,"TwitterURLCorpus":85.29}
-{"index":215,"Rank":148,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.93,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":67.01,"TwitterURLCorpus":84.2}
-{"index":134,"Rank":149,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":81.9,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":65.31,"TwitterURLCorpus":85.46}
-{"index":113,"Rank":150,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":81.77,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":65.79,"TwitterURLCorpus":84.22}
-{"index":251,"Rank":151,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.74,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":65.95,"TwitterURLCorpus":83.17}
-{"index":126,"Rank":152,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":81.4,"SprintDuplicateQuestions":95.15,"TwitterSemEval2015":65.79,"TwitterURLCorpus":83.27}
-{"index":112,"Rank":153,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":81.33,"SprintDuplicateQuestions":94.96,"TwitterSemEval2015":64.32,"TwitterURLCorpus":84.7}
-{"index":308,"Rank":154,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.32,"SprintDuplicateQuestions":94.53,"TwitterSemEval2015":64.41,"TwitterURLCorpus":85.01}
-{"index":108,"Rank":155,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":81.07,"SprintDuplicateQuestions":95.21,"TwitterSemEval2015":63.28,"TwitterURLCorpus":84.72}
-{"index":181,"Rank":156,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.05,"SprintDuplicateQuestions":92.09,"TwitterSemEval2015":65.96,"TwitterURLCorpus":85.11}
-{"index":147,"Rank":157,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":81.03,"SprintDuplicateQuestions":90.68,"TwitterSemEval2015":67.77,"TwitterURLCorpus":84.65}
-{"index":73,"Rank":158,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.94,"SprintDuplicateQuestions":91.3,"TwitterSemEval2015":68.76,"TwitterURLCorpus":82.76}
-{"index":151,"Rank":159,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":80.86,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":64.72,"TwitterURLCorpus":84.01}
-{"index":254,"Rank":160,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.81,"SprintDuplicateQuestions":90.55,"TwitterSemEval2015":66.75,"TwitterURLCorpus":85.14}
-{"index":107,"Rank":161,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
-{"index":286,"Rank":162,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
-{"index":81,"Rank":163,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.73,"SprintDuplicateQuestions":94.26,"TwitterSemEval2015":63.85,"TwitterURLCorpus":84.07}
-{"index":90,"Rank":164,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":80.65,"SprintDuplicateQuestions":93.47,"TwitterSemEval2015":63.68,"TwitterURLCorpus":84.8}
-{"index":80,"Rank":165,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.62,"SprintDuplicateQuestions":89.85,"TwitterSemEval2015":67.48,"TwitterURLCorpus":84.53}
-{"index":79,"Rank":166,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":80.57,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":69.26,"TwitterURLCorpus":83.19}
-{"index":85,"Rank":167,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.4,"SprintDuplicateQuestions":94.4,"TwitterSemEval2015":63.86,"TwitterURLCorpus":82.95}
-{"index":49,"Rank":168,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":80.4,"SprintDuplicateQuestions":90.41,"TwitterSemEval2015":67.67,"TwitterURLCorpus":83.11}
-{"index":106,"Rank":169,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.84,"SprintDuplicateQuestions":92.98,"TwitterSemEval2015":62.44,"TwitterURLCorpus":84.1}
-{"index":86,"Rank":170,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.7,"SprintDuplicateQuestions":92.14,"TwitterSemEval2015":63.44,"TwitterURLCorpus":83.53}
-{"index":276,"Rank":171,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.62,"SprintDuplicateQuestions":90.89,"TwitterSemEval2015":63.76,"TwitterURLCorpus":84.2}
-{"index":87,"Rank":172,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":79.58,"SprintDuplicateQuestions":92.58,"TwitterSemEval2015":62.37,"TwitterURLCorpus":83.79}
-{"index":274,"Rank":173,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.53,"SprintDuplicateQuestions":84.37,"TwitterSemEval2015":70.13,"TwitterURLCorpus":84.09}
-{"index":198,"Rank":174,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.23,"SprintDuplicateQuestions":86.13,"TwitterSemEval2015":68.03,"TwitterURLCorpus":83.52}
-{"index":186,"Rank":175,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":79.22,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":59.3,"TwitterURLCorpus":83.44}
-{"index":239,"Rank":176,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":78.87,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":62.78,"TwitterURLCorpus":84.58}
-{"index":78,"Rank":177,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":78.57,"SprintDuplicateQuestions":85.22,"TwitterSemEval2015":67.56,"TwitterURLCorpus":82.94}
-{"index":253,"Rank":178,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.45,"SprintDuplicateQuestions":89.46,"TwitterSemEval2015":62.06,"TwitterURLCorpus":83.83}
-{"index":71,"Rank":179,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
-{"index":69,"Rank":180,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":77.88,"SprintDuplicateQuestions":87.57,"TwitterSemEval2015":65.14,"TwitterURLCorpus":80.94}
-{"index":197,"Rank":181,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.83,"SprintDuplicateQuestions":88.21,"TwitterSemEval2015":64.8,"TwitterURLCorpus":80.49}
-{"index":302,"Rank":182,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.79,"SprintDuplicateQuestions":79.85,"TwitterSemEval2015":69.45,"TwitterURLCorpus":84.06}
-{"index":272,"Rank":183,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.78,"SprintDuplicateQuestions":92.15,"TwitterSemEval2015":59.41,"TwitterURLCorpus":81.78}
-{"index":265,"Rank":184,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":77.75,"SprintDuplicateQuestions":82.81,"TwitterSemEval2015":66.16,"TwitterURLCorpus":84.28}
-{"index":246,"Rank":185,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":77.61,"SprintDuplicateQuestions":87.15,"TwitterSemEval2015":61.67,"TwitterURLCorpus":84.02}
-{"index":301,"Rank":186,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.46,"SprintDuplicateQuestions":76.46,"TwitterSemEval2015":70.85,"TwitterURLCorpus":85.08}
-{"index":92,"Rank":187,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":77.03,"SprintDuplicateQuestions":80.54,"TwitterSemEval2015":66.0,"TwitterURLCorpus":84.54}
-{"index":32,"Rank":188,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.96,"SprintDuplicateQuestions":90.71,"TwitterSemEval2015":58.07,"TwitterURLCorpus":82.09}
-{"index":196,"Rank":189,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.9,"SprintDuplicateQuestions":87.07,"TwitterSemEval2015":62.51,"TwitterURLCorpus":81.11}
-{"index":300,"Rank":190,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.86,"SprintDuplicateQuestions":77.85,"TwitterSemEval2015":69.04,"TwitterURLCorpus":83.69}
-{"index":261,"Rank":191,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":76.49,"SprintDuplicateQuestions":83.53,"TwitterSemEval2015":62.49,"TwitterURLCorpus":83.46}
-{"index":273,"Rank":192,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.23,"SprintDuplicateQuestions":86.37,"TwitterSemEval2015":60.64,"TwitterURLCorpus":81.68}
-{"index":303,"Rank":193,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.9,"SprintDuplicateQuestions":69.52,"TwitterSemEval2015":74.42,"TwitterURLCorpus":83.75}
-{"index":275,"Rank":194,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.43,"SprintDuplicateQuestions":87.05,"TwitterSemEval2015":57.03,"TwitterURLCorpus":82.21}
-{"index":88,"Rank":195,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":75.23,"SprintDuplicateQuestions":89.89,"TwitterSemEval2015":54.75,"TwitterURLCorpus":81.06}
-{"index":67,"Rank":196,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.53,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":63.58,"TwitterURLCorpus":82.64}
-{"index":229,"Rank":197,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.68,"SprintDuplicateQuestions":69.39,"TwitterSemEval2015":67.75,"TwitterURLCorpus":83.89}
-{"index":245,"Rank":198,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":72.94,"SprintDuplicateQuestions":85.55,"TwitterSemEval2015":53.85,"TwitterURLCorpus":79.41}
-{"index":75,"Rank":199,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":61.54,"TwitterURLCorpus":77.73}
-{"index":271,"Rank":200,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
-{"index":270,"Rank":201,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
-{"index":89,"Rank":202,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":71.78,"SprintDuplicateQuestions":77.73,"TwitterSemEval2015":57.09,"TwitterURLCorpus":80.51}
-{"index":156,"Rank":203,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
-{"index":244,"Rank":204,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":70.92,"SprintDuplicateQuestions":86.96,"TwitterSemEval2015":48.45,"TwitterURLCorpus":77.35}
-{"index":230,"Rank":205,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
-{"index":11,"Rank":206,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":68.86,"SprintDuplicateQuestions":65.54,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
-{"index":243,"Rank":207,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
-{"index":133,"Rank":208,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
-{"index":269,"Rank":209,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
-{"index":279,"Rank":210,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
-{"index":105,"Rank":251,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":226,"Rank":1,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":88.67,"SprintDuplicateQuestions":97.02,"TwitterSemEval2015":81.11,"TwitterURLCorpus":87.87}
+{"index":104,"Rank":2,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.54,"SprintDuplicateQuestions":96.31,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.78}
+{"index":65,"Rank":3,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.35,"SprintDuplicateQuestions":96.11,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.42}
+{"index":170,"Rank":4,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.34,"SprintDuplicateQuestions":95.66,"TwitterSemEval2015":81.62,"TwitterURLCorpus":87.75}
+{"index":231,"Rank":5,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.27,"SprintDuplicateQuestions":96.52,"TwitterSemEval2015":81.35,"TwitterURLCorpus":86.94}
+{"index":22,"Rank":6,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.14,"SprintDuplicateQuestions":97.23,"TwitterSemEval2015":79.34,"TwitterURLCorpus":87.84}
+{"index":103,"Rank":7,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.07,"SprintDuplicateQuestions":97.62,"TwitterSemEval2015":78.57,"TwitterURLCorpus":88.03}
+{"index":153,"Rank":8,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":88.07,"SprintDuplicateQuestions":96.04,"TwitterSemEval2015":80.58,"TwitterURLCorpus":87.58}
+{"index":68,"Rank":9,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":88.03,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":80.7,"TwitterURLCorpus":86.56}
+{"index":72,"Rank":10,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.99,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":80.6,"TwitterURLCorpus":86.56}
+{"index":70,"Rank":11,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":87.79,"SprintDuplicateQuestions":95.09,"TwitterSemEval2015":81.73,"TwitterURLCorpus":86.56}
+{"index":154,"Rank":12,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":87.74,"SprintDuplicateQuestions":95.59,"TwitterSemEval2015":80.18,"TwitterURLCorpus":87.46}
+{"index":16,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
+{"index":15,"Rank":14,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":87.38,"SprintDuplicateQuestions":95.99,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
+{"index":199,"Rank":15,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
+{"index":191,"Rank":16,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.34,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":79.93,"TwitterURLCorpus":87.5}
+{"index":0,"Rank":17,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.25,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.23,"TwitterURLCorpus":87.04}
+{"index":117,"Rank":18,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.25,"SprintDuplicateQuestions":97.24,"TwitterSemEval2015":78.17,"TwitterURLCorpus":86.33}
+{"index":207,"Rank":19,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
+{"index":47,"Rank":20,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":87.16,"SprintDuplicateQuestions":93.0,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.4}
+{"index":60,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.14,"SprintDuplicateQuestions":96.97,"TwitterSemEval2015":78.29,"TwitterURLCorpus":86.16}
+{"index":23,"Rank":22,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
+{"index":277,"Rank":23,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.07,"SprintDuplicateQuestions":96.87,"TwitterSemEval2015":78.24,"TwitterURLCorpus":86.11}
+{"index":225,"Rank":24,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":86.91,"SprintDuplicateQuestions":95.94,"TwitterSemEval2015":78.73,"TwitterURLCorpus":86.05}
+{"index":9,"Rank":25,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
+{"index":183,"Rank":26,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.85,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":78.23,"TwitterURLCorpus":85.53}
+{"index":212,"Rank":27,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.74,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":77.8,"TwitterURLCorpus":85.94}
+{"index":129,"Rank":28,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.7,"SprintDuplicateQuestions":96.54,"TwitterSemEval2015":77.6,"TwitterURLCorpus":85.96}
+{"index":164,"Rank":29,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":86.62,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":77.99,"TwitterURLCorpus":86.93}
+{"index":8,"Rank":30,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
+{"index":195,"Rank":31,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":192,"Rank":32,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":21,"Rank":33,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":194,"Rank":34,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":132,"Rank":35,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":193,"Rank":36,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":165,"Rank":37,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
+{"index":127,"Rank":38,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.32,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.11}
+{"index":210,"Rank":39,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.24,"SprintDuplicateQuestions":96.38,"TwitterSemEval2015":76.41,"TwitterURLCorpus":85.93}
+{"index":74,"Rank":40,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":86.21,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":76.14,"TwitterURLCorpus":86.23}
+{"index":175,"Rank":41,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
+{"index":59,"Rank":42,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
+{"index":38,"Rank":43,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.15,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":75.16,"TwitterURLCorpus":86.49}
+{"index":249,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.13,"SprintDuplicateQuestions":95.45,"TwitterSemEval2015":77.81,"TwitterURLCorpus":85.14}
+{"index":250,"Rank":45,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":86.12,"SprintDuplicateQuestions":95.68,"TwitterSemEval2015":77.54,"TwitterURLCorpus":85.13}
+{"index":257,"Rank":46,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.06,"SprintDuplicateQuestions":91.44,"TwitterSemEval2015":80.89,"TwitterURLCorpus":85.86}
+{"index":169,"Rank":47,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
+{"index":57,"Rank":48,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
+{"index":168,"Rank":49,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.94,"SprintDuplicateQuestions":95.42,"TwitterSemEval2015":76.1,"TwitterURLCorpus":86.31}
+{"index":206,"Rank":50,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":96.05,"TwitterSemEval2015":76.08,"TwitterURLCorpus":85.54}
+{"index":163,"Rank":51,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":93.07,"TwitterSemEval2015":77.42,"TwitterURLCorpus":87.18}
+{"index":25,"Rank":52,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.84,"SprintDuplicateQuestions":90.94,"TwitterSemEval2015":79.64,"TwitterURLCorpus":86.95}
+{"index":36,"Rank":53,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
+{"index":17,"Rank":54,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
+{"index":155,"Rank":55,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":167,"Rank":56,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":62,"Rank":57,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
+{"index":284,"Rank":58,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
+{"index":182,"Rank":59,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":85.4,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":73.81,"TwitterURLCorpus":86.78}
+{"index":188,"Rank":60,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":280,"Rank":61,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":18,"Rank":62,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
+{"index":248,"Rank":63,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
+{"index":255,"Rank":64,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
+{"index":216,"Rank":65,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":29,"Rank":66,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":31,"Rank":67,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":28,"Rank":68,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":30,"Rank":69,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":166,"Rank":70,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":85.09,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":74.4,"TwitterURLCorpus":85.98}
+{"index":171,"Rank":71,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":85.08,"SprintDuplicateQuestions":95.29,"TwitterSemEval2015":74.16,"TwitterURLCorpus":85.79}
+{"index":213,"Rank":72,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.06,"SprintDuplicateQuestions":95.0,"TwitterSemEval2015":74.5,"TwitterURLCorpus":85.69}
+{"index":258,"Rank":73,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":85.06,"SprintDuplicateQuestions":88.89,"TwitterSemEval2015":80.28,"TwitterURLCorpus":86.01}
+{"index":214,"Rank":74,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":73.26,"TwitterURLCorpus":85.64}
+{"index":35,"Rank":75,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.59,"TwitterSemEval2015":72.23,"TwitterURLCorpus":86.32}
+{"index":308,"Rank":76,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":73.33,"TwitterURLCorpus":87.21}
+{"index":267,"Rank":77,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"SprintDuplicateQuestions":95.75,"TwitterSemEval2015":73.73,"TwitterURLCorpus":85.53}
+{"index":61,"Rank":78,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":85.0,"SprintDuplicateQuestions":94.76,"TwitterSemEval2015":73.76,"TwitterURLCorpus":86.49}
+{"index":131,"Rank":79,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.99,"SprintDuplicateQuestions":96.14,"TwitterSemEval2015":73.48,"TwitterURLCorpus":85.36}
+{"index":256,"Rank":80,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":84.97,"SprintDuplicateQuestions":89.01,"TwitterSemEval2015":79.75,"TwitterURLCorpus":86.14}
+{"index":48,"Rank":81,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":84.97,"SprintDuplicateQuestions":91.24,"TwitterSemEval2015":77.21,"TwitterURLCorpus":86.45}
+{"index":26,"Rank":82,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.92,"SprintDuplicateQuestions":96.67,"TwitterSemEval2015":73.24,"TwitterURLCorpus":84.84}
+{"index":305,"Rank":83,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
+{"index":185,"Rank":84,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.8,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":72.32,"TwitterURLCorpus":85.98}
+{"index":174,"Rank":85,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.14,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":58,"Rank":86,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":262,"Rank":87,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":139,"Rank":88,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":211,"Rank":89,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.5,"TwitterSemEval2015":72.92,"TwitterURLCorpus":85.66}
+{"index":291,"Rank":90,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.63,"TwitterSemEval2015":72.87,"TwitterURLCorpus":85.58}
+{"index":130,"Rank":91,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.68,"SprintDuplicateQuestions":95.79,"TwitterSemEval2015":72.95,"TwitterURLCorpus":85.3}
+{"index":172,"Rank":92,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.67,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":73.34,"TwitterURLCorpus":85.79}
+{"index":136,"Rank":93,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":223,"Rank":94,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":120,"Rank":95,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":101,"Rank":96,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":295,"Rank":97,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":221,"Rank":98,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
+{"index":217,"Rank":99,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":94.83,"TwitterSemEval2015":72.55,"TwitterURLCorpus":86.38}
+{"index":266,"Rank":100,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":84.57,"SprintDuplicateQuestions":95.71,"TwitterSemEval2015":72.47,"TwitterURLCorpus":85.52}
+{"index":189,"Rank":101,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":228,"Rank":102,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":19,"Rank":103,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":84.53,"SprintDuplicateQuestions":94.16,"TwitterSemEval2015":75.25,"TwitterURLCorpus":84.18}
+{"index":135,"Rank":104,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":84.48,"SprintDuplicateQuestions":97.32,"TwitterSemEval2015":70.29,"TwitterURLCorpus":85.83}
+{"index":190,"Rank":105,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.44,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":72.15,"TwitterURLCorpus":86.05}
+{"index":20,"Rank":106,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":84.24,"SprintDuplicateQuestions":95.41,"TwitterSemEval2015":71.88,"TwitterURLCorpus":85.42}
+{"index":306,"Rank":107,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.22,"SprintDuplicateQuestions":89.02,"TwitterSemEval2015":76.56,"TwitterURLCorpus":87.09}
+{"index":220,"Rank":108,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.09,"SprintDuplicateQuestions":92.31,"TwitterSemEval2015":73.61,"TwitterURLCorpus":86.34}
+{"index":180,"Rank":109,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":84.06,"SprintDuplicateQuestions":95.36,"TwitterSemEval2015":70.64,"TwitterURLCorpus":86.18}
+{"index":37,"Rank":110,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.95,"SprintDuplicateQuestions":96.6,"TwitterSemEval2015":69.41,"TwitterURLCorpus":85.85}
+{"index":247,"Rank":111,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.85,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":72.23,"TwitterURLCorpus":84.77}
+{"index":218,"Rank":112,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":83.67,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":69.68,"TwitterURLCorpus":85.41}
+{"index":138,"Rank":113,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":187,"Rank":114,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":66,"Rank":115,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":292,"Rank":116,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.58,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":70.34,"TwitterURLCorpus":85.72}
+{"index":173,"Rank":117,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.57,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":72.21,"TwitterURLCorpus":85.48}
+{"index":268,"Rank":118,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
+{"index":219,"Rank":119,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
+{"index":162,"Rank":120,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"SprintDuplicateQuestions":90.35,"TwitterSemEval2015":73.99,"TwitterURLCorpus":86.2}
+{"index":128,"Rank":121,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.39,"SprintDuplicateQuestions":94.14,"TwitterSemEval2015":70.46,"TwitterURLCorpus":85.58}
+{"index":77,"Rank":122,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.32,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":69.78,"TwitterURLCorpus":85.07}
+{"index":179,"Rank":123,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":69.14,"TwitterURLCorpus":85.62}
+{"index":293,"Rank":124,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.09,"SprintDuplicateQuestions":95.49,"TwitterSemEval2015":68.61,"TwitterURLCorpus":85.16}
+{"index":184,"Rank":125,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.04,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.3,"TwitterURLCorpus":85.33}
+{"index":64,"Rank":126,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.95,"SprintDuplicateQuestions":94.38,"TwitterSemEval2015":67.98,"TwitterURLCorpus":86.48}
+{"index":278,"Rank":127,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.83,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":71.07,"TwitterURLCorpus":84.4}
+{"index":115,"Rank":128,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":82.83,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.17,"TwitterURLCorpus":84.84}
+{"index":114,"Rank":129,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.81,"SprintDuplicateQuestions":95.78,"TwitterSemEval2015":67.76,"TwitterURLCorpus":84.89}
+{"index":76,"Rank":130,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.69,"SprintDuplicateQuestions":95.35,"TwitterSemEval2015":67.97,"TwitterURLCorpus":84.75}
+{"index":176,"Rank":131,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.65,"SprintDuplicateQuestions":92.18,"TwitterSemEval2015":70.75,"TwitterURLCorpus":85.03}
+{"index":84,"Rank":132,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":82.59,"SprintDuplicateQuestions":95.54,"TwitterSemEval2015":67.55,"TwitterURLCorpus":84.68}
+{"index":224,"Rank":133,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.54,"SprintDuplicateQuestions":95.55,"TwitterSemEval2015":66.85,"TwitterURLCorpus":85.21}
+{"index":240,"Rank":134,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.41,"SprintDuplicateQuestions":92.45,"TwitterSemEval2015":70.02,"TwitterURLCorpus":84.77}
+{"index":205,"Rank":135,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
+{"index":241,"Rank":136,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
+{"index":222,"Rank":137,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":82.26,"SprintDuplicateQuestions":90.06,"TwitterSemEval2015":71.68,"TwitterURLCorpus":85.03}
+{"index":125,"Rank":138,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.14,"SprintDuplicateQuestions":92.92,"TwitterSemEval2015":67.8,"TwitterURLCorpus":85.71}
+{"index":144,"Rank":139,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":82.11,"SprintDuplicateQuestions":93.23,"TwitterSemEval2015":69.6,"TwitterURLCorpus":83.49}
+{"index":111,"Rank":140,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
+{"index":290,"Rank":141,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
+{"index":287,"Rank":142,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":109,"Rank":143,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":91,"Rank":144,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":82.0,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":66.87,"TwitterURLCorpus":85.29}
+{"index":215,"Rank":145,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.93,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":67.01,"TwitterURLCorpus":84.2}
+{"index":134,"Rank":146,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":81.9,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":65.31,"TwitterURLCorpus":85.46}
+{"index":113,"Rank":147,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":81.77,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":65.79,"TwitterURLCorpus":84.22}
+{"index":251,"Rank":148,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.74,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":65.95,"TwitterURLCorpus":83.17}
+{"index":126,"Rank":149,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":81.4,"SprintDuplicateQuestions":95.15,"TwitterSemEval2015":65.79,"TwitterURLCorpus":83.27}
+{"index":112,"Rank":150,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":81.33,"SprintDuplicateQuestions":94.96,"TwitterSemEval2015":64.32,"TwitterURLCorpus":84.7}
+{"index":309,"Rank":151,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.32,"SprintDuplicateQuestions":94.53,"TwitterSemEval2015":64.41,"TwitterURLCorpus":85.01}
+{"index":108,"Rank":152,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":81.07,"SprintDuplicateQuestions":95.21,"TwitterSemEval2015":63.28,"TwitterURLCorpus":84.72}
+{"index":181,"Rank":153,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.05,"SprintDuplicateQuestions":92.09,"TwitterSemEval2015":65.96,"TwitterURLCorpus":85.11}
+{"index":147,"Rank":154,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":81.03,"SprintDuplicateQuestions":90.68,"TwitterSemEval2015":67.77,"TwitterURLCorpus":84.65}
+{"index":73,"Rank":155,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.94,"SprintDuplicateQuestions":91.3,"TwitterSemEval2015":68.76,"TwitterURLCorpus":82.76}
+{"index":151,"Rank":156,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":80.86,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":64.72,"TwitterURLCorpus":84.01}
+{"index":254,"Rank":157,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.81,"SprintDuplicateQuestions":90.55,"TwitterSemEval2015":66.75,"TwitterURLCorpus":85.14}
+{"index":286,"Rank":158,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
+{"index":107,"Rank":159,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
+{"index":81,"Rank":160,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.73,"SprintDuplicateQuestions":94.26,"TwitterSemEval2015":63.85,"TwitterURLCorpus":84.07}
+{"index":90,"Rank":161,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":80.65,"SprintDuplicateQuestions":93.47,"TwitterSemEval2015":63.68,"TwitterURLCorpus":84.8}
+{"index":80,"Rank":162,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.62,"SprintDuplicateQuestions":89.85,"TwitterSemEval2015":67.48,"TwitterURLCorpus":84.53}
+{"index":79,"Rank":163,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":80.57,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":69.26,"TwitterURLCorpus":83.19}
+{"index":85,"Rank":164,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.4,"SprintDuplicateQuestions":94.4,"TwitterSemEval2015":63.86,"TwitterURLCorpus":82.95}
+{"index":49,"Rank":165,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":80.4,"SprintDuplicateQuestions":90.41,"TwitterSemEval2015":67.67,"TwitterURLCorpus":83.11}
+{"index":106,"Rank":166,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.84,"SprintDuplicateQuestions":92.98,"TwitterSemEval2015":62.44,"TwitterURLCorpus":84.1}
+{"index":86,"Rank":167,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.7,"SprintDuplicateQuestions":92.14,"TwitterSemEval2015":63.44,"TwitterURLCorpus":83.53}
+{"index":276,"Rank":168,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.62,"SprintDuplicateQuestions":90.89,"TwitterSemEval2015":63.76,"TwitterURLCorpus":84.2}
+{"index":87,"Rank":169,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":79.58,"SprintDuplicateQuestions":92.58,"TwitterSemEval2015":62.37,"TwitterURLCorpus":83.79}
+{"index":274,"Rank":170,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.53,"SprintDuplicateQuestions":84.37,"TwitterSemEval2015":70.13,"TwitterURLCorpus":84.09}
+{"index":198,"Rank":171,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.23,"SprintDuplicateQuestions":86.13,"TwitterSemEval2015":68.03,"TwitterURLCorpus":83.52}
+{"index":186,"Rank":172,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":79.22,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":59.3,"TwitterURLCorpus":83.44}
+{"index":239,"Rank":173,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":78.87,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":62.78,"TwitterURLCorpus":84.58}
+{"index":78,"Rank":174,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":78.57,"SprintDuplicateQuestions":85.22,"TwitterSemEval2015":67.56,"TwitterURLCorpus":82.94}
+{"index":253,"Rank":175,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.45,"SprintDuplicateQuestions":89.46,"TwitterSemEval2015":62.06,"TwitterURLCorpus":83.83}
+{"index":71,"Rank":176,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
+{"index":69,"Rank":177,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":77.88,"SprintDuplicateQuestions":87.57,"TwitterSemEval2015":65.14,"TwitterURLCorpus":80.94}
+{"index":197,"Rank":178,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.83,"SprintDuplicateQuestions":88.21,"TwitterSemEval2015":64.8,"TwitterURLCorpus":80.49}
+{"index":303,"Rank":179,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.79,"SprintDuplicateQuestions":79.85,"TwitterSemEval2015":69.45,"TwitterURLCorpus":84.06}
+{"index":272,"Rank":180,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.78,"SprintDuplicateQuestions":92.15,"TwitterSemEval2015":59.41,"TwitterURLCorpus":81.78}
+{"index":265,"Rank":181,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":77.75,"SprintDuplicateQuestions":82.81,"TwitterSemEval2015":66.16,"TwitterURLCorpus":84.28}
+{"index":246,"Rank":182,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":77.61,"SprintDuplicateQuestions":87.15,"TwitterSemEval2015":61.67,"TwitterURLCorpus":84.02}
+{"index":302,"Rank":183,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.46,"SprintDuplicateQuestions":76.46,"TwitterSemEval2015":70.85,"TwitterURLCorpus":85.08}
+{"index":92,"Rank":184,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":77.03,"SprintDuplicateQuestions":80.54,"TwitterSemEval2015":66.0,"TwitterURLCorpus":84.54}
+{"index":32,"Rank":185,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.96,"SprintDuplicateQuestions":90.71,"TwitterSemEval2015":58.07,"TwitterURLCorpus":82.09}
+{"index":196,"Rank":186,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.9,"SprintDuplicateQuestions":87.07,"TwitterSemEval2015":62.51,"TwitterURLCorpus":81.11}
+{"index":301,"Rank":187,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.86,"SprintDuplicateQuestions":77.85,"TwitterSemEval2015":69.04,"TwitterURLCorpus":83.69}
+{"index":261,"Rank":188,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":76.49,"SprintDuplicateQuestions":83.53,"TwitterSemEval2015":62.49,"TwitterURLCorpus":83.46}
+{"index":273,"Rank":189,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.23,"SprintDuplicateQuestions":86.37,"TwitterSemEval2015":60.64,"TwitterURLCorpus":81.68}
+{"index":304,"Rank":190,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.9,"SprintDuplicateQuestions":69.52,"TwitterSemEval2015":74.42,"TwitterURLCorpus":83.75}
+{"index":275,"Rank":191,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.43,"SprintDuplicateQuestions":87.05,"TwitterSemEval2015":57.03,"TwitterURLCorpus":82.21}
+{"index":88,"Rank":192,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":75.23,"SprintDuplicateQuestions":89.89,"TwitterSemEval2015":54.75,"TwitterURLCorpus":81.06}
+{"index":67,"Rank":193,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.53,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":63.58,"TwitterURLCorpus":82.64}
+{"index":229,"Rank":194,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.68,"SprintDuplicateQuestions":69.39,"TwitterSemEval2015":67.75,"TwitterURLCorpus":83.89}
+{"index":245,"Rank":195,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":72.94,"SprintDuplicateQuestions":85.55,"TwitterSemEval2015":53.85,"TwitterURLCorpus":79.41}
+{"index":75,"Rank":196,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":61.54,"TwitterURLCorpus":77.73}
+{"index":270,"Rank":197,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
+{"index":271,"Rank":198,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
+{"index":89,"Rank":199,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":71.78,"SprintDuplicateQuestions":77.73,"TwitterSemEval2015":57.09,"TwitterURLCorpus":80.51}
+{"index":156,"Rank":200,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
+{"index":244,"Rank":201,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":70.92,"SprintDuplicateQuestions":86.96,"TwitterSemEval2015":48.45,"TwitterURLCorpus":77.35}
+{"index":230,"Rank":202,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
+{"index":11,"Rank":203,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":68.86,"SprintDuplicateQuestions":65.54,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
+{"index":243,"Rank":204,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
+{"index":133,"Rank":205,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
+{"index":269,"Rank":206,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
+{"index":279,"Rank":207,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
+{"index":105,"Rank":250,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
diff --git a/all_data_tasks/21/default.jsonl b/all_data_tasks/21/default.jsonl
index ddfe0e641ec91458fb2fb5bc3c775e1abc20fbdc..4d99a68472ca3ecc9859b97f50429588bf9f3977 100644
--- a/all_data_tasks/21/default.jsonl
+++ b/all_data_tasks/21/default.jsonl
@@ -40,31 +40,31 @@
{"index":1,"Rank":40,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.82,"STS22 (fr)":70.51,"STSBenchmarkMultilingualSTS (fr)":76.43,"SICKFr":68.51}
{"index":66,"Rank":41,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":68.14,"STS22 (fr)":77.0,"STSBenchmarkMultilingualSTS (fr)":64.93,"SICKFr":62.48}
{"index":73,"Rank":42,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":66.86,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11}
-{"index":52,"Rank":43,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":65.36,"STS22 (fr)":69.82,"STSBenchmarkMultilingualSTS (fr)":61.87,"SICKFr":64.39}
-{"index":5,"Rank":44,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
-{"index":57,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
-{"index":7,"Rank":46,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
-{"index":51,"Rank":47,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
-{"index":47,"Rank":48,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
-{"index":58,"Rank":49,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
-{"index":87,"Rank":50,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
-{"index":21,"Rank":51,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
-{"index":20,"Rank":52,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.44,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"index":50,"Rank":53,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
-{"index":22,"Rank":54,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"index":88,"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
-{"index":48,"Rank":56,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
-{"index":49,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
-{"index":23,"Rank":65,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":25,"Rank":67,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":30,"Rank":68,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":31,"Rank":69,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":32,"Rank":70,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":36,"Rank":72,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":37,"Rank":73,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":38,"Rank":74,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":40,"Rank":76,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":46,"Rank":80,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":5,"Rank":43,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
+{"index":57,"Rank":44,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
+{"index":7,"Rank":45,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
+{"index":51,"Rank":46,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
+{"index":47,"Rank":47,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
+{"index":58,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
+{"index":87,"Rank":49,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
+{"index":21,"Rank":50,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
+{"index":20,"Rank":51,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.44,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
+{"index":50,"Rank":52,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
+{"index":22,"Rank":53,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
+{"index":88,"Rank":54,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
+{"index":48,"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
+{"index":49,"Rank":56,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
+{"index":23,"Rank":64,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":25,"Rank":66,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":30,"Rank":67,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":31,"Rank":68,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":32,"Rank":69,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":36,"Rank":71,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":37,"Rank":72,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":38,"Rank":73,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":40,"Rank":75,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":46,"Rank":79,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":52,"Rank":80,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS22 (fr)":79.86,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":65,"Rank":82,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":68,"Rank":84,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":69,"Rank":85,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/all_data_tasks/22/default.jsonl b/all_data_tasks/22/default.jsonl
index 1ea519e24ca67b8e8d38c504c85fc1fdf16f0680..f717ba656c617f286e2945982e11117850a9892d 100644
--- a/all_data_tasks/22/default.jsonl
+++ b/all_data_tasks/22/default.jsonl
@@ -1,57 +1,56 @@
{"index":62,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":32.46}
-{"index":52,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
-{"index":56,"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
-{"index":28,"Rank":4,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
-{"index":78,"Rank":5,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
-{"index":5,"Rank":6,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
-{"index":29,"Rank":7,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
-{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
-{"index":9,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"index":15,"Rank":10,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"index":11,"Rank":11,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
-{"index":16,"Rank":12,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"index":47,"Rank":13,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
-{"index":54,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
-{"index":43,"Rank":15,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
-{"index":1,"Rank":16,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
-{"index":53,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
-{"index":51,"Rank":18,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
-{"index":90,"Rank":19,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":8,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
-{"index":79,"Rank":21,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
-{"index":3,"Rank":22,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
-{"index":27,"Rank":23,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
-{"index":60,"Rank":24,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
-{"index":61,"Rank":25,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
-{"index":77,"Rank":26,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
-{"index":63,"Rank":27,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
+{"index":56,"Rank":2,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
+{"index":28,"Rank":3,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
+{"index":78,"Rank":4,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
+{"index":5,"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
+{"index":29,"Rank":6,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
+{"index":0,"Rank":7,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
+{"index":9,"Rank":8,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
+{"index":15,"Rank":9,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
+{"index":47,"Rank":10,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
+{"index":16,"Rank":11,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
+{"index":11,"Rank":12,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
+{"index":54,"Rank":13,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
+{"index":43,"Rank":14,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
+{"index":1,"Rank":15,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
+{"index":53,"Rank":16,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
+{"index":51,"Rank":17,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
+{"index":90,"Rank":18,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
+{"index":8,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
+{"index":79,"Rank":20,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
+{"index":3,"Rank":21,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
+{"index":27,"Rank":22,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":60,"Rank":23,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
+{"index":61,"Rank":24,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
+{"index":77,"Rank":25,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
+{"index":63,"Rank":26,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
+{"index":26,"Rank":27,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
{"index":64,"Rank":28,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
-{"index":26,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
-{"index":59,"Rank":30,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
-{"index":76,"Rank":31,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
-{"index":4,"Rank":32,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
-{"index":10,"Rank":33,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":34,"Rank":34,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
-{"index":89,"Rank":35,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
-{"index":57,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
-{"index":75,"Rank":37,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
-{"index":48,"Rank":38,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
-{"index":84,"Rank":39,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
-{"index":49,"Rank":40,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
-{"index":74,"Rank":41,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
-{"index":87,"Rank":42,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
-{"index":21,"Rank":43,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
-{"index":20,"Rank":44,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
-{"index":35,"Rank":45,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
-{"index":88,"Rank":46,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
-{"index":22,"Rank":47,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
-{"index":50,"Rank":48,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
-{"index":42,"Rank":49,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
-{"index":7,"Rank":50,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
-{"index":86,"Rank":51,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
-{"index":2,"Rank":52,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
-{"index":66,"Rank":53,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
-{"index":85,"Rank":54,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
-{"index":70,"Rank":55,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
-{"index":73,"Rank":56,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
-{"index":58,"Rank":57,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
+{"index":59,"Rank":29,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
+{"index":76,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
+{"index":4,"Rank":31,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
+{"index":10,"Rank":32,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":34,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
+{"index":89,"Rank":34,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
+{"index":57,"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
+{"index":75,"Rank":36,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
+{"index":48,"Rank":37,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
+{"index":84,"Rank":38,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
+{"index":49,"Rank":39,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
+{"index":74,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
+{"index":87,"Rank":41,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
+{"index":21,"Rank":42,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
+{"index":20,"Rank":43,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
+{"index":35,"Rank":44,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
+{"index":88,"Rank":45,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
+{"index":22,"Rank":46,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
+{"index":50,"Rank":47,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
+{"index":42,"Rank":48,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
+{"index":7,"Rank":49,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
+{"index":86,"Rank":50,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
+{"index":2,"Rank":51,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
+{"index":66,"Rank":52,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
+{"index":85,"Rank":53,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
+{"index":70,"Rank":54,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
+{"index":73,"Rank":55,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
+{"index":58,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
diff --git a/all_data_tasks/24/default.jsonl b/all_data_tasks/24/default.jsonl
index 65866e767e2f5be3985e2e532f00f237fe5f85ff..caa5b8d1ec931d61cc7e6606a58a9f56291a08f8 100644
--- a/all_data_tasks/24/default.jsonl
+++ b/all_data_tasks/24/default.jsonl
@@ -11,11 +11,12 @@
{"index":13,"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
{"index":6,"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
{"index":1,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
-{"index":20,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
+{"index":21,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
{"index":11,"Rank":15,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
-{"index":14,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
-{"index":4,"Rank":17,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
-{"index":18,"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
-{"index":12,"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
-{"index":10,"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
-{"index":19,"Rank":21,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
+{"index":20,"Rank":16,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.08,"Core17InstructionRetrieval":-0.74,"News21InstructionRetrieval":-1.79,"Robust04InstructionRetrieval":-6.71}
+{"index":14,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
+{"index":4,"Rank":18,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
+{"index":18,"Rank":19,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
+{"index":12,"Rank":20,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
+{"index":10,"Rank":21,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
+{"index":19,"Rank":22,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
diff --git a/all_data_tasks/27/default.jsonl b/all_data_tasks/27/default.jsonl
index 102730a91c9371386bb8fd8ccd5044c633abaa82..b438100ab77ef31de59fefbdd5dd47040c64b213 100644
--- a/all_data_tasks/27/default.jsonl
+++ b/all_data_tasks/27/default.jsonl
@@ -1,8 +1,8 @@
{"index":7,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
{"index":17,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
-{"index":1,"Rank":3,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":11,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":5,"Rank":5,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":11,"Rank":3,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":5,"Rank":4,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":1,"Rank":5,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
{"index":4,"Rank":6,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
{"index":16,"Rank":7,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
{"index":14,"Rank":8,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0}
diff --git a/all_data_tasks/3/default.jsonl b/all_data_tasks/3/default.jsonl
index 5ab217a3c8491fa7ad143b0cbc3e943e17ae0e7e..1ee021d7782cd2efd7acaed75dabe2a665fb19c0 100644
--- a/all_data_tasks/3/default.jsonl
+++ b/all_data_tasks/3/default.jsonl
@@ -27,17 +27,17 @@
{"index":70,"Rank":27,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":59.68,"AskUbuntuDupQuestions":65.19,"MindSmallReranking":32.67,"SciDocsRR":86.05,"StackOverflowDupQuestions":54.82}
{"index":127,"Rank":28,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":59.37,"AskUbuntuDupQuestions":62.69,"MindSmallReranking":32.36,"SciDocsRR":87.72,"StackOverflowDupQuestions":54.72}
{"index":242,"Rank":29,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":59.36,"AskUbuntuDupQuestions":65.85,"MindSmallReranking":30.97,"SciDocsRR":88.65,"StackOverflowDupQuestions":51.98}
-{"index":306,"Rank":30,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.16,"AskUbuntuDupQuestions":65.03,"MindSmallReranking":29.86,"SciDocsRR":86.66,"StackOverflowDupQuestions":55.08}
+{"index":307,"Rank":30,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.16,"AskUbuntuDupQuestions":65.03,"MindSmallReranking":29.86,"SciDocsRR":86.66,"StackOverflowDupQuestions":55.08}
{"index":267,"Rank":31,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.13,"AskUbuntuDupQuestions":63.06,"MindSmallReranking":32.63,"SciDocsRR":87.2,"StackOverflowDupQuestions":53.63}
{"index":210,"Rank":32,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.94,"AskUbuntuDupQuestions":62.39,"MindSmallReranking":31.89,"SciDocsRR":87.05,"StackOverflowDupQuestions":54.45}
{"index":206,"Rank":33,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":58.94,"AskUbuntuDupQuestions":63.77,"MindSmallReranking":31.85,"SciDocsRR":86.98,"StackOverflowDupQuestions":53.16}
{"index":1,"Rank":34,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":58.9,"AskUbuntuDupQuestions":64.4,"MindSmallReranking":33.07,"SciDocsRR":83.59,"StackOverflowDupQuestions":54.56}
{"index":193,"Rank":35,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":195,"Rank":36,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":21,"Rank":37,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":194,"Rank":38,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":192,"Rank":39,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":132,"Rank":40,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":132,"Rank":36,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":194,"Rank":37,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":192,"Rank":38,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":195,"Rank":39,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":21,"Rank":40,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
{"index":165,"Rank":41,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":58.78,"AskUbuntuDupQuestions":62.72,"MindSmallReranking":31.91,"SciDocsRR":86.66,"StackOverflowDupQuestions":53.81}
{"index":266,"Rank":42,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.61,"AskUbuntuDupQuestions":61.8,"MindSmallReranking":32.54,"SciDocsRR":87.08,"StackOverflowDupQuestions":53.01}
{"index":175,"Rank":43,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.58,"AskUbuntuDupQuestions":63.89,"MindSmallReranking":33.09,"SciDocsRR":85.87,"StackOverflowDupQuestions":51.45}
@@ -53,7 +53,7 @@
{"index":205,"Rank":53,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.04,"AskUbuntuDupQuestions":63.48,"MindSmallReranking":30.8,"SciDocsRR":87.12,"StackOverflowDupQuestions":50.76}
{"index":241,"Rank":54,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":58.04,"AskUbuntuDupQuestions":63.48,"MindSmallReranking":30.8,"SciDocsRR":87.12,"StackOverflowDupQuestions":50.76}
{"index":36,"Rank":55,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.01,"AskUbuntuDupQuestions":61.7,"MindSmallReranking":32.67,"SciDocsRR":85.2,"StackOverflowDupQuestions":52.48}
-{"index":305,"Rank":56,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.99,"AskUbuntuDupQuestions":64.61,"MindSmallReranking":29.63,"SciDocsRR":84.25,"StackOverflowDupQuestions":53.46}
+{"index":306,"Rank":56,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.99,"AskUbuntuDupQuestions":64.61,"MindSmallReranking":29.63,"SciDocsRR":84.25,"StackOverflowDupQuestions":53.46}
{"index":128,"Rank":57,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":57.95,"AskUbuntuDupQuestions":62.97,"MindSmallReranking":31.31,"SciDocsRR":87.14,"StackOverflowDupQuestions":50.36}
{"index":214,"Rank":58,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.86,"AskUbuntuDupQuestions":62.4,"MindSmallReranking":31.28,"SciDocsRR":85.01,"StackOverflowDupQuestions":52.75}
{"index":38,"Rank":59,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":32.59,"SciDocsRR":84.31,"StackOverflowDupQuestions":52.4}
@@ -69,15 +69,15 @@
{"index":198,"Rank":69,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.12,"AskUbuntuDupQuestions":62.73,"MindSmallReranking":30.81,"SciDocsRR":85.11,"StackOverflowDupQuestions":49.85}
{"index":280,"Rank":70,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
{"index":188,"Rank":71,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
-{"index":307,"Rank":72,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
+{"index":308,"Rank":72,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
{"index":250,"Rank":73,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":56.66,"AskUbuntuDupQuestions":63.23,"MindSmallReranking":31.93,"SciDocsRR":77.96,"StackOverflowDupQuestions":53.5}
-{"index":57,"Rank":74,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
-{"index":169,"Rank":75,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
+{"index":169,"Rank":74,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
+{"index":57,"Rank":75,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
{"index":91,"Rank":76,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":56.56,"AskUbuntuDupQuestions":61.63,"MindSmallReranking":32.29,"SciDocsRR":80.79,"StackOverflowDupQuestions":51.53}
{"index":168,"Rank":77,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.53,"AskUbuntuDupQuestions":60.07,"MindSmallReranking":30.78,"SciDocsRR":83.94,"StackOverflowDupQuestions":51.33}
{"index":258,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":56.42,"AskUbuntuDupQuestions":66.16,"MindSmallReranking":30.6,"SciDocsRR":76.09,"StackOverflowDupQuestions":52.85}
{"index":185,"Rank":79,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.42,"AskUbuntuDupQuestions":62.83,"MindSmallReranking":31.48,"SciDocsRR":80.97,"StackOverflowDupQuestions":50.38}
-{"index":304,"Rank":80,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.32,"AskUbuntuDupQuestions":62.05,"MindSmallReranking":31.45,"SciDocsRR":81.22,"StackOverflowDupQuestions":50.54}
+{"index":305,"Rank":80,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.32,"AskUbuntuDupQuestions":62.05,"MindSmallReranking":31.45,"SciDocsRR":81.22,"StackOverflowDupQuestions":50.54}
{"index":62,"Rank":81,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":56.26,"AskUbuntuDupQuestions":60.77,"MindSmallReranking":31.72,"SciDocsRR":84.26,"StackOverflowDupQuestions":48.3}
{"index":162,"Rank":82,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.2,"AskUbuntuDupQuestions":63.17,"MindSmallReranking":31.82,"SciDocsRR":78.83,"StackOverflowDupQuestions":50.99}
{"index":35,"Rank":83,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.09,"AskUbuntuDupQuestions":60.11,"MindSmallReranking":31.87,"SciDocsRR":81.62,"StackOverflowDupQuestions":50.76}
@@ -86,119 +86,120 @@
{"index":182,"Rank":86,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":55.91,"AskUbuntuDupQuestions":61.6,"MindSmallReranking":31.22,"SciDocsRR":80.27,"StackOverflowDupQuestions":50.55}
{"index":167,"Rank":87,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":55.91,"AskUbuntuDupQuestions":58.98,"MindSmallReranking":31.29,"SciDocsRR":83.02,"StackOverflowDupQuestions":50.34}
{"index":155,"Rank":88,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":55.91,"AskUbuntuDupQuestions":58.98,"MindSmallReranking":31.29,"SciDocsRR":83.02,"StackOverflowDupQuestions":50.34}
-{"index":262,"Rank":89,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
-{"index":58,"Rank":90,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
-{"index":139,"Rank":91,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
+{"index":139,"Rank":89,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
+{"index":262,"Rank":90,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
+{"index":58,"Rank":91,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
{"index":184,"Rank":92,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":55.84,"AskUbuntuDupQuestions":62.4,"MindSmallReranking":31.56,"SciDocsRR":79.31,"StackOverflowDupQuestions":50.11}
-{"index":223,"Rank":93,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":136,"Rank":94,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":101,"Rank":95,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":120,"Rank":96,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":115,"Rank":97,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.77,"AskUbuntuDupQuestions":59.83,"MindSmallReranking":32.06,"SciDocsRR":81.54,"StackOverflowDupQuestions":49.65}
-{"index":166,"Rank":98,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.7,"AskUbuntuDupQuestions":59.66,"MindSmallReranking":30.07,"SciDocsRR":82.9,"StackOverflowDupQuestions":50.15}
-{"index":31,"Rank":99,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":29,"Rank":100,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":136,"Rank":93,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":101,"Rank":94,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":120,"Rank":95,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":223,"Rank":96,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":295,"Rank":97,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":115,"Rank":98,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.77,"AskUbuntuDupQuestions":59.83,"MindSmallReranking":32.06,"SciDocsRR":81.54,"StackOverflowDupQuestions":49.65}
+{"index":166,"Rank":99,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.7,"AskUbuntuDupQuestions":59.66,"MindSmallReranking":30.07,"SciDocsRR":82.9,"StackOverflowDupQuestions":50.15}
+{"index":30,"Rank":100,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
{"index":216,"Rank":101,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":28,"Rank":102,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":30,"Rank":103,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":134,"Rank":104,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":55.65,"AskUbuntuDupQuestions":59.97,"MindSmallReranking":31.79,"SciDocsRR":79.77,"StackOverflowDupQuestions":51.07}
-{"index":221,"Rank":105,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.65,"AskUbuntuDupQuestions":61.6,"MindSmallReranking":30.34,"SciDocsRR":80.33,"StackOverflowDupQuestions":50.32}
-{"index":197,"Rank":106,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.6,"AskUbuntuDupQuestions":61.11,"MindSmallReranking":28.83,"SciDocsRR":85.93,"StackOverflowDupQuestions":46.52}
-{"index":196,"Rank":107,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.5,"AskUbuntuDupQuestions":58.96,"MindSmallReranking":29.32,"SciDocsRR":88.03,"StackOverflowDupQuestions":45.71}
-{"index":109,"Rank":108,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
-{"index":287,"Rank":109,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
-{"index":286,"Rank":110,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
+{"index":31,"Rank":102,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":28,"Rank":103,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":29,"Rank":104,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":134,"Rank":105,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":55.65,"AskUbuntuDupQuestions":59.97,"MindSmallReranking":31.79,"SciDocsRR":79.77,"StackOverflowDupQuestions":51.07}
+{"index":221,"Rank":106,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.65,"AskUbuntuDupQuestions":61.6,"MindSmallReranking":30.34,"SciDocsRR":80.33,"StackOverflowDupQuestions":50.32}
+{"index":197,"Rank":107,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.6,"AskUbuntuDupQuestions":61.11,"MindSmallReranking":28.83,"SciDocsRR":85.93,"StackOverflowDupQuestions":46.52}
+{"index":196,"Rank":108,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.5,"AskUbuntuDupQuestions":58.96,"MindSmallReranking":29.32,"SciDocsRR":88.03,"StackOverflowDupQuestions":45.71}
+{"index":109,"Rank":109,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
+{"index":287,"Rank":110,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
{"index":107,"Rank":111,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
-{"index":108,"Rank":112,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.42,"AskUbuntuDupQuestions":60.53,"MindSmallReranking":29.17,"SciDocsRR":80.81,"StackOverflowDupQuestions":51.19}
-{"index":61,"Rank":113,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.4,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":31.65,"SciDocsRR":81.48,"StackOverflowDupQuestions":49.2}
-{"index":74,"Rank":114,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":55.38,"AskUbuntuDupQuestions":60.71,"MindSmallReranking":31.96,"SciDocsRR":79.23,"StackOverflowDupQuestions":49.61}
-{"index":248,"Rank":115,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":55.36,"AskUbuntuDupQuestions":61.64,"MindSmallReranking":31.84,"SciDocsRR":76.39,"StackOverflowDupQuestions":51.58}
-{"index":77,"Rank":116,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.34,"AskUbuntuDupQuestions":59.7,"MindSmallReranking":31.78,"SciDocsRR":80.04,"StackOverflowDupQuestions":49.83}
-{"index":189,"Rank":117,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
+{"index":286,"Rank":112,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
+{"index":108,"Rank":113,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.42,"AskUbuntuDupQuestions":60.53,"MindSmallReranking":29.17,"SciDocsRR":80.81,"StackOverflowDupQuestions":51.19}
+{"index":61,"Rank":114,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.4,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":31.65,"SciDocsRR":81.48,"StackOverflowDupQuestions":49.2}
+{"index":74,"Rank":115,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":55.38,"AskUbuntuDupQuestions":60.71,"MindSmallReranking":31.96,"SciDocsRR":79.23,"StackOverflowDupQuestions":49.61}
+{"index":248,"Rank":116,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":55.36,"AskUbuntuDupQuestions":61.64,"MindSmallReranking":31.84,"SciDocsRR":76.39,"StackOverflowDupQuestions":51.58}
+{"index":77,"Rank":117,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.34,"AskUbuntuDupQuestions":59.7,"MindSmallReranking":31.78,"SciDocsRR":80.04,"StackOverflowDupQuestions":49.83}
{"index":228,"Rank":118,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
-{"index":111,"Rank":119,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
-{"index":290,"Rank":120,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
-{"index":144,"Rank":121,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":55.24,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":30.98,"SciDocsRR":81.45,"StackOverflowDupQuestions":48.17}
-{"index":220,"Rank":122,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.18,"AskUbuntuDupQuestions":61.34,"MindSmallReranking":30.04,"SciDocsRR":79.4,"StackOverflowDupQuestions":49.95}
-{"index":190,"Rank":123,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.09,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":30.99,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.99}
-{"index":37,"Rank":124,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.06,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":31.36,"SciDocsRR":79.9,"StackOverflowDupQuestions":50.45}
-{"index":173,"Rank":125,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.03,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":29.28,"SciDocsRR":81.81,"StackOverflowDupQuestions":49.75}
-{"index":218,"Rank":126,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":54.99,"AskUbuntuDupQuestions":59.57,"MindSmallReranking":30.6,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.87}
-{"index":180,"Rank":127,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":54.9,"AskUbuntuDupQuestions":59.92,"MindSmallReranking":30.97,"SciDocsRR":78.62,"StackOverflowDupQuestions":50.07}
-{"index":257,"Rank":128,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":54.71,"AskUbuntuDupQuestions":62.86,"MindSmallReranking":29.77,"SciDocsRR":75.16,"StackOverflowDupQuestions":51.05}
-{"index":90,"Rank":129,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":54.67,"AskUbuntuDupQuestions":59.63,"MindSmallReranking":31.72,"SciDocsRR":77.72,"StackOverflowDupQuestions":49.61}
-{"index":66,"Rank":130,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
+{"index":189,"Rank":119,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
+{"index":111,"Rank":120,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
+{"index":290,"Rank":121,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
+{"index":144,"Rank":122,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":55.24,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":30.98,"SciDocsRR":81.45,"StackOverflowDupQuestions":48.17}
+{"index":220,"Rank":123,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.18,"AskUbuntuDupQuestions":61.34,"MindSmallReranking":30.04,"SciDocsRR":79.4,"StackOverflowDupQuestions":49.95}
+{"index":190,"Rank":124,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.09,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":30.99,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.99}
+{"index":37,"Rank":125,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.06,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":31.36,"SciDocsRR":79.9,"StackOverflowDupQuestions":50.45}
+{"index":173,"Rank":126,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.03,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":29.28,"SciDocsRR":81.81,"StackOverflowDupQuestions":49.75}
+{"index":218,"Rank":127,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":54.99,"AskUbuntuDupQuestions":59.57,"MindSmallReranking":30.6,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.87}
+{"index":180,"Rank":128,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":54.9,"AskUbuntuDupQuestions":59.92,"MindSmallReranking":30.97,"SciDocsRR":78.62,"StackOverflowDupQuestions":50.07}
+{"index":257,"Rank":129,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":54.71,"AskUbuntuDupQuestions":62.86,"MindSmallReranking":29.77,"SciDocsRR":75.16,"StackOverflowDupQuestions":51.05}
+{"index":90,"Rank":130,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":54.67,"AskUbuntuDupQuestions":59.63,"MindSmallReranking":31.72,"SciDocsRR":77.72,"StackOverflowDupQuestions":49.61}
{"index":138,"Rank":131,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
{"index":187,"Rank":132,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
-{"index":147,"Rank":133,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.63,"AskUbuntuDupQuestions":61.05,"MindSmallReranking":30.55,"SciDocsRR":79.83,"StackOverflowDupQuestions":47.1}
-{"index":151,"Rank":134,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":54.58,"AskUbuntuDupQuestions":63.09,"MindSmallReranking":30.89,"SciDocsRR":74.28,"StackOverflowDupQuestions":50.06}
-{"index":219,"Rank":135,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":54.56,"AskUbuntuDupQuestions":61.16,"MindSmallReranking":30.02,"SciDocsRR":78.05,"StackOverflowDupQuestions":49.0}
-{"index":284,"Rank":136,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.46,"AskUbuntuDupQuestions":57.69,"MindSmallReranking":30.32,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.93}
-{"index":171,"Rank":137,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.45,"AskUbuntuDupQuestions":59.36,"MindSmallReranking":29.56,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.13}
-{"index":112,"Rank":138,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":54.4,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.26,"SciDocsRR":76.94,"StackOverflowDupQuestions":50.16}
-{"index":172,"Rank":139,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.32,"AskUbuntuDupQuestions":58.11,"MindSmallReranking":30.1,"SciDocsRR":79.16,"StackOverflowDupQuestions":49.93}
-{"index":114,"Rank":140,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.29,"AskUbuntuDupQuestions":58.08,"MindSmallReranking":31.07,"SciDocsRR":78.57,"StackOverflowDupQuestions":49.43}
-{"index":278,"Rank":141,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":54.29,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":82.14,"StackOverflowDupQuestions":46.13}
-{"index":179,"Rank":142,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"AskUbuntuDupQuestions":59.5,"MindSmallReranking":30.51,"SciDocsRR":78.11,"StackOverflowDupQuestions":49.0}
-{"index":113,"Rank":143,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.28,"AskUbuntuDupQuestions":58.09,"MindSmallReranking":31.29,"SciDocsRR":78.78,"StackOverflowDupQuestions":48.96}
-{"index":247,"Rank":144,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.23,"AskUbuntuDupQuestions":60.86,"MindSmallReranking":31.33,"SciDocsRR":73.71,"StackOverflowDupQuestions":51.01}
-{"index":215,"Rank":145,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.14,"AskUbuntuDupQuestions":56.97,"MindSmallReranking":31.38,"SciDocsRR":79.46,"StackOverflowDupQuestions":48.75}
-{"index":87,"Rank":146,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":54.0,"AskUbuntuDupQuestions":58.13,"MindSmallReranking":31.34,"SciDocsRR":77.21,"StackOverflowDupQuestions":49.32}
-{"index":256,"Rank":147,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":54.0,"AskUbuntuDupQuestions":61.51,"MindSmallReranking":30.27,"SciDocsRR":74.88,"StackOverflowDupQuestions":49.34}
-{"index":73,"Rank":148,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":53.98,"AskUbuntuDupQuestions":58.6,"MindSmallReranking":29.73,"SciDocsRR":77.81,"StackOverflowDupQuestions":49.8}
-{"index":49,"Rank":149,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":53.95,"AskUbuntuDupQuestions":58.79,"MindSmallReranking":32.02,"SciDocsRR":78.54,"StackOverflowDupQuestions":46.44}
-{"index":254,"Rank":150,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":53.8,"AskUbuntuDupQuestions":60.16,"MindSmallReranking":30.15,"SciDocsRR":78.09,"StackOverflowDupQuestions":46.78}
-{"index":126,"Rank":151,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.64,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":30.98,"SciDocsRR":77.2,"StackOverflowDupQuestions":47.85}
-{"index":253,"Rank":152,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.62,"AskUbuntuDupQuestions":60.49,"MindSmallReranking":30.37,"SciDocsRR":77.78,"StackOverflowDupQuestions":45.85}
-{"index":76,"Rank":153,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":53.49,"AskUbuntuDupQuestions":57.49,"MindSmallReranking":31.78,"SciDocsRR":77.89,"StackOverflowDupQuestions":46.78}
-{"index":222,"Rank":154,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":53.42,"AskUbuntuDupQuestions":60.79,"MindSmallReranking":29.7,"SciDocsRR":75.79,"StackOverflowDupQuestions":47.42}
-{"index":64,"Rank":155,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.37,"AskUbuntuDupQuestions":56.79,"MindSmallReranking":30.92,"SciDocsRR":78.61,"StackOverflowDupQuestions":47.16}
-{"index":217,"Rank":156,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":53.32,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":75.51,"StackOverflowDupQuestions":48.89}
-{"index":308,"Rank":157,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.27,"AskUbuntuDupQuestions":58.31,"MindSmallReranking":30.75,"SciDocsRR":75.62,"StackOverflowDupQuestions":48.4}
-{"index":224,"Rank":158,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.14,"AskUbuntuDupQuestions":56.69,"MindSmallReranking":31.58,"SciDocsRR":76.51,"StackOverflowDupQuestions":47.78}
-{"index":71,"Rank":159,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":53.09,"AskUbuntuDupQuestions":57.16,"MindSmallReranking":30.1,"SciDocsRR":76.28,"StackOverflowDupQuestions":48.82}
-{"index":255,"Rank":160,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.09,"AskUbuntuDupQuestions":59.73,"MindSmallReranking":30.2,"SciDocsRR":73.96,"StackOverflowDupQuestions":48.46}
-{"index":186,"Rank":161,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.07,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.68,"SciDocsRR":74.16,"StackOverflowDupQuestions":47.18}
-{"index":69,"Rank":162,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":52.95,"AskUbuntuDupQuestions":55.56,"MindSmallReranking":30.86,"SciDocsRR":77.62,"StackOverflowDupQuestions":47.77}
-{"index":176,"Rank":163,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.9,"AskUbuntuDupQuestions":56.42,"MindSmallReranking":29.96,"SciDocsRR":78.26,"StackOverflowDupQuestions":46.97}
-{"index":181,"Rank":164,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.6,"AskUbuntuDupQuestions":57.38,"MindSmallReranking":30.52,"SciDocsRR":75.13,"StackOverflowDupQuestions":47.38}
-{"index":92,"Rank":165,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":52.33,"AskUbuntuDupQuestions":55.9,"MindSmallReranking":31.11,"SciDocsRR":77.54,"StackOverflowDupQuestions":44.77}
-{"index":251,"Rank":166,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":51.84,"AskUbuntuDupQuestions":58.99,"MindSmallReranking":27.13,"SciDocsRR":72.78,"StackOverflowDupQuestions":48.48}
-{"index":85,"Rank":167,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":51.68,"AskUbuntuDupQuestions":56.48,"MindSmallReranking":29.57,"SciDocsRR":74.66,"StackOverflowDupQuestions":45.99}
-{"index":88,"Rank":168,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.58,"AskUbuntuDupQuestions":55.84,"MindSmallReranking":30.4,"SciDocsRR":71.34,"StackOverflowDupQuestions":44.74}
-{"index":86,"Rank":169,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.55,"AskUbuntuDupQuestions":55.77,"MindSmallReranking":29.04,"SciDocsRR":72.91,"StackOverflowDupQuestions":44.49}
-{"index":80,"Rank":170,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.29,"AskUbuntuDupQuestions":54.09,"MindSmallReranking":30.28,"SciDocsRR":74.48,"StackOverflowDupQuestions":42.3}
-{"index":272,"Rank":171,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.24,"AskUbuntuDupQuestions":54.2,"MindSmallReranking":30.25,"SciDocsRR":74.34,"StackOverflowDupQuestions":42.15}
-{"index":79,"Rank":172,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":49.41,"AskUbuntuDupQuestions":53.77,"MindSmallReranking":29.92,"SciDocsRR":70.82,"StackOverflowDupQuestions":43.14}
-{"index":300,"Rank":173,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.02,"AskUbuntuDupQuestions":53.49,"MindSmallReranking":30.71,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.85}
-{"index":246,"Rank":174,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":48.82,"AskUbuntuDupQuestions":53.75,"MindSmallReranking":30.39,"SciDocsRR":69.22,"StackOverflowDupQuestions":41.92}
-{"index":78,"Rank":175,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":48.51,"AskUbuntuDupQuestions":52.34,"MindSmallReranking":30.09,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.57}
-{"index":239,"Rank":176,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":48.42,"AskUbuntuDupQuestions":52.75,"MindSmallReranking":29.81,"SciDocsRR":68.72,"StackOverflowDupQuestions":42.42}
-{"index":243,"Rank":177,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.1,"AskUbuntuDupQuestions":50.07,"MindSmallReranking":24.8,"SciDocsRR":81.31,"StackOverflowDupQuestions":36.22}
-{"index":143,"Rank":178,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.85,"AskUbuntuDupQuestions":53.44,"MindSmallReranking":28.54,"SciDocsRR":68.65,"StackOverflowDupQuestions":40.76}
-{"index":75,"Rank":179,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":47.7,"AskUbuntuDupQuestions":52.7,"MindSmallReranking":29.52,"SciDocsRR":67.76,"StackOverflowDupQuestions":40.82}
-{"index":89,"Rank":180,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":47.56,"AskUbuntuDupQuestions":52.63,"MindSmallReranking":29.27,"SciDocsRR":68.36,"StackOverflowDupQuestions":39.97}
-{"index":229,"Rank":181,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.54,"AskUbuntuDupQuestions":51.8,"MindSmallReranking":29.3,"SciDocsRR":70.14,"StackOverflowDupQuestions":38.9}
-{"index":270,"Rank":182,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.31,"AskUbuntuDupQuestions":50.09,"MindSmallReranking":29.01,"SciDocsRR":70.94,"StackOverflowDupQuestions":39.18}
+{"index":66,"Rank":133,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
+{"index":147,"Rank":134,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.63,"AskUbuntuDupQuestions":61.05,"MindSmallReranking":30.55,"SciDocsRR":79.83,"StackOverflowDupQuestions":47.1}
+{"index":151,"Rank":135,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":54.58,"AskUbuntuDupQuestions":63.09,"MindSmallReranking":30.89,"SciDocsRR":74.28,"StackOverflowDupQuestions":50.06}
+{"index":219,"Rank":136,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":54.56,"AskUbuntuDupQuestions":61.16,"MindSmallReranking":30.02,"SciDocsRR":78.05,"StackOverflowDupQuestions":49.0}
+{"index":284,"Rank":137,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.46,"AskUbuntuDupQuestions":57.69,"MindSmallReranking":30.32,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.93}
+{"index":171,"Rank":138,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.45,"AskUbuntuDupQuestions":59.36,"MindSmallReranking":29.56,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.13}
+{"index":112,"Rank":139,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":54.4,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.26,"SciDocsRR":76.94,"StackOverflowDupQuestions":50.16}
+{"index":172,"Rank":140,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.32,"AskUbuntuDupQuestions":58.11,"MindSmallReranking":30.1,"SciDocsRR":79.16,"StackOverflowDupQuestions":49.93}
+{"index":114,"Rank":141,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.29,"AskUbuntuDupQuestions":58.08,"MindSmallReranking":31.07,"SciDocsRR":78.57,"StackOverflowDupQuestions":49.43}
+{"index":278,"Rank":142,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":54.29,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":82.14,"StackOverflowDupQuestions":46.13}
+{"index":179,"Rank":143,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"AskUbuntuDupQuestions":59.5,"MindSmallReranking":30.51,"SciDocsRR":78.11,"StackOverflowDupQuestions":49.0}
+{"index":113,"Rank":144,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.28,"AskUbuntuDupQuestions":58.09,"MindSmallReranking":31.29,"SciDocsRR":78.78,"StackOverflowDupQuestions":48.96}
+{"index":247,"Rank":145,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.23,"AskUbuntuDupQuestions":60.86,"MindSmallReranking":31.33,"SciDocsRR":73.71,"StackOverflowDupQuestions":51.01}
+{"index":215,"Rank":146,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.14,"AskUbuntuDupQuestions":56.97,"MindSmallReranking":31.38,"SciDocsRR":79.46,"StackOverflowDupQuestions":48.75}
+{"index":87,"Rank":147,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":54.0,"AskUbuntuDupQuestions":58.13,"MindSmallReranking":31.34,"SciDocsRR":77.21,"StackOverflowDupQuestions":49.32}
+{"index":256,"Rank":148,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":54.0,"AskUbuntuDupQuestions":61.51,"MindSmallReranking":30.27,"SciDocsRR":74.88,"StackOverflowDupQuestions":49.34}
+{"index":73,"Rank":149,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":53.98,"AskUbuntuDupQuestions":58.6,"MindSmallReranking":29.73,"SciDocsRR":77.81,"StackOverflowDupQuestions":49.8}
+{"index":49,"Rank":150,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":53.95,"AskUbuntuDupQuestions":58.79,"MindSmallReranking":32.02,"SciDocsRR":78.54,"StackOverflowDupQuestions":46.44}
+{"index":254,"Rank":151,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":53.8,"AskUbuntuDupQuestions":60.16,"MindSmallReranking":30.15,"SciDocsRR":78.09,"StackOverflowDupQuestions":46.78}
+{"index":126,"Rank":152,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.64,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":30.98,"SciDocsRR":77.2,"StackOverflowDupQuestions":47.85}
+{"index":253,"Rank":153,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.62,"AskUbuntuDupQuestions":60.49,"MindSmallReranking":30.37,"SciDocsRR":77.78,"StackOverflowDupQuestions":45.85}
+{"index":76,"Rank":154,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":53.49,"AskUbuntuDupQuestions":57.49,"MindSmallReranking":31.78,"SciDocsRR":77.89,"StackOverflowDupQuestions":46.78}
+{"index":222,"Rank":155,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":53.42,"AskUbuntuDupQuestions":60.79,"MindSmallReranking":29.7,"SciDocsRR":75.79,"StackOverflowDupQuestions":47.42}
+{"index":64,"Rank":156,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.37,"AskUbuntuDupQuestions":56.79,"MindSmallReranking":30.92,"SciDocsRR":78.61,"StackOverflowDupQuestions":47.16}
+{"index":217,"Rank":157,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":53.32,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":75.51,"StackOverflowDupQuestions":48.89}
+{"index":309,"Rank":158,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.27,"AskUbuntuDupQuestions":58.31,"MindSmallReranking":30.75,"SciDocsRR":75.62,"StackOverflowDupQuestions":48.4}
+{"index":224,"Rank":159,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.14,"AskUbuntuDupQuestions":56.69,"MindSmallReranking":31.58,"SciDocsRR":76.51,"StackOverflowDupQuestions":47.78}
+{"index":71,"Rank":160,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":53.09,"AskUbuntuDupQuestions":57.16,"MindSmallReranking":30.1,"SciDocsRR":76.28,"StackOverflowDupQuestions":48.82}
+{"index":255,"Rank":161,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.09,"AskUbuntuDupQuestions":59.73,"MindSmallReranking":30.2,"SciDocsRR":73.96,"StackOverflowDupQuestions":48.46}
+{"index":186,"Rank":162,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.07,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.68,"SciDocsRR":74.16,"StackOverflowDupQuestions":47.18}
+{"index":69,"Rank":163,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":52.95,"AskUbuntuDupQuestions":55.56,"MindSmallReranking":30.86,"SciDocsRR":77.62,"StackOverflowDupQuestions":47.77}
+{"index":176,"Rank":164,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.9,"AskUbuntuDupQuestions":56.42,"MindSmallReranking":29.96,"SciDocsRR":78.26,"StackOverflowDupQuestions":46.97}
+{"index":181,"Rank":165,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.6,"AskUbuntuDupQuestions":57.38,"MindSmallReranking":30.52,"SciDocsRR":75.13,"StackOverflowDupQuestions":47.38}
+{"index":92,"Rank":166,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":52.33,"AskUbuntuDupQuestions":55.9,"MindSmallReranking":31.11,"SciDocsRR":77.54,"StackOverflowDupQuestions":44.77}
+{"index":251,"Rank":167,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":51.84,"AskUbuntuDupQuestions":58.99,"MindSmallReranking":27.13,"SciDocsRR":72.78,"StackOverflowDupQuestions":48.48}
+{"index":85,"Rank":168,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":51.68,"AskUbuntuDupQuestions":56.48,"MindSmallReranking":29.57,"SciDocsRR":74.66,"StackOverflowDupQuestions":45.99}
+{"index":88,"Rank":169,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.58,"AskUbuntuDupQuestions":55.84,"MindSmallReranking":30.4,"SciDocsRR":71.34,"StackOverflowDupQuestions":44.74}
+{"index":86,"Rank":170,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.55,"AskUbuntuDupQuestions":55.77,"MindSmallReranking":29.04,"SciDocsRR":72.91,"StackOverflowDupQuestions":44.49}
+{"index":80,"Rank":171,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.29,"AskUbuntuDupQuestions":54.09,"MindSmallReranking":30.28,"SciDocsRR":74.48,"StackOverflowDupQuestions":42.3}
+{"index":272,"Rank":172,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.24,"AskUbuntuDupQuestions":54.2,"MindSmallReranking":30.25,"SciDocsRR":74.34,"StackOverflowDupQuestions":42.15}
+{"index":79,"Rank":173,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":49.41,"AskUbuntuDupQuestions":53.77,"MindSmallReranking":29.92,"SciDocsRR":70.82,"StackOverflowDupQuestions":43.14}
+{"index":301,"Rank":174,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.02,"AskUbuntuDupQuestions":53.49,"MindSmallReranking":30.71,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.85}
+{"index":246,"Rank":175,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":48.82,"AskUbuntuDupQuestions":53.75,"MindSmallReranking":30.39,"SciDocsRR":69.22,"StackOverflowDupQuestions":41.92}
+{"index":78,"Rank":176,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":48.51,"AskUbuntuDupQuestions":52.34,"MindSmallReranking":30.09,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.57}
+{"index":239,"Rank":177,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":48.42,"AskUbuntuDupQuestions":52.75,"MindSmallReranking":29.81,"SciDocsRR":68.72,"StackOverflowDupQuestions":42.42}
+{"index":243,"Rank":178,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.1,"AskUbuntuDupQuestions":50.07,"MindSmallReranking":24.8,"SciDocsRR":81.31,"StackOverflowDupQuestions":36.22}
+{"index":143,"Rank":179,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.85,"AskUbuntuDupQuestions":53.44,"MindSmallReranking":28.54,"SciDocsRR":68.65,"StackOverflowDupQuestions":40.76}
+{"index":75,"Rank":180,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":47.7,"AskUbuntuDupQuestions":52.7,"MindSmallReranking":29.52,"SciDocsRR":67.76,"StackOverflowDupQuestions":40.82}
+{"index":89,"Rank":181,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":47.56,"AskUbuntuDupQuestions":52.63,"MindSmallReranking":29.27,"SciDocsRR":68.36,"StackOverflowDupQuestions":39.97}
+{"index":229,"Rank":182,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.54,"AskUbuntuDupQuestions":51.8,"MindSmallReranking":29.3,"SciDocsRR":70.14,"StackOverflowDupQuestions":38.9}
{"index":271,"Rank":183,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.31,"AskUbuntuDupQuestions":50.09,"MindSmallReranking":29.01,"SciDocsRR":70.94,"StackOverflowDupQuestions":39.18}
-{"index":230,"Rank":184,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":46.47,"AskUbuntuDupQuestions":51.57,"MindSmallReranking":28.62,"SciDocsRR":66.33,"StackOverflowDupQuestions":39.35}
-{"index":156,"Rank":185,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.18,"AskUbuntuDupQuestions":50.89,"MindSmallReranking":26.88,"SciDocsRR":68.36,"StackOverflowDupQuestions":38.61}
-{"index":245,"Rank":186,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":44.75,"AskUbuntuDupQuestions":50.88,"MindSmallReranking":28.92,"SciDocsRR":63.55,"StackOverflowDupQuestions":35.65}
-{"index":133,"Rank":187,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.44,"AskUbuntuDupQuestions":45.84,"MindSmallReranking":28.37,"SciDocsRR":64.94,"StackOverflowDupQuestions":34.62}
-{"index":244,"Rank":188,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":43.29,"AskUbuntuDupQuestions":49.57,"MindSmallReranking":27.01,"SciDocsRR":62.56,"StackOverflowDupQuestions":34.03}
-{"index":11,"Rank":189,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":41.44,"AskUbuntuDupQuestions":48.99,"MindSmallReranking":24.79,"SciDocsRR":54.99,"StackOverflowDupQuestions":36.98}
-{"index":269,"Rank":190,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":34.44,"AskUbuntuDupQuestions":44.88,"MindSmallReranking":25.65,"SciDocsRR":43.9,"StackOverflowDupQuestions":23.35}
-{"index":279,"Rank":191,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.53,"AskUbuntuDupQuestions":0.56,"MindSmallReranking":0.31,"SciDocsRR":0.79,"StackOverflowDupQuestions":0.47}
-{"index":2,"Rank":192,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":88.87,"StackOverflowDupQuestions":""}
-{"index":32,"Rank":203,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.99,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":81,"Rank":223,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AskUbuntuDupQuestions":55.31,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":84,"Rank":226,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":"","AskUbuntuDupQuestions":58.01,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":105,"Rank":236,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":48.66,"MindSmallReranking":"","SciDocsRR":66.69,"StackOverflowDupQuestions":39.5}
-{"index":106,"Rank":237,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":59.82,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":135,"Rank":246,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","AskUbuntuDupQuestions":61.53,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":261,"Rank":284,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AskUbuntuDupQuestions":57.91,"MindSmallReranking":"","SciDocsRR":70.21,"StackOverflowDupQuestions":44.9}
-{"index":265,"Rank":287,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AskUbuntuDupQuestions":51.34,"MindSmallReranking":"","SciDocsRR":70.59,"StackOverflowDupQuestions":40.99}
-{"index":293,"Rank":300,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":60.76,"MindSmallReranking":"","SciDocsRR":84.34,"StackOverflowDupQuestions":51.68}
-{"index":301,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":54.68,"MindSmallReranking":"","SciDocsRR":72.78,"StackOverflowDupQuestions":40.65}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":55.09,"MindSmallReranking":"","SciDocsRR":70.93,"StackOverflowDupQuestions":42.42}
-{"index":303,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.56,"MindSmallReranking":"","SciDocsRR":68.7,"StackOverflowDupQuestions":39.41}
+{"index":270,"Rank":184,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.31,"AskUbuntuDupQuestions":50.09,"MindSmallReranking":29.01,"SciDocsRR":70.94,"StackOverflowDupQuestions":39.18}
+{"index":230,"Rank":185,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":46.47,"AskUbuntuDupQuestions":51.57,"MindSmallReranking":28.62,"SciDocsRR":66.33,"StackOverflowDupQuestions":39.35}
+{"index":156,"Rank":186,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.18,"AskUbuntuDupQuestions":50.89,"MindSmallReranking":26.88,"SciDocsRR":68.36,"StackOverflowDupQuestions":38.61}
+{"index":245,"Rank":187,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":44.75,"AskUbuntuDupQuestions":50.88,"MindSmallReranking":28.92,"SciDocsRR":63.55,"StackOverflowDupQuestions":35.65}
+{"index":133,"Rank":188,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.44,"AskUbuntuDupQuestions":45.84,"MindSmallReranking":28.37,"SciDocsRR":64.94,"StackOverflowDupQuestions":34.62}
+{"index":244,"Rank":189,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":43.29,"AskUbuntuDupQuestions":49.57,"MindSmallReranking":27.01,"SciDocsRR":62.56,"StackOverflowDupQuestions":34.03}
+{"index":11,"Rank":190,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":41.44,"AskUbuntuDupQuestions":48.99,"MindSmallReranking":24.79,"SciDocsRR":54.99,"StackOverflowDupQuestions":36.98}
+{"index":269,"Rank":191,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":34.44,"AskUbuntuDupQuestions":44.88,"MindSmallReranking":25.65,"SciDocsRR":43.9,"StackOverflowDupQuestions":23.35}
+{"index":279,"Rank":192,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.53,"AskUbuntuDupQuestions":0.56,"MindSmallReranking":0.31,"SciDocsRR":0.79,"StackOverflowDupQuestions":0.47}
+{"index":2,"Rank":193,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":88.87,"StackOverflowDupQuestions":""}
+{"index":32,"Rank":204,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.99,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":81,"Rank":224,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AskUbuntuDupQuestions":55.31,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":84,"Rank":227,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":"","AskUbuntuDupQuestions":58.01,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":105,"Rank":237,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":48.66,"MindSmallReranking":"","SciDocsRR":66.69,"StackOverflowDupQuestions":39.5}
+{"index":106,"Rank":238,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":59.82,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":135,"Rank":247,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","AskUbuntuDupQuestions":61.53,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":261,"Rank":285,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AskUbuntuDupQuestions":57.91,"MindSmallReranking":"","SciDocsRR":70.21,"StackOverflowDupQuestions":44.9}
+{"index":265,"Rank":288,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AskUbuntuDupQuestions":51.34,"MindSmallReranking":"","SciDocsRR":70.59,"StackOverflowDupQuestions":40.99}
+{"index":293,"Rank":301,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":60.76,"MindSmallReranking":"","SciDocsRR":84.34,"StackOverflowDupQuestions":51.68}
+{"index":302,"Rank":308,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":54.68,"MindSmallReranking":"","SciDocsRR":72.78,"StackOverflowDupQuestions":40.65}
+{"index":303,"Rank":309,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":55.09,"MindSmallReranking":"","SciDocsRR":70.93,"StackOverflowDupQuestions":42.42}
+{"index":304,"Rank":310,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.56,"MindSmallReranking":"","SciDocsRR":68.7,"StackOverflowDupQuestions":39.41}
diff --git a/all_data_tasks/33/default.jsonl b/all_data_tasks/33/default.jsonl
index 346574ffc075324f912aac6963c0502e7c699ab1..7727fef7bfc32f595b5d2cb82c0d2bd7f8b27bb5 100644
--- a/all_data_tasks/33/default.jsonl
+++ b/all_data_tasks/33/default.jsonl
@@ -1,25 +1,24 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.57,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13}
-{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33}
-{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
-{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
-{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
-{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
-{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58}
-{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
-{"index":5,"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
-{"index":6,"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
-{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
-{"index":12,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
-{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
-{"index":24,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
-{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
-{"index":17,"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48}
-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
-{"index":21,"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
-{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
-{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
-{"index":18,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
+{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33}
+{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
+{"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
+{"index":10,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
+{"index":22,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58}
+{"index":13,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
+{"index":5,"Rank":8,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
+{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
+{"index":15,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
+{"index":12,"Rank":11,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
+{"index":21,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
+{"index":23,"Rank":13,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
+{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
+{"index":16,"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48}
+{"index":1,"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
+{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
+{"index":20,"Rank":18,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
+{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
+{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
+{"index":19,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
+{"index":17,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
diff --git a/all_data_tasks/34/default.jsonl b/all_data_tasks/34/default.jsonl
index 639ccd83dc5ddfac5549c8f21a8d3b2614186cda..fddeee5ade3908f7c546a24809fe250096193113 100644
--- a/all_data_tasks/34/default.jsonl
+++ b/all_data_tasks/34/default.jsonl
@@ -1,25 +1,24 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.98,"GeoreviewClusteringP2P (rus-Cyrl)":65.68,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":61.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":52.72}
-{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":56.06,"GeoreviewClusteringP2P (rus-Cyrl)":65.42,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":55.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
-{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
-{"index":10,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
-{"index":23,"Rank":5,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
-{"index":5,"Rank":6,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
-{"index":15,"Rank":7,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
-{"index":0,"Rank":8,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
-{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
-{"index":16,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
-{"index":14,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
-{"index":24,"Rank":12,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
-{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
-{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
-{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
-{"index":7,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
-{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
-{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
-{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
-{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
-{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
-{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
-{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
+{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":56.06,"GeoreviewClusteringP2P (rus-Cyrl)":65.42,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":55.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
+{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
+{"index":22,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
+{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"index":14,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
+{"index":0,"Rank":7,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
+{"index":6,"Rank":8,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
+{"index":15,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
+{"index":13,"Rank":10,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
+{"index":23,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
+{"index":21,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
+{"index":20,"Rank":13,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
+{"index":16,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
+{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
+{"index":12,"Rank":17,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
+{"index":9,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
+{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
+{"index":19,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
+{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
+{"index":18,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
diff --git a/all_data_tasks/35/default.jsonl b/all_data_tasks/35/default.jsonl
index 8581d0aaf57b112f68fe8a4930f37d306bc349af..fd59ade14eec66ae8a3e10958a5cd4b563fa1ed8 100644
--- a/all_data_tasks/35/default.jsonl
+++ b/all_data_tasks/35/default.jsonl
@@ -1,25 +1,23 @@
{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99}
-{"index":22,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
+{"index":21,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
{"index":4,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6}
{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02}
-{"index":13,"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38}
-{"index":3,"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
-{"index":21,"Rank":8,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
-{"index":15,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
-{"index":23,"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
-{"index":24,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
-{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
-{"index":16,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
-{"index":14,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
-{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
-{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
-{"index":5,"Rank":19,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
-{"index":6,"Rank":22,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
+{"index":3,"Rank":6,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
+{"index":20,"Rank":7,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
+{"index":14,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
+{"index":22,"Rank":9,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
+{"index":23,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
+{"index":16,"Rank":11,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
+{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
+{"index":15,"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
+{"index":13,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
+{"index":12,"Rank":15,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
+{"index":1,"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
+{"index":2,"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
+{"index":5,"Rank":18,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
+{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
+{"index":6,"Rank":21,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
+{"index":17,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
diff --git a/all_data_tasks/36/default.jsonl b/all_data_tasks/36/default.jsonl
index 94b26645ae88603d8786540ad94907d69e1570f6..769e40aad605a42896ca667acdbc3b8c95719e88 100644
--- a/all_data_tasks/36/default.jsonl
+++ b/all_data_tasks/36/default.jsonl
@@ -1,25 +1,24 @@
-{"index":15,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58}
-{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.02}
-{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
-{"index":14,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
-{"index":16,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46}
-{"index":4,"Rank":7,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87}
-{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
-{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
-{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
-{"index":5,"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13}
-{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
-{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
-{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
-{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
-{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
-{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
-{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
-{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
-{"index":18,"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
-{"index":12,"Rank":23,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
-{"index":20,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
+{"index":14,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58}
+{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.02}
+{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
+{"index":13,"Rank":4,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
+{"index":15,"Rank":5,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46}
+{"index":4,"Rank":6,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87}
+{"index":22,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
+{"index":10,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
+{"index":23,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
+{"index":5,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13}
+{"index":16,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
+{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
+{"index":20,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
+{"index":6,"Rank":15,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
+{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
+{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
+{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
+{"index":3,"Rank":19,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
+{"index":17,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
+{"index":12,"Rank":22,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
+{"index":19,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
+{"index":18,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
diff --git a/all_data_tasks/37/default.jsonl b/all_data_tasks/37/default.jsonl
index d175d7f27f48e60cc35a62157c26d2d8e9c3a16a..e0e82ee2434ba4ea50feedb45c86eac31a9d26f1 100644
--- a/all_data_tasks/37/default.jsonl
+++ b/all_data_tasks/37/default.jsonl
@@ -1,25 +1,24 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98}
-{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
-{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
-{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77}
-{"index":14,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
-{"index":16,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
-{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
-{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
-{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
-{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
-{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
-{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
-{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
-{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
-{"index":6,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
-{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
-{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
-{"index":1,"Rank":21,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
-{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
-{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75}
+{"index":14,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
+{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
+{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
+{"index":4,"Rank":4,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77}
+{"index":13,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
+{"index":15,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
+{"index":22,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
+{"index":10,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
+{"index":23,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
+{"index":20,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
+{"index":16,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
+{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
+{"index":5,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
+{"index":9,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
+{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
+{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
+{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
+{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
+{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
+{"index":18,"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
+{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84}
+{"index":19,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75}
diff --git a/all_data_tasks/38/default.jsonl b/all_data_tasks/38/default.jsonl
index dcf6aaa1f46c1df70e63da7188351aef04f4bf31..100a8100f7c68512a1b58394f658d887fb059fbd 100644
--- a/all_data_tasks/38/default.jsonl
+++ b/all_data_tasks/38/default.jsonl
@@ -1,25 +1,23 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13}
-{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35}
-{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26}
-{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15}
-{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69}
-{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87}
-{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77}
-{"index":24,"Rank":8,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48}
-{"index":14,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64}
-{"index":16,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46}
-{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32}
-{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34}
-{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22}
-{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43}
-{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03}
-{"index":6,"Rank":18,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82}
-{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72}
-{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16}
-{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68}
+{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35}
+{"index":10,"Rank":2,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26}
+{"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15}
+{"index":4,"Rank":4,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87}
+{"index":22,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77}
+{"index":23,"Rank":7,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48}
+{"index":13,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64}
+{"index":15,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46}
+{"index":20,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55}
+{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32}
+{"index":16,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34}
+{"index":5,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22}
+{"index":9,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03}
+{"index":6,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82}
+{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72}
+{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16}
+{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95}
+{"index":17,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56}
diff --git a/all_data_tasks/4/default.jsonl b/all_data_tasks/4/default.jsonl
index ba9fb78256dd8691b333c36ab69e6d9bbf0d15b3..42cdb2fc74ad830c75d6ab7f842cd33aae609f6e 100644
--- a/all_data_tasks/4/default.jsonl
+++ b/all_data_tasks/4/default.jsonl
@@ -26,11 +26,11 @@
{"index":1,"Rank":26,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":55.7,"ArguAna":62.18,"ClimateFEVER":33.21,"CQADupstackRetrieval":48.89,"DBPedia":47.12,"FEVER":86.96,"FiQA2018":59.24,"HotpotQA":71.33,"MSMARCO":32.58,"NFCorpus":40.33,"NQ":61.28,"QuoraRetrieval":88.18,"SCIDOCS":20.34,"SciFact":75.42,"Touche2020":25.86,"TRECCOVID":82.62}
{"index":8,"Rank":27,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.58,"ArguAna":58.73,"ClimateFEVER":37.47,"CQADupstackRetrieval":45.11,"DBPedia":43.42,"FEVER":89.71,"FiQA2018":44.79,"HotpotQA":70.46,"MSMARCO":39.66,"NFCorpus":43.33,"NQ":60.65,"QuoraRetrieval":87.83,"SCIDOCS":23.19,"SciFact":73.64,"Touche2020":36.83,"TRECCOVID":78.92}
{"index":191,"Rank":28,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":55.52,"ArguAna":58.52,"ClimateFEVER":34.56,"CQADupstackRetrieval":46.91,"DBPedia":46.83,"FEVER":91.22,"FiQA2018":54.51,"HotpotQA":76.41,"MSMARCO":43.25,"NFCorpus":39.55,"NQ":62.31,"QuoraRetrieval":89.34,"SCIDOCS":20.17,"SciFact":73.99,"Touche2020":18.52,"TRECCOVID":76.66}
-{"index":306,"Rank":29,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.44,"ArguAna":58.05,"ClimateFEVER":30.27,"CQADupstackRetrieval":47.54,"DBPedia":44.76,"FEVER":87.94,"FiQA2018":55.0,"HotpotQA":71.58,"MSMARCO":40.24,"NFCorpus":42.07,"NQ":61.27,"QuoraRetrieval":89.05,"SCIDOCS":23.11,"SciFact":77.77,"Touche2020":23.35,"TRECCOVID":79.56}
-{"index":110,"Rank":30,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
-{"index":285,"Rank":31,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
-{"index":288,"Rank":32,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
-{"index":289,"Rank":33,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":307,"Rank":29,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.44,"ArguAna":58.05,"ClimateFEVER":30.27,"CQADupstackRetrieval":47.54,"DBPedia":44.76,"FEVER":87.94,"FiQA2018":55.0,"HotpotQA":71.58,"MSMARCO":40.24,"NFCorpus":42.07,"NQ":61.27,"QuoraRetrieval":89.05,"SCIDOCS":23.11,"SciFact":77.77,"Touche2020":23.35,"TRECCOVID":79.56}
+{"index":285,"Rank":30,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":289,"Rank":31,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":110,"Rank":32,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":288,"Rank":33,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
{"index":48,"Rank":34,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":55.09,"ArguAna":59.49,"ClimateFEVER":28.69,"CQADupstackRetrieval":47.63,"DBPedia":46.54,"FEVER":85.02,"FiQA2018":49.89,"HotpotQA":73.83,"MSMARCO":35.55,"NFCorpus":39.05,"NQ":63.87,"QuoraRetrieval":87.7,"SCIDOCS":23.06,"SciFact":77.02,"Touche2020":27.97,"TRECCOVID":81.07}
{"index":36,"Rank":35,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.0,"ArguAna":61.52,"ClimateFEVER":38.43,"CQADupstackRetrieval":41.53,"DBPedia":43.36,"FEVER":88.97,"FiQA2018":42.19,"HotpotQA":70.72,"MSMARCO":42.93,"NFCorpus":38.57,"NQ":61.56,"QuoraRetrieval":88.72,"SCIDOCS":20.31,"SciFact":71.83,"Touche2020":32.42,"TRECCOVID":81.92}
{"index":108,"Rank":36,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":54.91,"ArguAna":56.44,"ClimateFEVER":39.37,"CQADupstackRetrieval":43.81,"DBPedia":44.73,"FEVER":89.02,"FiQA2018":42.4,"HotpotQA":73.65,"MSMARCO":41.77,"NFCorpus":36.77,"NQ":62.43,"QuoraRetrieval":87.42,"SCIDOCS":21.1,"SciFact":73.55,"Touche2020":31.47,"TRECCOVID":79.65}
@@ -45,19 +45,19 @@
{"index":60,"Rank":45,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":53.46,"ArguAna":66.18,"ClimateFEVER":33.13,"CQADupstackRetrieval":42.74,"DBPedia":42.84,"FEVER":85.44,"FiQA2018":44.93,"HotpotQA":72.49,"MSMARCO":41.46,"NFCorpus":37.9,"NQ":55.12,"QuoraRetrieval":89.07,"SCIDOCS":23.69,"SciFact":75.14,"Touche2020":24.42,"TRECCOVID":67.33}
{"index":129,"Rank":46,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":53.44,"ArguAna":63.38,"ClimateFEVER":33.99,"CQADupstackRetrieval":43.44,"DBPedia":42.96,"FEVER":86.55,"FiQA2018":44.3,"HotpotQA":70.46,"MSMARCO":41.39,"NFCorpus":38.65,"NQ":56.09,"QuoraRetrieval":88.98,"SCIDOCS":24.06,"SciFact":74.72,"Touche2020":23.45,"TRECCOVID":69.13}
{"index":277,"Rank":47,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":53.3,"ArguAna":65.99,"ClimateFEVER":30.37,"CQADupstackRetrieval":43.39,"DBPedia":43.31,"FEVER":83.58,"FiQA2018":45.01,"HotpotQA":71.26,"MSMARCO":41.63,"NFCorpus":39.13,"NQ":55.13,"QuoraRetrieval":89.12,"SCIDOCS":23.79,"SciFact":75.25,"Touche2020":23.11,"TRECCOVID":69.38}
-{"index":21,"Rank":48,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":193,"Rank":49,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":194,"Rank":50,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":192,"Rank":51,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":195,"Rank":52,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":193,"Rank":48,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":21,"Rank":49,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":195,"Rank":50,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":194,"Rank":51,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":192,"Rank":52,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
{"index":223,"Rank":53,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":53.01,"ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":39.61,"DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
-{"index":30,"Rank":54,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
+{"index":28,"Rank":54,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
{"index":216,"Rank":55,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
{"index":29,"Rank":56,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
-{"index":31,"Rank":57,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
-{"index":28,"Rank":58,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
-{"index":175,"Rank":59,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
-{"index":59,"Rank":60,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
+{"index":30,"Rank":57,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
+{"index":31,"Rank":58,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
+{"index":59,"Rank":59,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
+{"index":175,"Rank":60,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
{"index":0,"Rank":61,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":52.44,"ArguAna":56.27,"ClimateFEVER":29.35,"CQADupstackRetrieval":45.41,"DBPedia":41.91,"FEVER":82.61,"FiQA2018":55.54,"HotpotQA":64.65,"MSMARCO":31.12,"NFCorpus":37.81,"NQ":57.37,"QuoraRetrieval":87.89,"SCIDOCS":18.21,"SciFact":70.86,"Touche2020":27.4,"TRECCOVID":80.13}
{"index":221,"Rank":62,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.4,"ArguAna":47.45,"ClimateFEVER":40.7,"CQADupstackRetrieval":39.06,"DBPedia":42.96,"FEVER":85.7,"FiQA2018":36.92,"HotpotQA":71.48,"MSMARCO":42.29,"NFCorpus":33.31,"NQ":58.83,"QuoraRetrieval":87.87,"SCIDOCS":17.88,"SciFact":70.12,"Touche2020":29.24,"TRECCOVID":82.12}
{"index":127,"Rank":63,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":52.31,"ArguAna":62.62,"ClimateFEVER":31.49,"CQADupstackRetrieval":43.2,"DBPedia":41.7,"FEVER":86.65,"FiQA2018":40.64,"HotpotQA":68.92,"MSMARCO":40.64,"NFCorpus":37.64,"NQ":53.43,"QuoraRetrieval":88.81,"SCIDOCS":23.47,"SciFact":75.29,"Touche2020":20.58,"TRECCOVID":69.6}
@@ -68,35 +68,35 @@
{"index":199,"Rank":68,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":51.92,"ArguAna":64.56,"ClimateFEVER":27.29,"CQADupstackRetrieval":42.39,"DBPedia":41.79,"FEVER":83.69,"FiQA2018":44.3,"HotpotQA":74.33,"MSMARCO":42.03,"NFCorpus":36.91,"NQ":51.77,"QuoraRetrieval":89.09,"SCIDOCS":19.58,"SciFact":73.42,"Touche2020":23.54,"TRECCOVID":64.14}
{"index":183,"Rank":69,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":51.8,"ArguAna":64.07,"ClimateFEVER":28.74,"CQADupstackRetrieval":41.14,"DBPedia":42.51,"FEVER":81.38,"FiQA2018":42.64,"HotpotQA":72.37,"MSMARCO":40.66,"NFCorpus":38.43,"NQ":51.55,"QuoraRetrieval":88.74,"SCIDOCS":20.16,"SciFact":75.41,"Touche2020":22.6,"TRECCOVID":66.57}
{"index":26,"Rank":70,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":51.68,"ArguAna":59.55,"ClimateFEVER":31.84,"CQADupstackRetrieval":39.05,"DBPedia":40.03,"FEVER":86.64,"FiQA2018":40.34,"HotpotQA":69.94,"MSMARCO":40.83,"NFCorpus":34.3,"NQ":50.18,"QuoraRetrieval":88.78,"SCIDOCS":20.52,"SciFact":71.28,"Touche2020":26.04,"TRECCOVID":75.9}
-{"index":305,"Rank":71,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.66,"ArguAna":55.6,"ClimateFEVER":25.8,"CQADupstackRetrieval":42.28,"DBPedia":40.8,"FEVER":84.57,"FiQA2018":50.33,"HotpotQA":62.69,"MSMARCO":37.93,"NFCorpus":37.94,"NQ":56.64,"QuoraRetrieval":88.22,"SCIDOCS":20.44,"SciFact":73.1,"Touche2020":22.31,"TRECCOVID":76.24}
+{"index":306,"Rank":71,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.66,"ArguAna":55.6,"ClimateFEVER":25.8,"CQADupstackRetrieval":42.28,"DBPedia":40.8,"FEVER":84.57,"FiQA2018":50.33,"HotpotQA":62.69,"MSMARCO":37.93,"NFCorpus":37.94,"NQ":56.64,"QuoraRetrieval":88.22,"SCIDOCS":20.44,"SciFact":73.1,"Touche2020":22.31,"TRECCOVID":76.24}
{"index":74,"Rank":72,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":51.44,"ArguAna":51.66,"ClimateFEVER":33.49,"CQADupstackRetrieval":41.73,"DBPedia":43.58,"FEVER":86.81,"FiQA2018":41.0,"HotpotQA":63.85,"MSMARCO":38.32,"NFCorpus":37.12,"NQ":53.89,"QuoraRetrieval":87.37,"SCIDOCS":17.96,"SciFact":72.08,"Touche2020":22.31,"TRECCOVID":80.41}
{"index":139,"Rank":73,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
-{"index":58,"Rank":74,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
-{"index":262,"Rank":75,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
-{"index":217,"Rank":76,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":51.43,"ArguAna":54.66,"ClimateFEVER":27.01,"CQADupstackRetrieval":38.47,"DBPedia":42.07,"FEVER":77.32,"FiQA2018":39.02,"HotpotQA":64.12,"MSMARCO":43.33,"NFCorpus":35.31,"NQ":61.43,"QuoraRetrieval":88.33,"SCIDOCS":18.7,"SciFact":71.51,"Touche2020":27.86,"TRECCOVID":82.31}
+{"index":217,"Rank":74,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":51.43,"ArguAna":54.66,"ClimateFEVER":27.01,"CQADupstackRetrieval":38.47,"DBPedia":42.07,"FEVER":77.32,"FiQA2018":39.02,"HotpotQA":64.12,"MSMARCO":43.33,"NFCorpus":35.31,"NQ":61.43,"QuoraRetrieval":88.33,"SCIDOCS":18.7,"SciFact":71.51,"Touche2020":27.86,"TRECCOVID":82.31}
+{"index":58,"Rank":75,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
+{"index":262,"Rank":76,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
{"index":206,"Rank":77,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":51.42,"ArguAna":63.63,"ClimateFEVER":30.73,"CQADupstackRetrieval":39.46,"DBPedia":40.74,"FEVER":82.24,"FiQA2018":41.75,"HotpotQA":63.0,"MSMARCO":38.03,"NFCorpus":37.35,"NQ":54.84,"QuoraRetrieval":88.14,"SCIDOCS":22.78,"SciFact":74.12,"Touche2020":25.89,"TRECCOVID":68.64}
{"index":174,"Rank":78,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.4,"ArguAna":54.36,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.81,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.95,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.45,"SciFact":70.42,"Touche2020":23.13,"TRECCOVID":71.21}
{"index":35,"Rank":79,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.34,"ArguAna":50.81,"ClimateFEVER":28.9,"CQADupstackRetrieval":38.89,"DBPedia":41.03,"FEVER":87.64,"FiQA2018":38.83,"HotpotQA":66.79,"MSMARCO":41.33,"NFCorpus":33.65,"NQ":57.99,"QuoraRetrieval":88.11,"SCIDOCS":18.1,"SciFact":66.69,"Touche2020":31.93,"TRECCOVID":79.36}
{"index":125,"Rank":80,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.31,"ArguAna":51.31,"ClimateFEVER":22.76,"CQADupstackRetrieval":45.27,"DBPedia":36.95,"FEVER":88.17,"FiQA2018":44.8,"HotpotQA":64.15,"MSMARCO":38.0,"NFCorpus":33.94,"NQ":55.1,"QuoraRetrieval":88.41,"SCIDOCS":21.98,"SciFact":70.52,"Touche2020":27.48,"TRECCOVID":80.75}
{"index":266,"Rank":81,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":51.14,"ArguAna":57.12,"ClimateFEVER":28.1,"CQADupstackRetrieval":42.91,"DBPedia":41.19,"FEVER":81.52,"FiQA2018":40.76,"HotpotQA":65.75,"MSMARCO":40.21,"NFCorpus":37.9,"NQ":52.84,"QuoraRetrieval":88.15,"SCIDOCS":23.13,"SciFact":76.18,"Touche2020":22.55,"TRECCOVID":68.78}
-{"index":307,"Rank":82,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.08,"ArguAna":55.49,"ClimateFEVER":26.86,"CQADupstackRetrieval":42.58,"DBPedia":39.97,"FEVER":79.42,"FiQA2018":44.91,"HotpotQA":63.63,"MSMARCO":37.02,"NFCorpus":38.33,"NQ":52.86,"QuoraRetrieval":88.83,"SCIDOCS":20.8,"SciFact":73.37,"Touche2020":24.28,"TRECCOVID":77.9}
+{"index":308,"Rank":82,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.08,"ArguAna":55.49,"ClimateFEVER":26.86,"CQADupstackRetrieval":42.58,"DBPedia":39.97,"FEVER":79.42,"FiQA2018":44.91,"HotpotQA":63.63,"MSMARCO":37.02,"NFCorpus":38.33,"NQ":52.86,"QuoraRetrieval":88.83,"SCIDOCS":20.8,"SciFact":73.37,"Touche2020":24.28,"TRECCOVID":77.9}
{"index":20,"Rank":83,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":51.08,"ArguAna":58.23,"ClimateFEVER":34.83,"CQADupstackRetrieval":38.12,"DBPedia":40.12,"FEVER":92.11,"FiQA2018":45.01,"HotpotQA":63.04,"MSMARCO":39.92,"NFCorpus":36.65,"NQ":58.11,"QuoraRetrieval":88.02,"SCIDOCS":18.24,"SciFact":73.43,"Touche2020":22.82,"TRECCOVID":57.56}
{"index":220,"Rank":84,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.81,"ArguAna":45.44,"ClimateFEVER":39.63,"CQADupstackRetrieval":37.61,"DBPedia":39.42,"FEVER":84.4,"FiQA2018":35.0,"HotpotQA":67.78,"MSMARCO":41.38,"NFCorpus":32.54,"NQ":57.1,"QuoraRetrieval":87.65,"SCIDOCS":16.76,"SciFact":68.24,"Touche2020":28.49,"TRECCOVID":80.65}
{"index":264,"Rank":85,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Average":50.78,"ArguAna":48.27,"ClimateFEVER":29.61,"CQADupstackRetrieval":35.76,"DBPedia":40.51,"FEVER":80.14,"FiQA2018":41.08,"HotpotQA":63.19,"MSMARCO":42.72,"NFCorpus":37.82,"NQ":56.39,"QuoraRetrieval":88.1,"SCIDOCS":17.48,"SciFact":71.63,"Touche2020":25.66,"TRECCOVID":83.4}
{"index":169,"Rank":86,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.56,"ArguAna":46.42,"ClimateFEVER":22.21,"CQADupstackRetrieval":37.89,"DBPedia":44.02,"FEVER":82.83,"FiQA2018":41.14,"HotpotQA":73.13,"MSMARCO":43.46,"NFCorpus":37.13,"NQ":63.44,"QuoraRetrieval":86.84,"SCIDOCS":20.51,"SciFact":72.24,"Touche2020":20.67,"TRECCOVID":66.54}
{"index":130,"Rank":87,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.43,"ArguAna":59.12,"ClimateFEVER":31.83,"CQADupstackRetrieval":39.89,"DBPedia":39.76,"FEVER":86.92,"FiQA2018":39.15,"HotpotQA":65.2,"MSMARCO":39.73,"NFCorpus":34.69,"NQ":48.69,"QuoraRetrieval":88.43,"SCIDOCS":21.89,"SciFact":70.86,"Touche2020":21.19,"TRECCOVID":69.14}
-{"index":155,"Rank":88,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
-{"index":167,"Rank":89,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
+{"index":167,"Rank":88,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
+{"index":155,"Rank":89,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
{"index":91,"Rank":90,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":50.25,"ArguAna":51.38,"ClimateFEVER":30.46,"CQADupstackRetrieval":39.4,"DBPedia":39.87,"FEVER":78.24,"FiQA2018":37.2,"HotpotQA":59.26,"MSMARCO":39.91,"NFCorpus":36.21,"NQ":52.41,"QuoraRetrieval":84.58,"SCIDOCS":19.87,"SciFact":74.7,"Touche2020":25.43,"TRECCOVID":84.88}
{"index":37,"Rank":91,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.15,"ArguAna":53.37,"ClimateFEVER":24.8,"CQADupstackRetrieval":38.09,"DBPedia":38.05,"FEVER":85.52,"FiQA2018":36.16,"HotpotQA":66.88,"MSMARCO":40.49,"NFCorpus":32.12,"NQ":55.51,"QuoraRetrieval":87.85,"SCIDOCS":17.1,"SciFact":67.95,"Touche2020":29.48,"TRECCOVID":78.93}
{"index":112,"Rank":92,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":50.15,"ArguAna":52.08,"ClimateFEVER":29.88,"CQADupstackRetrieval":40.12,"DBPedia":40.2,"FEVER":83.4,"FiQA2018":34.52,"HotpotQA":65.25,"MSMARCO":39.43,"NFCorpus":30.89,"NQ":54.76,"QuoraRetrieval":86.57,"SCIDOCS":18.36,"SciFact":64.51,"Touche2020":32.79,"TRECCOVID":79.43}
{"index":165,"Rank":93,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":50.1,"ArguAna":60.63,"ClimateFEVER":29.0,"CQADupstackRetrieval":41.14,"DBPedia":39.64,"FEVER":79.13,"FiQA2018":38.62,"HotpotQA":68.22,"MSMARCO":40.95,"NFCorpus":37.51,"NQ":50.2,"QuoraRetrieval":88.72,"SCIDOCS":18.58,"SciFact":72.51,"Touche2020":21.9,"TRECCOVID":64.79}
-{"index":308,"Rank":94,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.02,"ArguAna":55.98,"ClimateFEVER":27.08,"CQADupstackRetrieval":34.27,"DBPedia":42.7,"FEVER":78.55,"FiQA2018":41.57,"HotpotQA":67.01,"MSMARCO":38.9,"NFCorpus":36.66,"NQ":55.84,"QuoraRetrieval":84.69,"SCIDOCS":16.24,"SciFact":71.8,"Touche2020":26.27,"TRECCOVID":72.72}
+{"index":309,"Rank":94,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.02,"ArguAna":55.98,"ClimateFEVER":27.08,"CQADupstackRetrieval":34.27,"DBPedia":42.7,"FEVER":78.55,"FiQA2018":41.57,"HotpotQA":67.01,"MSMARCO":38.9,"NFCorpus":36.66,"NQ":55.84,"QuoraRetrieval":84.69,"SCIDOCS":16.24,"SciFact":71.8,"Touche2020":26.27,"TRECCOVID":72.72}
{"index":168,"Rank":95,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":49.99,"ArguAna":49.35,"ClimateFEVER":22.4,"CQADupstackRetrieval":39.44,"DBPedia":42.39,"FEVER":65.03,"FiQA2018":38.56,"HotpotQA":63.33,"MSMARCO":44.05,"NFCorpus":36.07,"NQ":62.86,"QuoraRetrieval":88.18,"SCIDOCS":20.12,"SciFact":72.58,"Touche2020":27.21,"TRECCOVID":78.32}
{"index":268,"Rank":96,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":49.46,"ArguAna":55.44,"ClimateFEVER":26.54,"CQADupstackRetrieval":39.98,"DBPedia":39.1,"FEVER":81.55,"FiQA2018":39.35,"HotpotQA":63.79,"MSMARCO":40.31,"NFCorpus":34.77,"NQ":50.29,"QuoraRetrieval":88.02,"SCIDOCS":21.38,"SciFact":72.7,"Touche2020":22.22,"TRECCOVID":66.53}
{"index":182,"Rank":97,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":49.34,"ArguAna":52.21,"ClimateFEVER":26.79,"CQADupstackRetrieval":39.29,"DBPedia":37.62,"FEVER":73.98,"FiQA2018":36.7,"HotpotQA":56.66,"MSMARCO":42.02,"NFCorpus":36.02,"NQ":53.31,"QuoraRetrieval":88.28,"SCIDOCS":18.94,"SciFact":69.29,"Touche2020":25.19,"TRECCOVID":83.82}
{"index":164,"Rank":98,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":49.26,"ArguAna":55.65,"ClimateFEVER":26.54,"CQADupstackRetrieval":43.09,"DBPedia":40.24,"FEVER":70.03,"FiQA2018":46.96,"HotpotQA":55.88,"MSMARCO":41.61,"NFCorpus":36.0,"NQ":57.24,"QuoraRetrieval":88.85,"SCIDOCS":17.36,"SciFact":64.56,"Touche2020":23.44,"TRECCOVID":71.4}
-{"index":304,"Rank":99,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.25,"ArguAna":57.44,"ClimateFEVER":21.64,"CQADupstackRetrieval":41.69,"DBPedia":39.39,"FEVER":74.99,"FiQA2018":44.41,"HotpotQA":60.9,"MSMARCO":40.91,"NFCorpus":36.97,"NQ":51.58,"QuoraRetrieval":87.6,"SCIDOCS":18.36,"SciFact":72.75,"Touche2020":21.61,"TRECCOVID":68.47}
+{"index":305,"Rank":99,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.25,"ArguAna":57.44,"ClimateFEVER":21.64,"CQADupstackRetrieval":41.69,"DBPedia":39.39,"FEVER":74.99,"FiQA2018":44.41,"HotpotQA":60.9,"MSMARCO":40.91,"NFCorpus":36.97,"NQ":51.58,"QuoraRetrieval":87.6,"SCIDOCS":18.36,"SciFact":72.75,"Touche2020":21.61,"TRECCOVID":68.47}
{"index":172,"Rank":100,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":49.04,"ArguAna":41.67,"ClimateFEVER":22.87,"CQADupstackRetrieval":37.07,"DBPedia":41.32,"FEVER":81.64,"FiQA2018":37.43,"HotpotQA":66.61,"MSMARCO":41.46,"NFCorpus":32.45,"NQ":59.11,"QuoraRetrieval":85.71,"SCIDOCS":17.77,"SciFact":68.85,"Touche2020":27.12,"TRECCOVID":74.53}
{"index":173,"Rank":101,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":48.87,"ArguAna":44.21,"ClimateFEVER":23.86,"CQADupstackRetrieval":38.52,"DBPedia":40.36,"FEVER":79.44,"FiQA2018":38.15,"HotpotQA":68.56,"MSMARCO":42.27,"NFCorpus":32.49,"NQ":60.02,"QuoraRetrieval":87.65,"SCIDOCS":17.17,"SciFact":69.39,"Touche2020":21.5,"TRECCOVID":69.5}
{"index":166,"Rank":102,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":48.75,"ArguAna":51.41,"ClimateFEVER":15.38,"CQADupstackRetrieval":38.92,"DBPedia":41.02,"FEVER":58.24,"FiQA2018":36.37,"HotpotQA":62.21,"MSMARCO":43.14,"NFCorpus":36.59,"NQ":59.97,"QuoraRetrieval":87.92,"SCIDOCS":18.99,"SciFact":73.08,"Touche2020":28.31,"TRECCOVID":79.64}
@@ -164,7 +164,7 @@
{"index":89,"Rank":164,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":20.9,"ArguAna":31.04,"ClimateFEVER":11.01,"CQADupstackRetrieval":20.29,"DBPedia":10.87,"FEVER":18.4,"FiQA2018":8.94,"HotpotQA":17.73,"MSMARCO":6.27,"NFCorpus":11.8,"NQ":7.63,"QuoraRetrieval":78.96,"SCIDOCS":7.13,"SciFact":31.79,"Touche2020":12.27,"TRECCOVID":39.31}
{"index":230,"Rank":165,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":20.29,"ArguAna":38.34,"ClimateFEVER":11.8,"CQADupstackRetrieval":13.22,"DBPedia":15.04,"FEVER":21.06,"FiQA2018":9.84,"HotpotQA":19.75,"MSMARCO":9.35,"NFCorpus":9.88,"NQ":11.69,"QuoraRetrieval":78.03,"SCIDOCS":5.5,"SciFact":25.72,"Touche2020":8.9,"TRECCOVID":26.2}
{"index":239,"Rank":166,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":18.99,"ArguAna":34.18,"ClimateFEVER":3.83,"CQADupstackRetrieval":18.75,"DBPedia":15.57,"FEVER":12.18,"FiQA2018":7.0,"HotpotQA":18.75,"MSMARCO":7.6,"NFCorpus":16.54,"NQ":8.42,"QuoraRetrieval":77.03,"SCIDOCS":5.63,"SciFact":38.2,"Touche2020":4.88,"TRECCOVID":16.34}
-{"index":300,"Rank":167,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.36,"ArguAna":39.65,"ClimateFEVER":2.83,"CQADupstackRetrieval":10.17,"DBPedia":3.48,"FEVER":4.45,"FiQA2018":7.54,"HotpotQA":12.6,"MSMARCO":10.53,"NFCorpus":20.59,"NQ":2.02,"QuoraRetrieval":82.18,"SCIDOCS":6.28,"SciFact":45.46,"Touche2020":3.1,"TRECCOVID":24.56}
+{"index":301,"Rank":167,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.36,"ArguAna":39.65,"ClimateFEVER":2.83,"CQADupstackRetrieval":10.17,"DBPedia":3.48,"FEVER":4.45,"FiQA2018":7.54,"HotpotQA":12.6,"MSMARCO":10.53,"NFCorpus":20.59,"NQ":2.02,"QuoraRetrieval":82.18,"SCIDOCS":6.28,"SciFact":45.46,"Touche2020":3.1,"TRECCOVID":24.56}
{"index":243,"Rank":168,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.88,"ArguAna":32.67,"ClimateFEVER":6.86,"CQADupstackRetrieval":14.6,"DBPedia":4.14,"FEVER":5.45,"FiQA2018":5.64,"HotpotQA":5.46,"MSMARCO":5.59,"NFCorpus":0.85,"NQ":5.99,"QuoraRetrieval":64.65,"SCIDOCS":0.0,"SciFact":47.88,"Touche2020":8.46,"TRECCOVID":29.91}
{"index":156,"Rank":169,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":13.47,"ArguAna":18.3,"ClimateFEVER":1.79,"CQADupstackRetrieval":8.87,"DBPedia":3.92,"FEVER":1.59,"FiQA2018":3.0,"HotpotQA":12.96,"MSMARCO":3.0,"NFCorpus":5.59,"NQ":0.89,"QuoraRetrieval":78.62,"SCIDOCS":1.79,"SciFact":35.29,"Touche2020":1.68,"TRECCOVID":24.82}
{"index":133,"Rank":170,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":10.59,"ArguAna":28.29,"ClimateFEVER":5.41,"CQADupstackRetrieval":5.51,"DBPedia":4.13,"FEVER":3.3,"FiQA2018":2.19,"HotpotQA":8.26,"MSMARCO":1.91,"NFCorpus":4.3,"NQ":2.62,"QuoraRetrieval":61.03,"SCIDOCS":2.82,"SciFact":13.34,"Touche2020":0.97,"TRECCOVID":14.74}
@@ -200,8 +200,9 @@
{"index":279,"Rank":292,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","ArguAna":0.44,"ClimateFEVER":0.11,"CQADupstackRetrieval":"","DBPedia":0.28,"FEVER":0.25,"FiQA2018":0.16,"HotpotQA":0.3,"MSMARCO":0.2,"NFCorpus":0.23,"NQ":0.21,"QuoraRetrieval":0.84,"SCIDOCS":0.15,"SciFact":0.51,"Touche2020":0.12,"TRECCOVID":0.37}
{"index":280,"Rank":293,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":44.18,"ClimateFEVER":23.53,"CQADupstackRetrieval":"","DBPedia":35.05,"FEVER":72.33,"FiQA2018":41.58,"HotpotQA":61.38,"MSMARCO":40.92,"NFCorpus":32.45,"NQ":60.44,"QuoraRetrieval":88.2,"SCIDOCS":19.86,"SciFact":66.68,"Touche2020":26.24,"TRECCOVID":65.91}
{"index":284,"Rank":297,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.87,"ClimateFEVER":19.68,"CQADupstackRetrieval":"","DBPedia":36.06,"FEVER":69.98,"FiQA2018":35.49,"HotpotQA":65.0,"MSMARCO":68.72,"NFCorpus":31.81,"NQ":52.15,"QuoraRetrieval":85.02,"SCIDOCS":17.36,"SciFact":67.97,"Touche2020":13.23,"TRECCOVID":52.61}
-{"index":295,"Rank":302,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.91,"ClimateFEVER":18.5,"CQADupstackRetrieval":"","DBPedia":36.2,"FEVER":72.1,"FiQA2018":38.41,"HotpotQA":59.39,"MSMARCO":37.94,"NFCorpus":33.17,"NQ":42.81,"QuoraRetrieval":70.57,"SCIDOCS":14.83,"SciFact":67.25,"Touche2020":28.68,"TRECCOVID":72.43}
-{"index":297,"Rank":304,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":49.2,"ClimateFEVER":19.9,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.0,"FiQA2018":42.2,"HotpotQA":63.1,"MSMARCO":"","NFCorpus":36.7,"NQ":"","QuoraRetrieval":69.7,"SCIDOCS":"","SciFact":70.4,"Touche2020":29.7,"TRECCOVID":58.5}
-{"index":298,"Rank":305,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.98,"ClimateFEVER":19.4,"CQADupstackRetrieval":"","DBPedia":"","FEVER":75.6,"FiQA2018":45.21,"HotpotQA":64.8,"MSMARCO":"","NFCorpus":38.01,"NQ":"","QuoraRetrieval":67.7,"SCIDOCS":17.74,"SciFact":74.35,"Touche2020":30.9,"TRECCOVID":56.14}
-{"index":299,"Rank":306,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":43.5,"ClimateFEVER":22.3,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.5,"FiQA2018":51.2,"HotpotQA":68.8,"MSMARCO":"","NFCorpus":40.7,"NQ":"","QuoraRetrieval":63.8,"SCIDOCS":"","SciFact":75.4,"Touche2020":29.1,"TRECCOVID":64.9}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":5.14,"HotpotQA":"","MSMARCO":"","NFCorpus":19.96,"NQ":"","QuoraRetrieval":83.11,"SCIDOCS":"","SciFact":46.68,"Touche2020":"","TRECCOVID":7.61}
+{"index":295,"Rank":302,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":"","DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
+{"index":296,"Rank":303,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.91,"ClimateFEVER":18.5,"CQADupstackRetrieval":"","DBPedia":36.2,"FEVER":72.1,"FiQA2018":38.41,"HotpotQA":59.39,"MSMARCO":37.94,"NFCorpus":33.17,"NQ":42.81,"QuoraRetrieval":70.57,"SCIDOCS":14.83,"SciFact":67.25,"Touche2020":28.68,"TRECCOVID":72.43}
+{"index":298,"Rank":305,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":49.2,"ClimateFEVER":19.9,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.0,"FiQA2018":42.2,"HotpotQA":63.1,"MSMARCO":"","NFCorpus":36.7,"NQ":"","QuoraRetrieval":69.7,"SCIDOCS":"","SciFact":70.4,"Touche2020":29.7,"TRECCOVID":58.5}
+{"index":299,"Rank":306,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.98,"ClimateFEVER":19.4,"CQADupstackRetrieval":"","DBPedia":"","FEVER":75.6,"FiQA2018":45.21,"HotpotQA":64.8,"MSMARCO":"","NFCorpus":38.01,"NQ":"","QuoraRetrieval":67.7,"SCIDOCS":17.74,"SciFact":74.35,"Touche2020":30.9,"TRECCOVID":56.14}
+{"index":300,"Rank":307,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":43.5,"ClimateFEVER":22.3,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.5,"FiQA2018":51.2,"HotpotQA":68.8,"MSMARCO":"","NFCorpus":40.7,"NQ":"","QuoraRetrieval":63.8,"SCIDOCS":"","SciFact":75.4,"Touche2020":29.1,"TRECCOVID":64.9}
+{"index":303,"Rank":309,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":5.14,"HotpotQA":"","MSMARCO":"","NFCorpus":19.96,"NQ":"","QuoraRetrieval":83.11,"SCIDOCS":"","SciFact":46.68,"Touche2020":"","TRECCOVID":7.61}
diff --git a/all_data_tasks/40/default.jsonl b/all_data_tasks/40/default.jsonl
index 896cc37337aa4978ee4a7172836f08331d93e736..2444cbfe5c39f6792920bd6829e82b1c58898274 100644
--- a/all_data_tasks/40/default.jsonl
+++ b/all_data_tasks/40/default.jsonl
@@ -1,8 +1,8 @@
-{"index":36,"Rank":1,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
-{"index":79,"Rank":2,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
-{"index":35,"Rank":3,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
-{"index":124,"Rank":4,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
-{"index":58,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
+{"index":79,"Rank":1,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
+{"index":36,"Rank":2,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
+{"index":58,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
+{"index":35,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
+{"index":124,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
{"index":78,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.48,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.91,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":86.41,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":59.43,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
{"index":76,"Rank":7,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":66.64,"AmazonCounterfactualClassification (de)":74.05,"AmazonCounterfactualClassification (ja)":77.22,"AmazonReviewsClassification (de)":53.26,"AmazonReviewsClassification (es)":50.33,"AmazonReviewsClassification (fr)":36.71,"AmazonReviewsClassification (ja)":48.69,"AmazonReviewsClassification (zh)":46.24,"MTOPDomainClassification (de)":92.98,"MTOPDomainClassification (es)":93.37,"MTOPDomainClassification (fr)":74.8,"MTOPDomainClassification (hi)":88.81,"MTOPDomainClassification (th)":85.52,"MTOPIntentClassification (de)":77.77,"MTOPIntentClassification (es)":79.94,"MTOPIntentClassification (fr)":53.97,"MTOPIntentClassification (hi)":72.91,"MTOPIntentClassification (th)":73.24,"MassiveIntentClassification (af)":66.48,"MassiveIntentClassification (am)":44.29,"MassiveIntentClassification (ar)":63.17,"MassiveIntentClassification (az)":64.23,"MassiveIntentClassification (bn)":64.94,"MassiveIntentClassification (cy)":55.48,"MassiveIntentClassification (de)":74.09,"MassiveIntentClassification (el)":68.31,"MassiveIntentClassification (es)":75.09,"MassiveIntentClassification (fa)":72.21,"MassiveIntentClassification (fi)":68.74,"MassiveIntentClassification (fr)":46.39,"MassiveIntentClassification (he)":66.22,"MassiveIntentClassification (hi)":69.45,"MassiveIntentClassification (hu)":69.41,"MassiveIntentClassification (hy)":56.92,"MassiveIntentClassification (id)":72.71,"MassiveIntentClassification (is)":59.91,"MassiveIntentClassification (it)":75.25,"MassiveIntentClassification (ja)":76.36,"MassiveIntentClassification (jv)":57.92,"MassiveIntentClassification (ka)":52.55,"MassiveIntentClassification (km)":46.45,"MassiveIntentClassification (kn)":53.96,"MassiveIntentClassification (ko)":74.21,"MassiveIntentClassification (lv)":59.23,"MassiveIntentClassification (ml)":51.45,"MassiveIntentClassification (mn)":51.38,"MassiveIntentClassification (ms)":69.85,"MassiveIntentClassification (my)":49.15,"MassiveIntentClassification (nl)":74.83,"MassiveIntentClassification (pt)":75.27,"MassiveIntentClassification (ro)":69.63,"MassiveIntentClassification (ru)":76.63,"MassiveIntentClassification (sl)":67.15,"MassiveIntentClassification (sq)":58.84,"MassiveIntentClassification (sw)":57.37,"MassiveIntentClassification (ta)":53.15,"MassiveIntentClassification (te)":51.51,"MassiveIntentClassification (th)":66.91,"MassiveIntentClassification (tl)":68.73,"MassiveIntentClassification (tr)":72.07,"MassiveIntentClassification (ur)":62.09,"MassiveIntentClassification (vi)":71.17,"MassiveIntentClassification (zh-TW)":71.14,"MassiveScenarioClassification (af)":73.37,"MassiveScenarioClassification (am)":47.21,"MassiveScenarioClassification (ar)":69.84,"MassiveScenarioClassification (az)":67.0,"MassiveScenarioClassification (bn)":68.05,"MassiveScenarioClassification (cy)":61.88,"MassiveScenarioClassification (de)":79.03,"MassiveScenarioClassification (el)":72.97,"MassiveScenarioClassification (es)":78.84,"MassiveScenarioClassification (fa)":76.74,"MassiveScenarioClassification (fi)":71.22,"MassiveScenarioClassification (fr)":53.86,"MassiveScenarioClassification (he)":69.64,"MassiveScenarioClassification (hi)":73.51,"MassiveScenarioClassification (hu)":74.06,"MassiveScenarioClassification (hy)":59.55,"MassiveScenarioClassification (id)":77.41,"MassiveScenarioClassification (is)":66.58,"MassiveScenarioClassification (it)":78.39,"MassiveScenarioClassification (ja)":79.62,"MassiveScenarioClassification (jv)":64.29,"MassiveScenarioClassification (ka)":57.52,"MassiveScenarioClassification (km)":52.42,"MassiveScenarioClassification (kn)":58.55,"MassiveScenarioClassification (ko)":78.89,"MassiveScenarioClassification (lv)":63.5,"MassiveScenarioClassification (ml)":54.03,"MassiveScenarioClassification (mn)":54.24,"MassiveScenarioClassification (ms)":75.53,"MassiveScenarioClassification (my)":52.19,"MassiveScenarioClassification (nl)":78.48,"MassiveScenarioClassification (pt)":77.96,"MassiveScenarioClassification (ro)":73.19,"MassiveScenarioClassification (ru)":80.52,"MassiveScenarioClassification (sl)":73.66,"MassiveScenarioClassification (sq)":64.03,"MassiveScenarioClassification (sw)":64.66,"MassiveScenarioClassification (ta)":57.76,"MassiveScenarioClassification (te)":57.27,"MassiveScenarioClassification (th)":72.46,"MassiveScenarioClassification (tl)":73.71,"MassiveScenarioClassification (tr)":75.04,"MassiveScenarioClassification (ur)":67.05,"MassiveScenarioClassification (vi)":75.52,"MassiveScenarioClassification (zh-TW)":76.87}
{"index":77,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":64.32,"AmazonCounterfactualClassification (de)":71.72,"AmazonCounterfactualClassification (ja)":73.33,"AmazonReviewsClassification (de)":41.83,"AmazonReviewsClassification (es)":40.53,"AmazonReviewsClassification (fr)":40.94,"AmazonReviewsClassification (ja)":37.44,"AmazonReviewsClassification (zh)":37.23,"MTOPDomainClassification (de)":89.63,"MTOPDomainClassification (es)":90.59,"MTOPDomainClassification (fr)":84.79,"MTOPDomainClassification (hi)":87.32,"MTOPDomainClassification (th)":86.24,"MTOPIntentClassification (de)":71.23,"MTOPIntentClassification (es)":71.27,"MTOPIntentClassification (fr)":55.51,"MTOPIntentClassification (hi)":69.24,"MTOPIntentClassification (th)":71.71,"MassiveIntentClassification (af)":59.98,"MassiveIntentClassification (am)":53.66,"MassiveIntentClassification (ar)":57.46,"MassiveIntentClassification (az)":62.59,"MassiveIntentClassification (bn)":61.13,"MassiveIntentClassification (cy)":50.06,"MassiveIntentClassification (de)":66.09,"MassiveIntentClassification (el)":64.68,"MassiveIntentClassification (es)":68.4,"MassiveIntentClassification (fa)":67.25,"MassiveIntentClassification (fi)":65.78,"MassiveIntentClassification (fr)":67.95,"MassiveIntentClassification (he)":62.05,"MassiveIntentClassification (hi)":64.95,"MassiveIntentClassification (hu)":64.97,"MassiveIntentClassification (hy)":60.08,"MassiveIntentClassification (id)":66.64,"MassiveIntentClassification (is)":56.39,"MassiveIntentClassification (it)":68.93,"MassiveIntentClassification (ja)":68.94,"MassiveIntentClassification (jv)":54.26,"MassiveIntentClassification (ka)":48.99,"MassiveIntentClassification (km)":44.69,"MassiveIntentClassification (kn)":59.19,"MassiveIntentClassification (ko)":66.34,"MassiveIntentClassification (lv)":60.34,"MassiveIntentClassification (ml)":63.09,"MassiveIntentClassification (mn)":58.76,"MassiveIntentClassification (ms)":62.48,"MassiveIntentClassification (my)":58.56,"MassiveIntentClassification (nl)":67.3,"MassiveIntentClassification (pt)":68.98,"MassiveIntentClassification (ro)":65.54,"MassiveIntentClassification (ru)":69.02,"MassiveIntentClassification (sl)":62.35,"MassiveIntentClassification (sq)":61.23,"MassiveIntentClassification (sw)":56.0,"MassiveIntentClassification (ta)":58.71,"MassiveIntentClassification (te)":59.72,"MassiveIntentClassification (th)":65.6,"MassiveIntentClassification (tl)":60.86,"MassiveIntentClassification (tr)":67.41,"MassiveIntentClassification (ur)":61.52,"MassiveIntentClassification (vi)":66.17,"MassiveIntentClassification (zh-TW)":64.65,"MassiveScenarioClassification (af)":65.09,"MassiveScenarioClassification (am)":58.52,"MassiveScenarioClassification (ar)":62.24,"MassiveScenarioClassification (az)":63.75,"MassiveScenarioClassification (bn)":65.0,"MassiveScenarioClassification (cy)":52.84,"MassiveScenarioClassification (de)":71.95,"MassiveScenarioClassification (el)":70.18,"MassiveScenarioClassification (es)":71.5,"MassiveScenarioClassification (fa)":70.25,"MassiveScenarioClassification (fi)":69.13,"MassiveScenarioClassification (fr)":71.89,"MassiveScenarioClassification (he)":67.44,"MassiveScenarioClassification (hi)":69.16,"MassiveScenarioClassification (hu)":70.75,"MassiveScenarioClassification (hy)":63.14,"MassiveScenarioClassification (id)":70.7,"MassiveScenarioClassification (is)":60.94,"MassiveScenarioClassification (it)":72.32,"MassiveScenarioClassification (ja)":74.65,"MassiveScenarioClassification (jv)":59.69,"MassiveScenarioClassification (ka)":54.37,"MassiveScenarioClassification (km)":48.31,"MassiveScenarioClassification (kn)":62.15,"MassiveScenarioClassification (ko)":72.45,"MassiveScenarioClassification (lv)":62.81,"MassiveScenarioClassification (ml)":68.04,"MassiveScenarioClassification (mn)":61.44,"MassiveScenarioClassification (ms)":66.9,"MassiveScenarioClassification (my)":61.64,"MassiveScenarioClassification (nl)":72.11,"MassiveScenarioClassification (pt)":70.83,"MassiveScenarioClassification (ro)":69.19,"MassiveScenarioClassification (ru)":72.99,"MassiveScenarioClassification (sl)":65.26,"MassiveScenarioClassification (sq)":66.49,"MassiveScenarioClassification (sw)":59.89,"MassiveScenarioClassification (ta)":62.38,"MassiveScenarioClassification (te)":62.59,"MassiveScenarioClassification (th)":71.61,"MassiveScenarioClassification (tl)":62.74,"MassiveScenarioClassification (tr)":71.67,"MassiveScenarioClassification (ur)":64.64,"MassiveScenarioClassification (vi)":70.01,"MassiveScenarioClassification (zh-TW)":70.69}
diff --git a/all_data_tasks/41/default.jsonl b/all_data_tasks/41/default.jsonl
index 3cd999393216fb6b227f8fdd0e0b903d83081adf..a241545232ceee6e21ad61947879f967d2d31803 100644
--- a/all_data_tasks/41/default.jsonl
+++ b/all_data_tasks/41/default.jsonl
@@ -1,292 +1,289 @@
-{"index":21,"Rank":1,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46}
-{"index":161,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.17,"STS17 (ar-ar)":81.87,"STS17 (en-ar)":77.93,"STS17 (en-de)":87.3,"STS17 (en-tr)":72.56,"STS17 (es-en)":88.24,"STS17 (es-es)":87.46,"STS17 (fr-en)":88.06,"STS17 (it-en)":89.68,"STS17 (ko-ko)":83.69,"STS17 (nl-en)":88.25,"STS22 (ar)":54.12,"STS22 (de)":49.12,"STS22 (de-en)":60.92,"STS22 (de-fr)":61.39,"STS22 (de-pl)":54.47,"STS22 (es)":67.0,"STS22 (es-en)":75.84,"STS22 (es-it)":75.04,"STS22 (fr)":69.82,"STS22 (fr-pl)":84.52,"STS22 (it)":75.87,"STS22 (pl)":39.21,"STS22 (pl-en)":73.18,"STS22 (ru)":60.83,"STS22 (tr)":68.72,"STS22 (zh-en)":71.88,"STSBenchmark":88.6}
-{"index":131,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":54,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":252,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":165,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.66,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":117,"Rank":7,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.85,"STS17 (ar-ar)":79.38,"STS17 (en-ar)":58.76,"STS17 (en-de)":76.13,"STS17 (en-tr)":55.53,"STS17 (es-en)":72.26,"STS17 (es-es)":85.06,"STS17 (fr-en)":75.63,"STS17 (it-en)":71.36,"STS17 (ko-ko)":80.79,"STS17 (nl-en)":71.99,"STS22 (ar)":57.44,"STS22 (de)":60.12,"STS22 (de-en)":53.36,"STS22 (de-fr)":58.25,"STS22 (de-pl)":48.47,"STS22 (es)":68.57,"STS22 (es-en)":77.41,"STS22 (es-it)":74.69,"STS22 (fr)":81.47,"STS22 (fr-pl)":73.25,"STS22 (it)":79.28,"STS22 (pl)":42.08,"STS22 (pl-en)":77.5,"STS22 (ru)":61.71,"STS22 (tr)":66.62,"STS22 (zh-en)":69.87,"STSBenchmark":81.95}
-{"index":164,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.84,"STS17 (ar-ar)":74.52,"STS17 (en-ar)":71.27,"STS17 (en-de)":82.09,"STS17 (en-tr)":63.33,"STS17 (es-en)":76.5,"STS17 (es-es)":86.74,"STS17 (fr-en)":80.18,"STS17 (it-en)":80.15,"STS17 (ko-ko)":79.95,"STS17 (nl-en)":79.25,"STS22 (ar)":57.87,"STS22 (de)":55.95,"STS22 (de-en)":54.93,"STS22 (de-fr)":59.47,"STS22 (de-pl)":39.35,"STS22 (es)":66.58,"STS22 (es-en)":73.99,"STS22 (es-it)":66.46,"STS22 (fr)":74.8,"STS22 (fr-pl)":73.25,"STS22 (it)":77.76,"STS22 (pl)":34.07,"STS22 (pl-en)":70.37,"STS22 (ru)":60.66,"STS22 (tr)":63.7,"STS22 (zh-en)":69.92,"STSBenchmark":85.64}
-{"index":167,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.08,"STS17 (ar-ar)":73.03,"STS17 (en-ar)":57.41,"STS17 (en-de)":77.24,"STS17 (en-tr)":55.97,"STS17 (es-en)":72.44,"STS17 (es-es)":84.84,"STS17 (fr-en)":72.29,"STS17 (it-en)":77.33,"STS17 (ko-ko)":78.87,"STS17 (nl-en)":75.38,"STS22 (ar)":56.65,"STS22 (de)":53.45,"STS22 (de-en)":56.49,"STS22 (de-fr)":60.57,"STS22 (de-pl)":28.24,"STS22 (es)":66.88,"STS22 (es-en)":74.57,"STS22 (es-it)":71.81,"STS22 (fr)":76.58,"STS22 (fr-pl)":84.52,"STS22 (it)":76.53,"STS22 (pl)":35.8,"STS22 (pl-en)":72.69,"STS22 (ru)":59.9,"STS22 (tr)":63.71,"STS22 (zh-en)":63.74,"STSBenchmark":84.11}
-{"index":229,"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":66.01,"STS17 (ar-ar)":69.07,"STS17 (en-ar)":74.51,"STS17 (en-de)":73.85,"STS17 (en-tr)":72.07,"STS17 (es-en)":65.71,"STS17 (es-es)":80.83,"STS17 (fr-en)":76.98,"STS17 (it-en)":76.99,"STS17 (ko-ko)":71.32,"STS17 (nl-en)":75.22,"STS22 (ar)":57.67,"STS22 (de)":48.58,"STS22 (de-en)":50.14,"STS22 (de-fr)":53.28,"STS22 (de-pl)":58.69,"STS22 (es)":63.18,"STS22 (es-en)":71.86,"STS22 (es-it)":69.69,"STS22 (fr)":77.95,"STS22 (fr-pl)":61.98,"STS22 (it)":72.22,"STS22 (pl)":39.28,"STS22 (pl-en)":69.41,"STS22 (ru)":57.49,"STS22 (tr)":58.15,"STS22 (zh-en)":64.02,"STSBenchmark":72.25}
-{"index":251,"Rank":11,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.66,"STS17 (ar-ar)":78.03,"STS17 (en-ar)":78.6,"STS17 (en-de)":81.48,"STS17 (en-tr)":76.34,"STS17 (es-en)":81.81,"STS17 (es-es)":87.91,"STS17 (fr-en)":78.06,"STS17 (it-en)":80.98,"STS17 (ko-ko)":68.24,"STS17 (nl-en)":81.0,"STS22 (ar)":54.51,"STS22 (de)":46.89,"STS22 (de-en)":45.0,"STS22 (de-fr)":49.43,"STS22 (de-pl)":39.32,"STS22 (es)":58.94,"STS22 (es-en)":67.71,"STS22 (es-it)":50.79,"STS22 (fr)":74.1,"STS22 (fr-pl)":73.25,"STS22 (it)":65.86,"STS22 (pl)":34.81,"STS22 (pl-en)":60.17,"STS22 (ru)":54.51,"STS22 (tr)":57.29,"STS22 (zh-en)":61.29,"STSBenchmark":86.45}
-{"index":63,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.52,"STS17 (ar-ar)":76.04,"STS17 (en-ar)":77.6,"STS17 (en-de)":70.4,"STS17 (en-tr)":71.04,"STS17 (es-en)":81.59,"STS17 (es-es)":82.77,"STS17 (fr-en)":77.16,"STS17 (it-en)":81.52,"STS17 (ko-ko)":77.0,"STS17 (nl-en)":80.7,"STS22 (ar)":52.61,"STS22 (de)":41.84,"STS22 (de-en)":49.09,"STS22 (de-fr)":50.6,"STS22 (de-pl)":50.44,"STS22 (es)":57.23,"STS22 (es-en)":67.29,"STS22 (es-it)":57.93,"STS22 (fr)":72.79,"STS22 (fr-pl)":73.25,"STS22 (it)":64.17,"STS22 (pl)":36.37,"STS22 (pl-en)":67.72,"STS22 (ru)":53.35,"STS22 (tr)":52.71,"STS22 (zh-en)":64.45,"STSBenchmark":81.34}
-{"index":236,"Rank":13,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":65.43,"STS17 (ar-ar)":77.34,"STS17 (en-ar)":77.46,"STS17 (en-de)":80.24,"STS17 (en-tr)":74.34,"STS17 (es-en)":77.4,"STS17 (es-es)":83.71,"STS17 (fr-en)":79.28,"STS17 (it-en)":80.82,"STS17 (ko-ko)":76.4,"STS17 (nl-en)":80.51,"STS22 (ar)":49.04,"STS22 (de)":35.73,"STS22 (de-en)":47.51,"STS22 (de-fr)":60.76,"STS22 (de-pl)":36.09,"STS22 (es)":59.34,"STS22 (es-en)":68.96,"STS22 (es-it)":63.28,"STS22 (fr)":76.41,"STS22 (fr-pl)":61.98,"STS22 (it)":65.1,"STS22 (pl)":34.58,"STS22 (pl-en)":71.33,"STS22 (ru)":52.4,"STS22 (tr)":54.07,"STS22 (zh-en)":61.75,"STSBenchmark":80.75}
-{"index":170,"Rank":14,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.1,"STS17 (ar-ar)":81.13,"STS17 (en-ar)":79.64,"STS17 (en-de)":52.52,"STS17 (en-tr)":4.75,"STS17 (es-en)":85.41,"STS17 (es-es)":87.33,"STS17 (fr-en)":83.96,"STS17 (it-en)":45.62,"STS17 (ko-ko)":61.89,"STS17 (nl-en)":46.69,"STS22 (ar)":55.0,"STS22 (de)":37.51,"STS22 (de-en)":51.66,"STS22 (de-fr)":39.66,"STS22 (de-pl)":26.11,"STS22 (es)":59.79,"STS22 (es-en)":73.59,"STS22 (es-it)":67.83,"STS22 (fr)":77.1,"STS22 (fr-pl)":84.52,"STS22 (it)":68.87,"STS22 (pl)":27.98,"STS22 (pl-en)":60.77,"STS22 (ru)":43.14,"STS22 (tr)":42.33,"STS22 (zh-en)":65.01,"STSBenchmark":85.79}
-{"index":127,"Rank":15,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":58.34,"STS17 (ar-ar)":76.42,"STS17 (en-ar)":78.07,"STS17 (en-de)":59.1,"STS17 (en-tr)":11.8,"STS17 (es-en)":78.22,"STS17 (es-es)":86.0,"STS17 (fr-en)":80.46,"STS17 (it-en)":51.58,"STS17 (ko-ko)":66.89,"STS17 (nl-en)":45.85,"STS22 (ar)":58.67,"STS22 (de)":30.05,"STS22 (de-en)":51.16,"STS22 (de-fr)":53.28,"STS22 (de-pl)":43.05,"STS22 (es)":65.41,"STS22 (es-en)":75.06,"STS22 (es-it)":65.5,"STS22 (fr)":80.38,"STS22 (fr-pl)":28.17,"STS22 (it)":65.65,"STS22 (pl)":31.13,"STS22 (pl-en)":53.31,"STS22 (ru)":43.36,"STS22 (tr)":47.14,"STS22 (zh-en)":68.45,"STSBenchmark":80.9}
-{"index":147,"Rank":16,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.22,"STS17 (ar-ar)":74.97,"STS17 (en-ar)":74.05,"STS17 (en-de)":74.95,"STS17 (en-tr)":77.18,"STS17 (es-en)":72.25,"STS17 (es-es)":80.65,"STS17 (fr-en)":77.2,"STS17 (it-en)":78.67,"STS17 (ko-ko)":66.14,"STS17 (nl-en)":78.14,"STS22 (ar)":40.25,"STS22 (de)":24.09,"STS22 (de-en)":34.28,"STS22 (de-fr)":41.29,"STS22 (de-pl)":25.81,"STS22 (es)":55.4,"STS22 (es-en)":57.82,"STS22 (es-it)":49.13,"STS22 (fr)":61.72,"STS22 (fr-pl)":61.98,"STS22 (it)":62.2,"STS22 (pl)":25.31,"STS22 (pl-en)":44.72,"STS22 (ru)":43.57,"STS22 (tr)":46.46,"STS22 (zh-en)":49.19,"STSBenchmark":67.39}
-{"index":11,"Rank":17,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":52.31,"STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77}
-{"index":172,"Rank":18,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.04,"STS17 (ar-ar)":80.6,"STS17 (en-ar)":72.6,"STS17 (en-de)":40.34,"STS17 (en-tr)":6.79,"STS17 (es-en)":81.8,"STS17 (es-es)":85.65,"STS17 (fr-en)":79.94,"STS17 (it-en)":34.8,"STS17 (ko-ko)":57.28,"STS17 (nl-en)":33.58,"STS22 (ar)":54.82,"STS22 (de)":26.63,"STS22 (de-en)":49.55,"STS22 (de-fr)":22.36,"STS22 (de-pl)":35.32,"STS22 (es)":56.31,"STS22 (es-en)":71.03,"STS22 (es-it)":61.3,"STS22 (fr)":61.35,"STS22 (fr-pl)":73.25,"STS22 (it)":62.61,"STS22 (pl)":15.06,"STS22 (pl-en)":43.72,"STS22 (ru)":28.77,"STS22 (tr)":22.11,"STS22 (zh-en)":63.9,"STSBenchmark":83.63}
-{"index":247,"Rank":19,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":50.06,"STS17 (ar-ar)":11.13,"STS17 (en-ar)":-3.93,"STS17 (en-de)":79.04,"STS17 (en-tr)":13.61,"STS17 (es-en)":71.72,"STS17 (es-es)":83.42,"STS17 (fr-en)":71.38,"STS17 (it-en)":69.5,"STS17 (ko-ko)":9.61,"STS17 (nl-en)":66.12,"STS22 (ar)":29.6,"STS22 (de)":47.72,"STS22 (de-en)":49.64,"STS22 (de-fr)":62.21,"STS22 (de-pl)":34.34,"STS22 (es)":58.16,"STS22 (es-en)":69.15,"STS22 (es-it)":65.26,"STS22 (fr)":77.49,"STS22 (fr-pl)":50.71,"STS22 (it)":66.91,"STS22 (pl)":27.04,"STS22 (pl-en)":58.85,"STS22 (ru)":26.63,"STS22 (tr)":43.36,"STS22 (zh-en)":29.0,"STSBenchmark":83.93}
-{"index":239,"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":49.47,"STS17 (ar-ar)":9.06,"STS17 (en-ar)":-3.22,"STS17 (en-de)":70.38,"STS17 (en-tr)":17.17,"STS17 (es-en)":60.24,"STS17 (es-es)":81.93,"STS17 (fr-en)":62.17,"STS17 (it-en)":59.11,"STS17 (ko-ko)":8.9,"STS17 (nl-en)":56.91,"STS22 (ar)":37.66,"STS22 (de)":50.58,"STS22 (de-en)":53.63,"STS22 (de-fr)":55.72,"STS22 (de-pl)":27.99,"STS22 (es)":59.14,"STS22 (es-en)":69.99,"STS22 (es-it)":60.94,"STS22 (fr)":79.43,"STS22 (fr-pl)":61.98,"STS22 (it)":67.14,"STS22 (pl)":33.74,"STS22 (pl-en)":60.18,"STS22 (ru)":32.69,"STS22 (tr)":55.79,"STS22 (zh-en)":28.85,"STSBenchmark":77.65}
-{"index":56,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.36,"STS17 (ar-ar)":46.8,"STS17 (en-ar)":-0.78,"STS17 (en-de)":47.5,"STS17 (en-tr)":4.18,"STS17 (es-en)":44.27,"STS17 (es-es)":79.22,"STS17 (fr-en)":47.15,"STS17 (it-en)":42.65,"STS17 (ko-ko)":39.79,"STS17 (nl-en)":36.6,"STS22 (ar)":25.06,"STS22 (de)":39.49,"STS22 (de-en)":54.22,"STS22 (de-fr)":48.91,"STS22 (de-pl)":33.04,"STS22 (es)":59.47,"STS22 (es-en)":66.65,"STS22 (es-it)":64.37,"STS22 (fr)":79.88,"STS22 (fr-pl)":39.44,"STS22 (it)":68.15,"STS22 (pl)":35.38,"STS22 (pl-en)":62.7,"STS22 (ru)":30.62,"STS22 (tr)":45.65,"STS22 (zh-en)":49.25,"STSBenchmark":88.96}
-{"index":238,"Rank":22,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":46.79,"STS17 (ar-ar)":10.19,"STS17 (en-ar)":-5.77,"STS17 (en-de)":67.43,"STS17 (en-tr)":8.75,"STS17 (es-en)":54.96,"STS17 (es-es)":82.74,"STS17 (fr-en)":60.5,"STS17 (it-en)":46.26,"STS17 (ko-ko)":8.96,"STS17 (nl-en)":47.48,"STS22 (ar)":34.97,"STS22 (de)":51.7,"STS22 (de-en)":48.76,"STS22 (de-fr)":57.5,"STS22 (de-pl)":32.76,"STS22 (es)":57.49,"STS22 (es-en)":67.76,"STS22 (es-it)":57.18,"STS22 (fr)":78.7,"STS22 (fr-pl)":61.98,"STS22 (it)":67.67,"STS22 (pl)":30.68,"STS22 (pl-en)":54.17,"STS22 (ru)":15.36,"STS22 (tr)":58.12,"STS22 (zh-en)":29.42,"STSBenchmark":77.6}
-{"index":246,"Rank":23,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":44.35,"STS17 (ar-ar)":10.75,"STS17 (en-ar)":-4.71,"STS17 (en-de)":73.62,"STS17 (en-tr)":-0.42,"STS17 (es-en)":62.62,"STS17 (es-es)":82.74,"STS17 (fr-en)":67.86,"STS17 (it-en)":51.86,"STS17 (ko-ko)":9.44,"STS17 (nl-en)":45.95,"STS22 (ar)":27.01,"STS22 (de)":43.73,"STS22 (de-en)":49.93,"STS22 (de-fr)":61.58,"STS22 (de-pl)":38.83,"STS22 (es)":57.68,"STS22 (es-en)":68.09,"STS22 (es-it)":61.58,"STS22 (fr)":75.01,"STS22 (fr-pl)":5.63,"STS22 (it)":62.01,"STS22 (pl)":25.0,"STS22 (pl-en)":51.72,"STS22 (ru)":14.21,"STS22 (tr)":47.3,"STS22 (zh-en)":23.1,"STSBenchmark":85.36}
-{"index":245,"Rank":24,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.17,"STS17 (ar-ar)":13.36,"STS17 (en-ar)":-5.65,"STS17 (en-de)":67.11,"STS17 (en-tr)":-0.02,"STS17 (es-en)":47.72,"STS17 (es-es)":79.94,"STS17 (fr-en)":56.61,"STS17 (it-en)":30.46,"STS17 (ko-ko)":10.06,"STS17 (nl-en)":36.46,"STS22 (ar)":31.2,"STS22 (de)":42.08,"STS22 (de-en)":46.9,"STS22 (de-fr)":55.04,"STS22 (de-pl)":33.94,"STS22 (es)":53.81,"STS22 (es-en)":65.19,"STS22 (es-it)":55.29,"STS22 (fr)":77.69,"STS22 (fr-pl)":28.17,"STS22 (it)":60.65,"STS22 (pl)":24.42,"STS22 (pl-en)":42.97,"STS22 (ru)":12.13,"STS22 (tr)":40.45,"STS22 (zh-en)":20.15,"STSBenchmark":85.52}
-{"index":231,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":37.71,"STS17 (ar-ar)":50.89,"STS17 (en-ar)":-4.28,"STS17 (en-de)":35.82,"STS17 (en-tr)":4.5,"STS17 (es-en)":16.31,"STS17 (es-es)":76.12,"STS17 (fr-en)":37.09,"STS17 (it-en)":24.45,"STS17 (ko-ko)":43.39,"STS17 (nl-en)":29.0,"STS22 (ar)":22.64,"STS22 (de)":31.04,"STS22 (de-en)":44.04,"STS22 (de-fr)":30.07,"STS22 (de-pl)":4.93,"STS22 (es)":54.78,"STS22 (es-en)":53.42,"STS22 (es-it)":44.27,"STS22 (fr)":77.0,"STS22 (fr-pl)":50.71,"STS22 (it)":60.4,"STS22 (pl)":26.77,"STS22 (pl-en)":32.8,"STS22 (ru)":14.72,"STS22 (tr)":33.69,"STS22 (zh-en)":41.64,"STSBenchmark":82.03}
-{"index":80,"Rank":26,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.32,"STS17 (ar-ar)":55.62,"STS17 (en-ar)":8.21,"STS17 (en-de)":30.18,"STS17 (en-tr)":1.04,"STS17 (es-en)":28.78,"STS17 (es-es)":71.88,"STS17 (fr-en)":26.34,"STS17 (it-en)":20.73,"STS17 (ko-ko)":52.39,"STS17 (nl-en)":25.05,"STS22 (ar)":28.19,"STS22 (de)":21.99,"STS22 (de-en)":53.07,"STS22 (de-fr)":32.97,"STS22 (de-pl)":20.45,"STS22 (es)":49.81,"STS22 (es-en)":49.51,"STS22 (es-it)":45.78,"STS22 (fr)":67.66,"STS22 (fr-pl)":61.98,"STS22 (it)":48.25,"STS22 (pl)":23.31,"STS22 (pl-en)":36.8,"STS22 (ru)":9.07,"STS22 (tr)":34.66,"STS22 (zh-en)":28.68,"STSBenchmark":75.34}
-{"index":230,"Rank":27,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":34.57,"STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09}
-{"index":81,"Rank":28,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.72,"STS17 (ar-ar)":54.16,"STS17 (en-ar)":1.72,"STS17 (en-de)":25.48,"STS17 (en-tr)":2.09,"STS17 (es-en)":21.93,"STS17 (es-es)":67.8,"STS17 (fr-en)":18.91,"STS17 (it-en)":16.39,"STS17 (ko-ko)":45.66,"STS17 (nl-en)":23.49,"STS22 (ar)":5.17,"STS22 (de)":11.0,"STS22 (de-en)":53.93,"STS22 (de-fr)":25.11,"STS22 (de-pl)":20.94,"STS22 (es)":43.05,"STS22 (es-en)":32.74,"STS22 (es-it)":35.99,"STS22 (fr)":54.56,"STS22 (fr-pl)":5.63,"STS22 (it)":33.68,"STS22 (pl)":14.91,"STS22 (pl-en)":20.54,"STS22 (ru)":3.36,"STS22 (tr)":3.82,"STS22 (zh-en)":26.71,"STSBenchmark":79.54}
-{"index":233,"Rank":29,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":25.1,"STS17 (ar-ar)":27.14,"STS17 (en-ar)":6.9,"STS17 (en-de)":11.59,"STS17 (en-tr)":6.46,"STS17 (es-en)":10.86,"STS17 (es-es)":55.45,"STS17 (fr-en)":16.02,"STS17 (it-en)":19.87,"STS17 (ko-ko)":8.08,"STS17 (nl-en)":24.92,"STS22 (ar)":19.57,"STS22 (de)":17.31,"STS22 (de-en)":26.03,"STS22 (de-fr)":10.26,"STS22 (de-pl)":16.94,"STS22 (es)":48.89,"STS22 (es-en)":51.79,"STS22 (es-it)":25.24,"STS22 (fr)":53.92,"STS22 (fr-pl)":39.44,"STS22 (it)":39.43,"STS22 (pl)":13.56,"STS22 (pl-en)":25.36,"STS22 (ru)":1.11,"STS22 (tr)":31.73,"STS22 (zh-en)":8.44,"STSBenchmark":61.26}
-{"index":235,"Rank":30,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":24.28,"STS17 (ar-ar)":13.78,"STS17 (en-ar)":9.08,"STS17 (en-de)":-3.11,"STS17 (en-tr)":-0.45,"STS17 (es-en)":-8.18,"STS17 (es-es)":48.23,"STS17 (fr-en)":5.81,"STS17 (it-en)":3.64,"STS17 (ko-ko)":2.54,"STS17 (nl-en)":0.44,"STS22 (ar)":32.42,"STS22 (de)":33.04,"STS22 (de-en)":28.65,"STS22 (de-fr)":14.77,"STS22 (de-pl)":11.21,"STS22 (es)":48.53,"STS22 (es-en)":26.97,"STS22 (es-it)":41.1,"STS22 (fr)":49.43,"STS22 (fr-pl)":39.44,"STS22 (it)":57.77,"STS22 (pl)":12.47,"STS22 (pl-en)":45.55,"STS22 (ru)":19.44,"STS22 (tr)":47.38,"STS22 (zh-en)":14.05,"STSBenchmark":61.55}
+{"index":159,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.54,"STS17 (ar-ar)":81.87,"STS17 (en-ar)":77.93,"STS17 (en-de)":87.3,"STS17 (en-tr)":72.56,"STS17 (es-en)":88.24,"STS17 (es-es)":87.46,"STS17 (fr-en)":88.06,"STS17 (it-en)":89.68,"STS17 (ko-ko)":83.69,"STS17 (nl-en)":88.25,"STS22 (ar)":54.12,"STS22 (de)":49.12,"STS22 (de-en)":60.92,"STS22 (de-fr)":61.39,"STS22 (de-pl)":54.47,"STS22 (es)":67.0,"STS22 (es-en)":75.84,"STS22 (es-it)":75.04,"STS22 (fr)":79.86,"STS22 (fr-pl)":84.52,"STS22 (it)":75.87,"STS22 (pl)":39.21,"STS22 (pl-en)":73.18,"STS22 (ru)":60.83,"STS22 (tr)":68.72,"STS22 (zh-en)":71.88,"STSBenchmark":88.6}
+{"index":19,"Rank":2,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46}
+{"index":249,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":52,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":129,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":163,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.66,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":115,"Rank":7,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.85,"STS17 (ar-ar)":79.38,"STS17 (en-ar)":58.76,"STS17 (en-de)":76.13,"STS17 (en-tr)":55.53,"STS17 (es-en)":72.26,"STS17 (es-es)":85.06,"STS17 (fr-en)":75.63,"STS17 (it-en)":71.36,"STS17 (ko-ko)":80.79,"STS17 (nl-en)":71.99,"STS22 (ar)":57.44,"STS22 (de)":60.12,"STS22 (de-en)":53.36,"STS22 (de-fr)":58.25,"STS22 (de-pl)":48.47,"STS22 (es)":68.57,"STS22 (es-en)":77.41,"STS22 (es-it)":74.69,"STS22 (fr)":81.47,"STS22 (fr-pl)":73.25,"STS22 (it)":79.28,"STS22 (pl)":42.08,"STS22 (pl-en)":77.5,"STS22 (ru)":61.71,"STS22 (tr)":66.62,"STS22 (zh-en)":69.87,"STSBenchmark":81.95}
+{"index":162,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.84,"STS17 (ar-ar)":74.52,"STS17 (en-ar)":71.27,"STS17 (en-de)":82.09,"STS17 (en-tr)":63.33,"STS17 (es-en)":76.5,"STS17 (es-es)":86.74,"STS17 (fr-en)":80.18,"STS17 (it-en)":80.15,"STS17 (ko-ko)":79.95,"STS17 (nl-en)":79.25,"STS22 (ar)":57.87,"STS22 (de)":55.95,"STS22 (de-en)":54.93,"STS22 (de-fr)":59.47,"STS22 (de-pl)":39.35,"STS22 (es)":66.58,"STS22 (es-en)":73.99,"STS22 (es-it)":66.46,"STS22 (fr)":74.8,"STS22 (fr-pl)":73.25,"STS22 (it)":77.76,"STS22 (pl)":34.07,"STS22 (pl-en)":70.37,"STS22 (ru)":60.66,"STS22 (tr)":63.7,"STS22 (zh-en)":69.92,"STSBenchmark":85.64}
+{"index":165,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.08,"STS17 (ar-ar)":73.03,"STS17 (en-ar)":57.41,"STS17 (en-de)":77.24,"STS17 (en-tr)":55.97,"STS17 (es-en)":72.44,"STS17 (es-es)":84.84,"STS17 (fr-en)":72.29,"STS17 (it-en)":77.33,"STS17 (ko-ko)":78.87,"STS17 (nl-en)":75.38,"STS22 (ar)":56.65,"STS22 (de)":53.45,"STS22 (de-en)":56.49,"STS22 (de-fr)":60.57,"STS22 (de-pl)":28.24,"STS22 (es)":66.88,"STS22 (es-en)":74.57,"STS22 (es-it)":71.81,"STS22 (fr)":76.58,"STS22 (fr-pl)":84.52,"STS22 (it)":76.53,"STS22 (pl)":35.8,"STS22 (pl-en)":72.69,"STS22 (ru)":59.9,"STS22 (tr)":63.71,"STS22 (zh-en)":63.74,"STSBenchmark":84.11}
+{"index":227,"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":66.01,"STS17 (ar-ar)":69.07,"STS17 (en-ar)":74.51,"STS17 (en-de)":73.85,"STS17 (en-tr)":72.07,"STS17 (es-en)":65.71,"STS17 (es-es)":80.83,"STS17 (fr-en)":76.98,"STS17 (it-en)":76.99,"STS17 (ko-ko)":71.32,"STS17 (nl-en)":75.22,"STS22 (ar)":57.67,"STS22 (de)":48.58,"STS22 (de-en)":50.14,"STS22 (de-fr)":53.28,"STS22 (de-pl)":58.69,"STS22 (es)":63.18,"STS22 (es-en)":71.86,"STS22 (es-it)":69.69,"STS22 (fr)":77.95,"STS22 (fr-pl)":61.98,"STS22 (it)":72.22,"STS22 (pl)":39.28,"STS22 (pl-en)":69.41,"STS22 (ru)":57.49,"STS22 (tr)":58.15,"STS22 (zh-en)":64.02,"STSBenchmark":72.25}
+{"index":248,"Rank":11,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.66,"STS17 (ar-ar)":78.03,"STS17 (en-ar)":78.6,"STS17 (en-de)":81.48,"STS17 (en-tr)":76.34,"STS17 (es-en)":81.81,"STS17 (es-es)":87.91,"STS17 (fr-en)":78.06,"STS17 (it-en)":80.98,"STS17 (ko-ko)":68.24,"STS17 (nl-en)":81.0,"STS22 (ar)":54.51,"STS22 (de)":46.89,"STS22 (de-en)":45.0,"STS22 (de-fr)":49.43,"STS22 (de-pl)":39.32,"STS22 (es)":58.94,"STS22 (es-en)":67.71,"STS22 (es-it)":50.79,"STS22 (fr)":74.1,"STS22 (fr-pl)":73.25,"STS22 (it)":65.86,"STS22 (pl)":34.81,"STS22 (pl-en)":60.17,"STS22 (ru)":54.51,"STS22 (tr)":57.29,"STS22 (zh-en)":61.29,"STSBenchmark":86.45}
+{"index":61,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.52,"STS17 (ar-ar)":76.04,"STS17 (en-ar)":77.6,"STS17 (en-de)":70.4,"STS17 (en-tr)":71.04,"STS17 (es-en)":81.59,"STS17 (es-es)":82.77,"STS17 (fr-en)":77.16,"STS17 (it-en)":81.52,"STS17 (ko-ko)":77.0,"STS17 (nl-en)":80.7,"STS22 (ar)":52.61,"STS22 (de)":41.84,"STS22 (de-en)":49.09,"STS22 (de-fr)":50.6,"STS22 (de-pl)":50.44,"STS22 (es)":57.23,"STS22 (es-en)":67.29,"STS22 (es-it)":57.93,"STS22 (fr)":72.79,"STS22 (fr-pl)":73.25,"STS22 (it)":64.17,"STS22 (pl)":36.37,"STS22 (pl-en)":67.72,"STS22 (ru)":53.35,"STS22 (tr)":52.71,"STS22 (zh-en)":64.45,"STSBenchmark":81.34}
+{"index":233,"Rank":13,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":65.43,"STS17 (ar-ar)":77.34,"STS17 (en-ar)":77.46,"STS17 (en-de)":80.24,"STS17 (en-tr)":74.34,"STS17 (es-en)":77.4,"STS17 (es-es)":83.71,"STS17 (fr-en)":79.28,"STS17 (it-en)":80.82,"STS17 (ko-ko)":76.4,"STS17 (nl-en)":80.51,"STS22 (ar)":49.04,"STS22 (de)":35.73,"STS22 (de-en)":47.51,"STS22 (de-fr)":60.76,"STS22 (de-pl)":36.09,"STS22 (es)":59.34,"STS22 (es-en)":68.96,"STS22 (es-it)":63.28,"STS22 (fr)":76.41,"STS22 (fr-pl)":61.98,"STS22 (it)":65.1,"STS22 (pl)":34.58,"STS22 (pl-en)":71.33,"STS22 (ru)":52.4,"STS22 (tr)":54.07,"STS22 (zh-en)":61.75,"STSBenchmark":80.75}
+{"index":168,"Rank":14,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.1,"STS17 (ar-ar)":81.13,"STS17 (en-ar)":79.64,"STS17 (en-de)":52.52,"STS17 (en-tr)":4.75,"STS17 (es-en)":85.41,"STS17 (es-es)":87.33,"STS17 (fr-en)":83.96,"STS17 (it-en)":45.62,"STS17 (ko-ko)":61.89,"STS17 (nl-en)":46.69,"STS22 (ar)":55.0,"STS22 (de)":37.51,"STS22 (de-en)":51.66,"STS22 (de-fr)":39.66,"STS22 (de-pl)":26.11,"STS22 (es)":59.79,"STS22 (es-en)":73.59,"STS22 (es-it)":67.83,"STS22 (fr)":77.1,"STS22 (fr-pl)":84.52,"STS22 (it)":68.87,"STS22 (pl)":27.98,"STS22 (pl-en)":60.77,"STS22 (ru)":43.14,"STS22 (tr)":42.33,"STS22 (zh-en)":65.01,"STSBenchmark":85.79}
+{"index":125,"Rank":15,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":58.34,"STS17 (ar-ar)":76.42,"STS17 (en-ar)":78.07,"STS17 (en-de)":59.1,"STS17 (en-tr)":11.8,"STS17 (es-en)":78.22,"STS17 (es-es)":86.0,"STS17 (fr-en)":80.46,"STS17 (it-en)":51.58,"STS17 (ko-ko)":66.89,"STS17 (nl-en)":45.85,"STS22 (ar)":58.67,"STS22 (de)":30.05,"STS22 (de-en)":51.16,"STS22 (de-fr)":53.28,"STS22 (de-pl)":43.05,"STS22 (es)":65.41,"STS22 (es-en)":75.06,"STS22 (es-it)":65.5,"STS22 (fr)":80.38,"STS22 (fr-pl)":28.17,"STS22 (it)":65.65,"STS22 (pl)":31.13,"STS22 (pl-en)":53.31,"STS22 (ru)":43.36,"STS22 (tr)":47.14,"STS22 (zh-en)":68.45,"STSBenchmark":80.9}
+{"index":145,"Rank":16,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.22,"STS17 (ar-ar)":74.97,"STS17 (en-ar)":74.05,"STS17 (en-de)":74.95,"STS17 (en-tr)":77.18,"STS17 (es-en)":72.25,"STS17 (es-es)":80.65,"STS17 (fr-en)":77.2,"STS17 (it-en)":78.67,"STS17 (ko-ko)":66.14,"STS17 (nl-en)":78.14,"STS22 (ar)":40.25,"STS22 (de)":24.09,"STS22 (de-en)":34.28,"STS22 (de-fr)":41.29,"STS22 (de-pl)":25.81,"STS22 (es)":55.4,"STS22 (es-en)":57.82,"STS22 (es-it)":49.13,"STS22 (fr)":61.72,"STS22 (fr-pl)":61.98,"STS22 (it)":62.2,"STS22 (pl)":25.31,"STS22 (pl-en)":44.72,"STS22 (ru)":43.57,"STS22 (tr)":46.46,"STS22 (zh-en)":49.19,"STSBenchmark":67.39}
+{"index":9,"Rank":17,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":52.31,"STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77}
+{"index":170,"Rank":18,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.04,"STS17 (ar-ar)":80.6,"STS17 (en-ar)":72.6,"STS17 (en-de)":40.34,"STS17 (en-tr)":6.79,"STS17 (es-en)":81.8,"STS17 (es-es)":85.65,"STS17 (fr-en)":79.94,"STS17 (it-en)":34.8,"STS17 (ko-ko)":57.28,"STS17 (nl-en)":33.58,"STS22 (ar)":54.82,"STS22 (de)":26.63,"STS22 (de-en)":49.55,"STS22 (de-fr)":22.36,"STS22 (de-pl)":35.32,"STS22 (es)":56.31,"STS22 (es-en)":71.03,"STS22 (es-it)":61.3,"STS22 (fr)":61.35,"STS22 (fr-pl)":73.25,"STS22 (it)":62.61,"STS22 (pl)":15.06,"STS22 (pl-en)":43.72,"STS22 (ru)":28.77,"STS22 (tr)":22.11,"STS22 (zh-en)":63.9,"STSBenchmark":83.63}
+{"index":244,"Rank":19,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":50.06,"STS17 (ar-ar)":11.13,"STS17 (en-ar)":-3.93,"STS17 (en-de)":79.04,"STS17 (en-tr)":13.61,"STS17 (es-en)":71.72,"STS17 (es-es)":83.42,"STS17 (fr-en)":71.38,"STS17 (it-en)":69.5,"STS17 (ko-ko)":9.61,"STS17 (nl-en)":66.12,"STS22 (ar)":29.6,"STS22 (de)":47.72,"STS22 (de-en)":49.64,"STS22 (de-fr)":62.21,"STS22 (de-pl)":34.34,"STS22 (es)":58.16,"STS22 (es-en)":69.15,"STS22 (es-it)":65.26,"STS22 (fr)":77.49,"STS22 (fr-pl)":50.71,"STS22 (it)":66.91,"STS22 (pl)":27.04,"STS22 (pl-en)":58.85,"STS22 (ru)":26.63,"STS22 (tr)":43.36,"STS22 (zh-en)":29.0,"STSBenchmark":83.93}
+{"index":236,"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":49.47,"STS17 (ar-ar)":9.06,"STS17 (en-ar)":-3.22,"STS17 (en-de)":70.38,"STS17 (en-tr)":17.17,"STS17 (es-en)":60.24,"STS17 (es-es)":81.93,"STS17 (fr-en)":62.17,"STS17 (it-en)":59.11,"STS17 (ko-ko)":8.9,"STS17 (nl-en)":56.91,"STS22 (ar)":37.66,"STS22 (de)":50.58,"STS22 (de-en)":53.63,"STS22 (de-fr)":55.72,"STS22 (de-pl)":27.99,"STS22 (es)":59.14,"STS22 (es-en)":69.99,"STS22 (es-it)":60.94,"STS22 (fr)":79.43,"STS22 (fr-pl)":61.98,"STS22 (it)":67.14,"STS22 (pl)":33.74,"STS22 (pl-en)":60.18,"STS22 (ru)":32.69,"STS22 (tr)":55.79,"STS22 (zh-en)":28.85,"STSBenchmark":77.65}
+{"index":54,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.36,"STS17 (ar-ar)":46.8,"STS17 (en-ar)":-0.78,"STS17 (en-de)":47.5,"STS17 (en-tr)":4.18,"STS17 (es-en)":44.27,"STS17 (es-es)":79.22,"STS17 (fr-en)":47.15,"STS17 (it-en)":42.65,"STS17 (ko-ko)":39.79,"STS17 (nl-en)":36.6,"STS22 (ar)":25.06,"STS22 (de)":39.49,"STS22 (de-en)":54.22,"STS22 (de-fr)":48.91,"STS22 (de-pl)":33.04,"STS22 (es)":59.47,"STS22 (es-en)":66.65,"STS22 (es-it)":64.37,"STS22 (fr)":79.88,"STS22 (fr-pl)":39.44,"STS22 (it)":68.15,"STS22 (pl)":35.38,"STS22 (pl-en)":62.7,"STS22 (ru)":30.62,"STS22 (tr)":45.65,"STS22 (zh-en)":49.25,"STSBenchmark":88.96}
+{"index":235,"Rank":22,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":46.79,"STS17 (ar-ar)":10.19,"STS17 (en-ar)":-5.77,"STS17 (en-de)":67.43,"STS17 (en-tr)":8.75,"STS17 (es-en)":54.96,"STS17 (es-es)":82.74,"STS17 (fr-en)":60.5,"STS17 (it-en)":46.26,"STS17 (ko-ko)":8.96,"STS17 (nl-en)":47.48,"STS22 (ar)":34.97,"STS22 (de)":51.7,"STS22 (de-en)":48.76,"STS22 (de-fr)":57.5,"STS22 (de-pl)":32.76,"STS22 (es)":57.49,"STS22 (es-en)":67.76,"STS22 (es-it)":57.18,"STS22 (fr)":78.7,"STS22 (fr-pl)":61.98,"STS22 (it)":67.67,"STS22 (pl)":30.68,"STS22 (pl-en)":54.17,"STS22 (ru)":15.36,"STS22 (tr)":58.12,"STS22 (zh-en)":29.42,"STSBenchmark":77.6}
+{"index":243,"Rank":23,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":44.35,"STS17 (ar-ar)":10.75,"STS17 (en-ar)":-4.71,"STS17 (en-de)":73.62,"STS17 (en-tr)":-0.42,"STS17 (es-en)":62.62,"STS17 (es-es)":82.74,"STS17 (fr-en)":67.86,"STS17 (it-en)":51.86,"STS17 (ko-ko)":9.44,"STS17 (nl-en)":45.95,"STS22 (ar)":27.01,"STS22 (de)":43.73,"STS22 (de-en)":49.93,"STS22 (de-fr)":61.58,"STS22 (de-pl)":38.83,"STS22 (es)":57.68,"STS22 (es-en)":68.09,"STS22 (es-it)":61.58,"STS22 (fr)":75.01,"STS22 (fr-pl)":5.63,"STS22 (it)":62.01,"STS22 (pl)":25.0,"STS22 (pl-en)":51.72,"STS22 (ru)":14.21,"STS22 (tr)":47.3,"STS22 (zh-en)":23.1,"STSBenchmark":85.36}
+{"index":242,"Rank":24,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.17,"STS17 (ar-ar)":13.36,"STS17 (en-ar)":-5.65,"STS17 (en-de)":67.11,"STS17 (en-tr)":-0.02,"STS17 (es-en)":47.72,"STS17 (es-es)":79.94,"STS17 (fr-en)":56.61,"STS17 (it-en)":30.46,"STS17 (ko-ko)":10.06,"STS17 (nl-en)":36.46,"STS22 (ar)":31.2,"STS22 (de)":42.08,"STS22 (de-en)":46.9,"STS22 (de-fr)":55.04,"STS22 (de-pl)":33.94,"STS22 (es)":53.81,"STS22 (es-en)":65.19,"STS22 (es-it)":55.29,"STS22 (fr)":77.69,"STS22 (fr-pl)":28.17,"STS22 (it)":60.65,"STS22 (pl)":24.42,"STS22 (pl-en)":42.97,"STS22 (ru)":12.13,"STS22 (tr)":40.45,"STS22 (zh-en)":20.15,"STSBenchmark":85.52}
+{"index":229,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":37.71,"STS17 (ar-ar)":50.89,"STS17 (en-ar)":-4.28,"STS17 (en-de)":35.82,"STS17 (en-tr)":4.5,"STS17 (es-en)":16.31,"STS17 (es-es)":76.12,"STS17 (fr-en)":37.09,"STS17 (it-en)":24.45,"STS17 (ko-ko)":43.39,"STS17 (nl-en)":29.0,"STS22 (ar)":22.64,"STS22 (de)":31.04,"STS22 (de-en)":44.04,"STS22 (de-fr)":30.07,"STS22 (de-pl)":4.93,"STS22 (es)":54.78,"STS22 (es-en)":53.42,"STS22 (es-it)":44.27,"STS22 (fr)":77.0,"STS22 (fr-pl)":50.71,"STS22 (it)":60.4,"STS22 (pl)":26.77,"STS22 (pl-en)":32.8,"STS22 (ru)":14.72,"STS22 (tr)":33.69,"STS22 (zh-en)":41.64,"STSBenchmark":82.03}
+{"index":78,"Rank":26,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.32,"STS17 (ar-ar)":55.62,"STS17 (en-ar)":8.21,"STS17 (en-de)":30.18,"STS17 (en-tr)":1.04,"STS17 (es-en)":28.78,"STS17 (es-es)":71.88,"STS17 (fr-en)":26.34,"STS17 (it-en)":20.73,"STS17 (ko-ko)":52.39,"STS17 (nl-en)":25.05,"STS22 (ar)":28.19,"STS22 (de)":21.99,"STS22 (de-en)":53.07,"STS22 (de-fr)":32.97,"STS22 (de-pl)":20.45,"STS22 (es)":49.81,"STS22 (es-en)":49.51,"STS22 (es-it)":45.78,"STS22 (fr)":67.66,"STS22 (fr-pl)":61.98,"STS22 (it)":48.25,"STS22 (pl)":23.31,"STS22 (pl-en)":36.8,"STS22 (ru)":9.07,"STS22 (tr)":34.66,"STS22 (zh-en)":28.68,"STSBenchmark":75.34}
+{"index":228,"Rank":27,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":34.57,"STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09}
+{"index":79,"Rank":28,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.72,"STS17 (ar-ar)":54.16,"STS17 (en-ar)":1.72,"STS17 (en-de)":25.48,"STS17 (en-tr)":2.09,"STS17 (es-en)":21.93,"STS17 (es-es)":67.8,"STS17 (fr-en)":18.91,"STS17 (it-en)":16.39,"STS17 (ko-ko)":45.66,"STS17 (nl-en)":23.49,"STS22 (ar)":5.17,"STS22 (de)":11.0,"STS22 (de-en)":53.93,"STS22 (de-fr)":25.11,"STS22 (de-pl)":20.94,"STS22 (es)":43.05,"STS22 (es-en)":32.74,"STS22 (es-it)":35.99,"STS22 (fr)":54.56,"STS22 (fr-pl)":5.63,"STS22 (it)":33.68,"STS22 (pl)":14.91,"STS22 (pl-en)":20.54,"STS22 (ru)":3.36,"STS22 (tr)":3.82,"STS22 (zh-en)":26.71,"STSBenchmark":79.54}
+{"index":230,"Rank":29,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":25.1,"STS17 (ar-ar)":27.14,"STS17 (en-ar)":6.9,"STS17 (en-de)":11.59,"STS17 (en-tr)":6.46,"STS17 (es-en)":10.86,"STS17 (es-es)":55.45,"STS17 (fr-en)":16.02,"STS17 (it-en)":19.87,"STS17 (ko-ko)":8.08,"STS17 (nl-en)":24.92,"STS22 (ar)":19.57,"STS22 (de)":17.31,"STS22 (de-en)":26.03,"STS22 (de-fr)":10.26,"STS22 (de-pl)":16.94,"STS22 (es)":48.89,"STS22 (es-en)":51.79,"STS22 (es-it)":25.24,"STS22 (fr)":53.92,"STS22 (fr-pl)":39.44,"STS22 (it)":39.43,"STS22 (pl)":13.56,"STS22 (pl-en)":25.36,"STS22 (ru)":1.11,"STS22 (tr)":31.73,"STS22 (zh-en)":8.44,"STSBenchmark":61.26}
+{"index":232,"Rank":30,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":24.28,"STS17 (ar-ar)":13.78,"STS17 (en-ar)":9.08,"STS17 (en-de)":-3.11,"STS17 (en-tr)":-0.45,"STS17 (es-en)":-8.18,"STS17 (es-es)":48.23,"STS17 (fr-en)":5.81,"STS17 (it-en)":3.64,"STS17 (ko-ko)":2.54,"STS17 (nl-en)":0.44,"STS22 (ar)":32.42,"STS22 (de)":33.04,"STS22 (de-en)":28.65,"STS22 (de-fr)":14.77,"STS22 (de-pl)":11.21,"STS22 (es)":48.53,"STS22 (es-en)":26.97,"STS22 (es-it)":41.1,"STS22 (fr)":49.43,"STS22 (fr-pl)":39.44,"STS22 (it)":57.77,"STS22 (pl)":12.47,"STS22 (pl-en)":45.55,"STS22 (ru)":19.44,"STS22 (tr)":47.38,"STS22 (zh-en)":14.05,"STSBenchmark":61.55}
{"index":0,"Rank":31,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.33}
-{"index":1,"Rank":32,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.99}
-{"index":2,"Rank":33,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.85}
-{"index":3,"Rank":34,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.74,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":4,"Rank":35,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":5,"Rank":36,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":79.99,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":6,"Rank":37,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22}
-{"index":7,"Rank":38,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":8,"Rank":39,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86}
-{"index":9,"Rank":40,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56}
-{"index":10,"Rank":41,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":12,"Rank":42,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":13,"Rank":43,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":14,"Rank":44,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":15,"Rank":45,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":16,"Rank":46,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35}
-{"index":17,"Rank":47,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
-{"index":18,"Rank":48,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":19,"Rank":49,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04}
-{"index":20,"Rank":50,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07}
-{"index":22,"Rank":51,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":23,"Rank":52,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42}
-{"index":24,"Rank":53,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":25,"Rank":54,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":26,"Rank":55,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25}
-{"index":27,"Rank":56,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86}
-{"index":28,"Rank":57,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":29,"Rank":58,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":30,"Rank":59,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":31,"Rank":60,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":32,"Rank":61,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58}
-{"index":33,"Rank":62,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55}
-{"index":34,"Rank":63,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.46}
-{"index":35,"Rank":64,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79}
-{"index":36,"Rank":65,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""}
-{"index":37,"Rank":66,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":38,"Rank":67,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":39,"Rank":68,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":40,"Rank":69,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98}
-{"index":41,"Rank":70,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":42,"Rank":71,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":43,"Rank":72,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":44,"Rank":73,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64}
-{"index":45,"Rank":74,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43}
-{"index":46,"Rank":75,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
-{"index":47,"Rank":76,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":48,"Rank":77,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":49,"Rank":78,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":50,"Rank":79,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":51,"Rank":80,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":52,"Rank":81,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":53,"Rank":82,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":55,"Rank":83,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
-{"index":57,"Rank":84,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.44}
-{"index":58,"Rank":85,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28}
-{"index":59,"Rank":86,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":60,"Rank":87,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.57,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.08}
-{"index":61,"Rank":88,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81}
-{"index":62,"Rank":89,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":64,"Rank":90,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72}
-{"index":65,"Rank":91,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32}
-{"index":66,"Rank":92,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05}
-{"index":67,"Rank":93,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44}
-{"index":68,"Rank":94,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65}
-{"index":69,"Rank":95,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42}
-{"index":70,"Rank":96,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16}
-{"index":71,"Rank":97,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36}
-{"index":72,"Rank":98,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
-{"index":73,"Rank":99,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":74,"Rank":100,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":75,"Rank":101,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
-{"index":76,"Rank":102,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
-{"index":77,"Rank":103,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
-{"index":78,"Rank":104,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
-{"index":79,"Rank":105,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
-{"index":82,"Rank":106,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":83,"Rank":107,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
-{"index":84,"Rank":108,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":85,"Rank":109,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":86,"Rank":110,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":87,"Rank":111,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":88,"Rank":112,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":89,"Rank":113,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":90,"Rank":114,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":91,"Rank":115,"Model":"GATE-AraBert-v1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":82.78,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":59.75,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":92,"Rank":116,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","STS17 (ar-ar)":82.18,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.08,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":93,"Rank":117,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":94,"Rank":118,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":36.78,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":95,"Rank":119,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":96,"Rank":120,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83}
-{"index":97,"Rank":121,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6}
-{"index":98,"Rank":122,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
-{"index":99,"Rank":123,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
-{"index":100,"Rank":124,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":101,"Rank":125,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
-{"index":102,"Rank":126,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
-{"index":103,"Rank":127,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":104,"Rank":128,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":105,"Rank":129,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
-{"index":106,"Rank":130,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
-{"index":107,"Rank":131,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
-{"index":108,"Rank":132,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
-{"index":109,"Rank":133,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
-{"index":110,"Rank":134,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":111,"Rank":135,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":55.58,"STS17 (en-de)":71.04,"STS17 (en-tr)":48.6,"STS17 (es-en)":67.38,"STS17 (es-es)":"","STS17 (fr-en)":70.42,"STS17 (it-en)":70.64,"STS17 (ko-ko)":"","STS17 (nl-en)":66.38,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":57.01,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":74.65,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":72.32,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.16,"STSBenchmark":""}
-{"index":112,"Rank":136,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":113,"Rank":137,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":114,"Rank":138,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":67.06,"STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":115,"Rank":139,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":116,"Rank":140,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":118,"Rank":141,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94}
-{"index":119,"Rank":142,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32}
-{"index":120,"Rank":143,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.4}
-{"index":121,"Rank":144,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.3}
-{"index":122,"Rank":145,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.08}
-{"index":123,"Rank":146,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
-{"index":124,"Rank":147,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":125,"Rank":148,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29}
-{"index":126,"Rank":149,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":128,"Rank":150,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85}
-{"index":129,"Rank":151,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":130,"Rank":152,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":132,"Rank":153,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":133,"Rank":154,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":134,"Rank":155,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":135,"Rank":156,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4}
-{"index":136,"Rank":157,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":137,"Rank":158,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":138,"Rank":159,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2}
-{"index":139,"Rank":160,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":140,"Rank":161,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":141,"Rank":162,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":142,"Rank":163,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98}
-{"index":143,"Rank":164,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":144,"Rank":165,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23}
-{"index":145,"Rank":166,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":146,"Rank":167,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
-{"index":148,"Rank":168,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":149,"Rank":169,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":150,"Rank":170,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":151,"Rank":171,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":152,"Rank":172,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":153,"Rank":173,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43}
-{"index":154,"Rank":174,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
-{"index":155,"Rank":175,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56}
-{"index":156,"Rank":176,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45}
-{"index":157,"Rank":177,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18}
-{"index":158,"Rank":178,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
-{"index":159,"Rank":179,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21}
-{"index":160,"Rank":180,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":162,"Rank":181,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36}
-{"index":163,"Rank":182,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.95}
-{"index":166,"Rank":183,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
-{"index":168,"Rank":184,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":169,"Rank":185,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":171,"Rank":186,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71}
-{"index":173,"Rank":187,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.02}
-{"index":174,"Rank":188,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.33}
-{"index":175,"Rank":189,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.57}
-{"index":176,"Rank":190,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.6}
-{"index":177,"Rank":191,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.2}
-{"index":178,"Rank":192,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":179,"Rank":193,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":180,"Rank":194,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":181,"Rank":195,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
-{"index":182,"Rank":196,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":183,"Rank":197,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":184,"Rank":198,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":185,"Rank":199,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":186,"Rank":200,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":187,"Rank":201,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
-{"index":188,"Rank":202,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
-{"index":189,"Rank":203,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.46}
-{"index":190,"Rank":204,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
-{"index":191,"Rank":205,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":192,"Rank":206,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":193,"Rank":207,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.68,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":194,"Rank":208,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":195,"Rank":209,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":196,"Rank":210,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2}
-{"index":197,"Rank":211,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1}
-{"index":198,"Rank":212,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.79}
-{"index":199,"Rank":213,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.93}
-{"index":200,"Rank":214,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.89}
-{"index":201,"Rank":215,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
-{"index":202,"Rank":216,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.31}
-{"index":203,"Rank":217,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.77}
-{"index":204,"Rank":218,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":69.44,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":205,"Rank":219,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":206,"Rank":220,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":207,"Rank":221,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":208,"Rank":222,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
-{"index":209,"Rank":223,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96}
-{"index":210,"Rank":224,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28}
-{"index":211,"Rank":225,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8}
-{"index":212,"Rank":226,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14}
-{"index":213,"Rank":227,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
-{"index":214,"Rank":228,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":215,"Rank":229,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81}
-{"index":216,"Rank":230,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14}
-{"index":217,"Rank":231,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.41}
-{"index":218,"Rank":232,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":219,"Rank":233,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":220,"Rank":234,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52}
-{"index":221,"Rank":235,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
-{"index":222,"Rank":236,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":223,"Rank":237,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":224,"Rank":238,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":225,"Rank":239,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":226,"Rank":240,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":227,"Rank":241,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":228,"Rank":242,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":232,"Rank":243,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
-{"index":234,"Rank":244,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54}
-{"index":237,"Rank":245,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58}
-{"index":240,"Rank":246,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73}
-{"index":241,"Rank":247,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97}
-{"index":242,"Rank":248,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":243,"Rank":249,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42}
-{"index":244,"Rank":250,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82}
-{"index":248,"Rank":251,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01}
-{"index":249,"Rank":252,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":250,"Rank":253,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":27.95,"STS22 (de)":8.16,"STS22 (de-en)":21.55,"STS22 (de-fr)":17.5,"STS22 (de-pl)":25.53,"STS22 (es)":45.31,"STS22 (es-en)":42.77,"STS22 (es-it)":32.83,"STS22 (fr)":42.0,"STS22 (fr-pl)":39.44,"STS22 (it)":39.69,"STS22 (pl)":9.71,"STS22 (pl-en)":42.08,"STS22 (ru)":60.06,"STS22 (tr)":15.46,"STS22 (zh-en)":31.25,"STSBenchmark":""}
-{"index":253,"Rank":254,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":254,"Rank":255,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.73}
-{"index":255,"Rank":256,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07}
-{"index":256,"Rank":257,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57}
-{"index":257,"Rank":258,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":44.39}
-{"index":258,"Rank":259,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":259,"Rank":260,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":260,"Rank":261,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
-{"index":261,"Rank":262,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
-{"index":262,"Rank":263,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93}
-{"index":263,"Rank":264,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
-{"index":264,"Rank":265,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24}
-{"index":265,"Rank":266,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77}
-{"index":266,"Rank":267,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69}
-{"index":267,"Rank":268,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8}
-{"index":268,"Rank":269,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":269,"Rank":270,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":270,"Rank":271,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":271,"Rank":272,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":272,"Rank":273,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
-{"index":273,"Rank":274,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":274,"Rank":275,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":275,"Rank":276,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
-{"index":276,"Rank":277,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":277,"Rank":278,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":278,"Rank":279,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":279,"Rank":280,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4}
-{"index":280,"Rank":281,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
-{"index":281,"Rank":282,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
-{"index":282,"Rank":283,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
-{"index":283,"Rank":284,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
-{"index":284,"Rank":285,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
-{"index":285,"Rank":286,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
-{"index":286,"Rank":287,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
-{"index":287,"Rank":288,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
-{"index":288,"Rank":289,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34}
-{"index":289,"Rank":290,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56}
-{"index":290,"Rank":291,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
-{"index":291,"Rank":292,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
+{"index":1,"Rank":32,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.85}
+{"index":2,"Rank":33,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.74,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":3,"Rank":34,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":4,"Rank":35,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":79.99,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":5,"Rank":36,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":6,"Rank":37,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86}
+{"index":7,"Rank":38,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56}
+{"index":8,"Rank":39,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":10,"Rank":40,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":11,"Rank":41,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":12,"Rank":42,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":13,"Rank":43,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":14,"Rank":44,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35}
+{"index":15,"Rank":45,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
+{"index":16,"Rank":46,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
+{"index":17,"Rank":47,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04}
+{"index":18,"Rank":48,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07}
+{"index":20,"Rank":49,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":21,"Rank":50,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42}
+{"index":22,"Rank":51,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
+{"index":23,"Rank":52,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":24,"Rank":53,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25}
+{"index":25,"Rank":54,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86}
+{"index":26,"Rank":55,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":27,"Rank":56,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":28,"Rank":57,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":29,"Rank":58,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":30,"Rank":59,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58}
+{"index":31,"Rank":60,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55}
+{"index":32,"Rank":61,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.46}
+{"index":33,"Rank":62,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79}
+{"index":34,"Rank":63,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""}
+{"index":35,"Rank":64,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":36,"Rank":65,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":37,"Rank":66,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":38,"Rank":67,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98}
+{"index":39,"Rank":68,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":40,"Rank":69,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":41,"Rank":70,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":42,"Rank":71,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64}
+{"index":43,"Rank":72,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43}
+{"index":44,"Rank":73,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
+{"index":45,"Rank":74,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":46,"Rank":75,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":47,"Rank":76,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":48,"Rank":77,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":49,"Rank":78,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":50,"Rank":79,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":51,"Rank":80,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
+{"index":53,"Rank":81,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
+{"index":55,"Rank":82,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.44}
+{"index":56,"Rank":83,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28}
+{"index":57,"Rank":84,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":58,"Rank":85,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.57,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.08}
+{"index":59,"Rank":86,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81}
+{"index":60,"Rank":87,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
+{"index":62,"Rank":88,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72}
+{"index":63,"Rank":89,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32}
+{"index":64,"Rank":90,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05}
+{"index":65,"Rank":91,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44}
+{"index":66,"Rank":92,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65}
+{"index":67,"Rank":93,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42}
+{"index":68,"Rank":94,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16}
+{"index":69,"Rank":95,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36}
+{"index":70,"Rank":96,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
+{"index":71,"Rank":97,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
+{"index":72,"Rank":98,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
+{"index":73,"Rank":99,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
+{"index":74,"Rank":100,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
+{"index":75,"Rank":101,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
+{"index":76,"Rank":102,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
+{"index":77,"Rank":103,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
+{"index":80,"Rank":104,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
+{"index":81,"Rank":105,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
+{"index":82,"Rank":106,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
+{"index":83,"Rank":107,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":84,"Rank":108,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":85,"Rank":109,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":86,"Rank":110,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":87,"Rank":111,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":88,"Rank":112,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":89,"Rank":113,"Model":"GATE-AraBert-v1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":82.78,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":59.75,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":90,"Rank":114,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","STS17 (ar-ar)":82.18,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.08,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":91,"Rank":115,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":92,"Rank":116,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":36.78,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":93,"Rank":117,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":94,"Rank":118,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83}
+{"index":95,"Rank":119,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6}
+{"index":96,"Rank":120,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
+{"index":97,"Rank":121,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
+{"index":98,"Rank":122,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
+{"index":99,"Rank":123,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
+{"index":100,"Rank":124,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
+{"index":101,"Rank":125,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":102,"Rank":126,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
+{"index":103,"Rank":127,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
+{"index":104,"Rank":128,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
+{"index":105,"Rank":129,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
+{"index":106,"Rank":130,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
+{"index":107,"Rank":131,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
+{"index":108,"Rank":132,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":109,"Rank":133,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":55.58,"STS17 (en-de)":71.04,"STS17 (en-tr)":48.6,"STS17 (es-en)":67.38,"STS17 (es-es)":"","STS17 (fr-en)":70.42,"STS17 (it-en)":70.64,"STS17 (ko-ko)":"","STS17 (nl-en)":66.38,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":57.01,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":74.65,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":72.32,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.16,"STSBenchmark":""}
+{"index":110,"Rank":134,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":111,"Rank":135,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":112,"Rank":136,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":67.06,"STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":113,"Rank":137,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":114,"Rank":138,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":116,"Rank":139,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94}
+{"index":117,"Rank":140,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32}
+{"index":118,"Rank":141,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.4}
+{"index":119,"Rank":142,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.3}
+{"index":120,"Rank":143,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.08}
+{"index":121,"Rank":144,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
+{"index":122,"Rank":145,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":123,"Rank":146,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29}
+{"index":124,"Rank":147,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":126,"Rank":148,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85}
+{"index":127,"Rank":149,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":128,"Rank":150,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
+{"index":130,"Rank":151,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":131,"Rank":152,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":132,"Rank":153,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":133,"Rank":154,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4}
+{"index":134,"Rank":155,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":135,"Rank":156,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":136,"Rank":157,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2}
+{"index":137,"Rank":158,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":138,"Rank":159,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":139,"Rank":160,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":140,"Rank":161,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98}
+{"index":141,"Rank":162,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":142,"Rank":163,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23}
+{"index":143,"Rank":164,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
+{"index":144,"Rank":165,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
+{"index":146,"Rank":166,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":147,"Rank":167,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":148,"Rank":168,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":149,"Rank":169,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":150,"Rank":170,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":151,"Rank":171,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43}
+{"index":152,"Rank":172,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
+{"index":153,"Rank":173,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56}
+{"index":154,"Rank":174,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45}
+{"index":155,"Rank":175,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18}
+{"index":156,"Rank":176,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
+{"index":157,"Rank":177,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21}
+{"index":158,"Rank":178,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
+{"index":160,"Rank":179,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36}
+{"index":161,"Rank":180,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.95}
+{"index":164,"Rank":181,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
+{"index":166,"Rank":182,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":167,"Rank":183,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":169,"Rank":184,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71}
+{"index":171,"Rank":185,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.02}
+{"index":172,"Rank":186,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.33}
+{"index":173,"Rank":187,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.57}
+{"index":174,"Rank":188,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.6}
+{"index":175,"Rank":189,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.2}
+{"index":176,"Rank":190,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
+{"index":177,"Rank":191,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
+{"index":178,"Rank":192,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
+{"index":179,"Rank":193,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
+{"index":180,"Rank":194,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
+{"index":181,"Rank":195,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":182,"Rank":196,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":183,"Rank":197,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":184,"Rank":198,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":185,"Rank":199,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
+{"index":186,"Rank":200,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
+{"index":187,"Rank":201,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.46}
+{"index":188,"Rank":202,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
+{"index":189,"Rank":203,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":190,"Rank":204,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":191,"Rank":205,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.68,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":192,"Rank":206,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":193,"Rank":207,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":194,"Rank":208,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2}
+{"index":195,"Rank":209,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1}
+{"index":196,"Rank":210,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.79}
+{"index":197,"Rank":211,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.93}
+{"index":198,"Rank":212,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.89}
+{"index":199,"Rank":213,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
+{"index":200,"Rank":214,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.31}
+{"index":201,"Rank":215,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.77}
+{"index":202,"Rank":216,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":69.44,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":203,"Rank":217,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":204,"Rank":218,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":205,"Rank":219,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":206,"Rank":220,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
+{"index":207,"Rank":221,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96}
+{"index":208,"Rank":222,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28}
+{"index":209,"Rank":223,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8}
+{"index":210,"Rank":224,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14}
+{"index":211,"Rank":225,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
+{"index":212,"Rank":226,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":213,"Rank":227,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81}
+{"index":214,"Rank":228,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14}
+{"index":215,"Rank":229,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.41}
+{"index":216,"Rank":230,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
+{"index":217,"Rank":231,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
+{"index":218,"Rank":232,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52}
+{"index":219,"Rank":233,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
+{"index":220,"Rank":234,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":221,"Rank":235,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":222,"Rank":236,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":223,"Rank":237,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":224,"Rank":238,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":225,"Rank":239,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":226,"Rank":240,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":231,"Rank":241,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54}
+{"index":234,"Rank":242,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58}
+{"index":237,"Rank":243,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73}
+{"index":238,"Rank":244,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97}
+{"index":239,"Rank":245,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":240,"Rank":246,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42}
+{"index":241,"Rank":247,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82}
+{"index":245,"Rank":248,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01}
+{"index":246,"Rank":249,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":247,"Rank":250,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":27.95,"STS22 (de)":8.16,"STS22 (de-en)":21.55,"STS22 (de-fr)":17.5,"STS22 (de-pl)":25.53,"STS22 (es)":45.31,"STS22 (es-en)":42.77,"STS22 (es-it)":32.83,"STS22 (fr)":42.0,"STS22 (fr-pl)":39.44,"STS22 (it)":39.69,"STS22 (pl)":9.71,"STS22 (pl-en)":42.08,"STS22 (ru)":60.06,"STS22 (tr)":15.46,"STS22 (zh-en)":31.25,"STSBenchmark":""}
+{"index":250,"Rank":251,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":251,"Rank":252,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.73}
+{"index":252,"Rank":253,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07}
+{"index":253,"Rank":254,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57}
+{"index":254,"Rank":255,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":44.39}
+{"index":255,"Rank":256,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":256,"Rank":257,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":257,"Rank":258,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
+{"index":258,"Rank":259,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
+{"index":259,"Rank":260,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93}
+{"index":260,"Rank":261,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
+{"index":261,"Rank":262,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24}
+{"index":262,"Rank":263,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77}
+{"index":263,"Rank":264,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69}
+{"index":264,"Rank":265,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8}
+{"index":265,"Rank":266,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
+{"index":266,"Rank":267,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":267,"Rank":268,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":268,"Rank":269,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":269,"Rank":270,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
+{"index":270,"Rank":271,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":271,"Rank":272,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
+{"index":272,"Rank":273,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
+{"index":273,"Rank":274,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":274,"Rank":275,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":275,"Rank":276,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
+{"index":276,"Rank":277,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4}
+{"index":277,"Rank":278,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
+{"index":278,"Rank":279,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
+{"index":279,"Rank":280,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
+{"index":280,"Rank":281,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":281,"Rank":282,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
+{"index":282,"Rank":283,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
+{"index":283,"Rank":284,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
+{"index":284,"Rank":285,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
+{"index":285,"Rank":286,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
+{"index":286,"Rank":287,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34}
+{"index":287,"Rank":288,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
+{"index":288,"Rank":289,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
diff --git a/all_data_tasks/42/default.jsonl b/all_data_tasks/42/default.jsonl
index a0ab7cfc551a9aa72877ad841f5d74a5de03d7e3..62263db685fa62b599ebdccbd1bf417c8b0290f6 100644
--- a/all_data_tasks/42/default.jsonl
+++ b/all_data_tasks/42/default.jsonl
@@ -1,36 +1,34 @@
-{"index":13,"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.2,"ARCChallenge":26.68,"AlphaNLI":34.0,"HellaSwag":39.45,"PIQA":44.35,"Quail":11.69,"RARbCode":84.0,"RARbMath":82.35,"SIQA":7.23,"SpartQA":9.29,"TempReasonL1":7.15,"TempReasonL2Fact":58.38,"TempReasonL2Pure":11.22,"TempReasonL3Fact":44.29,"TempReasonL3Pure":14.15,"WinoGrande":53.74}
-{"index":32,"Rank":2,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92}
-{"index":12,"Rank":3,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12}
-{"index":33,"Rank":4,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11}
-{"index":16,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.41,"ARCChallenge":17.81,"AlphaNLI":26.12,"HellaSwag":34.85,"PIQA":39.37,"Quail":7.01,"RARbCode":78.46,"RARbMath":72.16,"SIQA":5.42,"SpartQA":9.92,"TempReasonL1":3.31,"TempReasonL2Fact":36.9,"TempReasonL2Pure":9.18,"TempReasonL3Fact":30.18,"TempReasonL3Pure":14.31,"WinoGrande":41.21}
-{"index":17,"Rank":6,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18}
-{"index":10,"Rank":7,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02}
-{"index":19,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.97,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99}
-{"index":35,"Rank":9,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53}
-{"index":11,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01}
-{"index":18,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":23.26,"ARCChallenge":9.61,"AlphaNLI":16.44,"HellaSwag":24.79,"PIQA":25.09,"Quail":3.52,"RARbCode":52.16,"RARbMath":65.35,"SIQA":3.72,"SpartQA":7.91,"TempReasonL1":0.72,"TempReasonL2Fact":38.76,"TempReasonL2Pure":1.63,"TempReasonL3Fact":35.85,"TempReasonL3Pure":7.11,"WinoGrande":56.18}
-{"index":31,"Rank":12,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65}
-{"index":34,"Rank":13,"Model":"text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49}
-{"index":7,"Rank":14,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":21.48,"ARCChallenge":9.02,"AlphaNLI":24.73,"HellaSwag":25.67,"PIQA":22.93,"Quail":7.51,"RARbCode":38.8,"RARbMath":69.19,"SIQA":4.89,"SpartQA":7.49,"TempReasonL1":0.99,"TempReasonL2Fact":33.23,"TempReasonL2Pure":0.68,"TempReasonL3Fact":30.05,"TempReasonL3Pure":5.28,"WinoGrande":41.72}
-{"index":6,"Rank":15,"Model":"bge-m3-instruct<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":20.83,"ARCChallenge":9.03,"AlphaNLI":24.69,"HellaSwag":25.55,"PIQA":19.03,"Quail":7.08,"RARbCode":39.58,"RARbMath":64.51,"SIQA":4.77,"SpartQA":7.0,"TempReasonL1":0.8,"TempReasonL2Fact":34.99,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.47,"TempReasonL3Pure":7.01,"WinoGrande":35.33}
-{"index":20,"Rank":16,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.04,"ARCChallenge":7.14,"AlphaNLI":13.0,"HellaSwag":23.73,"PIQA":21.08,"Quail":2.38,"RARbCode":46.96,"RARbMath":63.91,"SIQA":2.57,"SpartQA":5.43,"TempReasonL1":0.8,"TempReasonL2Fact":36.76,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.42,"TempReasonL3Pure":6.36,"WinoGrande":37.46}
-{"index":24,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":19.61,"ARCChallenge":9.48,"AlphaNLI":28.19,"HellaSwag":24.21,"PIQA":25.28,"Quail":3.92,"RARbCode":44.27,"RARbMath":68.19,"SIQA":1.56,"SpartQA":1.65,"TempReasonL1":1.53,"TempReasonL2Fact":17.65,"TempReasonL2Pure":0.46,"TempReasonL3Fact":14.16,"TempReasonL3Pure":6.33,"WinoGrande":47.33}
-{"index":30,"Rank":18,"Model":"text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36}
-{"index":1,"Rank":19,"Model":"dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18}
-{"index":26,"Rank":20,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.8}
-{"index":5,"Rank":21,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18}
-{"index":22,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.2}
-{"index":0,"Rank":23,"Model":"dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84}
-{"index":15,"Rank":24,"Model":"contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.09,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":17.73,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15}
-{"index":23,"Rank":25,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73}
-{"index":3,"Rank":26,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76}
-{"index":4,"Rank":27,"Model":"bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31}
-{"index":9,"Rank":28,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28}
-{"index":25,"Rank":29,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66}
-{"index":2,"Rank":30,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27}
-{"index":8,"Rank":31,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35}
-{"index":28,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01}
-{"index":27,"Rank":33,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52}
-{"index":21,"Rank":34,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3}
-{"index":14,"Rank":35,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3}
-{"index":29,"Rank":36,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""}
+{"index":30,"Rank":1,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92}
+{"index":12,"Rank":2,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12}
+{"index":31,"Rank":3,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11}
+{"index":15,"Rank":4,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18}
+{"index":10,"Rank":5,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02}
+{"index":17,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.97,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99}
+{"index":33,"Rank":7,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53}
+{"index":11,"Rank":8,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01}
+{"index":16,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":23.26,"ARCChallenge":9.61,"AlphaNLI":16.44,"HellaSwag":24.79,"PIQA":25.09,"Quail":3.52,"RARbCode":52.16,"RARbMath":65.35,"SIQA":3.72,"SpartQA":7.91,"TempReasonL1":0.72,"TempReasonL2Fact":38.76,"TempReasonL2Pure":1.63,"TempReasonL3Fact":35.85,"TempReasonL3Pure":7.11,"WinoGrande":56.18}
+{"index":29,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65}
+{"index":32,"Rank":11,"Model":"text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49}
+{"index":7,"Rank":12,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":21.48,"ARCChallenge":9.02,"AlphaNLI":24.73,"HellaSwag":25.67,"PIQA":22.93,"Quail":7.51,"RARbCode":38.8,"RARbMath":69.19,"SIQA":4.89,"SpartQA":7.49,"TempReasonL1":0.99,"TempReasonL2Fact":33.23,"TempReasonL2Pure":0.68,"TempReasonL3Fact":30.05,"TempReasonL3Pure":5.28,"WinoGrande":41.72}
+{"index":6,"Rank":13,"Model":"bge-m3-instruct<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":20.83,"ARCChallenge":9.03,"AlphaNLI":24.69,"HellaSwag":25.55,"PIQA":19.03,"Quail":7.08,"RARbCode":39.58,"RARbMath":64.51,"SIQA":4.77,"SpartQA":7.0,"TempReasonL1":0.8,"TempReasonL2Fact":34.99,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.47,"TempReasonL3Pure":7.01,"WinoGrande":35.33}
+{"index":18,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.04,"ARCChallenge":7.14,"AlphaNLI":13.0,"HellaSwag":23.73,"PIQA":21.08,"Quail":2.38,"RARbCode":46.96,"RARbMath":63.91,"SIQA":2.57,"SpartQA":5.43,"TempReasonL1":0.8,"TempReasonL2Fact":36.76,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.42,"TempReasonL3Pure":6.36,"WinoGrande":37.46}
+{"index":22,"Rank":15,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":19.61,"ARCChallenge":9.48,"AlphaNLI":28.19,"HellaSwag":24.21,"PIQA":25.28,"Quail":3.92,"RARbCode":44.27,"RARbMath":68.19,"SIQA":1.56,"SpartQA":1.65,"TempReasonL1":1.53,"TempReasonL2Fact":17.65,"TempReasonL2Pure":0.46,"TempReasonL3Fact":14.16,"TempReasonL3Pure":6.33,"WinoGrande":47.33}
+{"index":28,"Rank":16,"Model":"text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36}
+{"index":1,"Rank":17,"Model":"dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18}
+{"index":24,"Rank":18,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.77}
+{"index":5,"Rank":19,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18}
+{"index":20,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.2}
+{"index":0,"Rank":21,"Model":"dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84}
+{"index":14,"Rank":22,"Model":"contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.09,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":17.73,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15}
+{"index":21,"Rank":23,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73}
+{"index":3,"Rank":24,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76}
+{"index":4,"Rank":25,"Model":"bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31}
+{"index":9,"Rank":26,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28}
+{"index":23,"Rank":27,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66}
+{"index":2,"Rank":28,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27}
+{"index":8,"Rank":29,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35}
+{"index":26,"Rank":30,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01}
+{"index":25,"Rank":31,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52}
+{"index":19,"Rank":32,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3}
+{"index":13,"Rank":33,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3}
+{"index":27,"Rank":34,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""}
diff --git a/all_data_tasks/43/default.jsonl b/all_data_tasks/43/default.jsonl
index dd8ff771c0e30041e69501eef76afd269ec19f9d..f4b98c9c3c2330d16bbece8e3c98454a220185ec 100644
--- a/all_data_tasks/43/default.jsonl
+++ b/all_data_tasks/43/default.jsonl
@@ -1,14 +1,13 @@
-{"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.38,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":28.15}
-{"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":21.75,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":26.66}
-{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.43,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":17.41}
-{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.73,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":16.77}
-{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.64,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.5}
-{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.0,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.05}
-{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.57,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":10.13}
-{"index":13,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.43,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":9.25}
-{"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.43,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":23.78}
-{"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.24,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":6.04}
-{"index":12,"Rank":11,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.8,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":12.38}
-{"index":2,"Rank":12,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.29,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.25}
-{"index":9,"Rank":13,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.12,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":9.29}
-{"index":5,"Rank":14,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.47,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":5.51}
+{"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.89,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":34.22}
+{"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":22.09,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":30.8}
+{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.63,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":19.75}
+{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.52,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":14.31}
+{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.61,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.22}
+{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.02,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.32}
+{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.65,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":11.1}
+{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.56,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":10.82}
+{"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.54,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":25.09}
+{"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.33,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":7.14}
+{"index":2,"Rank":11,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.33,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.75}
+{"index":9,"Rank":12,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.04,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":8.27}
+{"index":5,"Rank":13,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.57,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":6.72}
diff --git a/all_data_tasks/44/default.jsonl b/all_data_tasks/44/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..385c477888d962b30456f44667add1c329d37982
--- /dev/null
+++ b/all_data_tasks/44/default.jsonl
@@ -0,0 +1,13 @@
+{"index":3,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
+{"index":7,"Rank":2,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
+{"index":8,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
+{"index":4,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
+{"index":11,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
+{"index":1,"Rank":6,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
+{"index":0,"Rank":7,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
+{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
+{"index":6,"Rank":9,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
+{"index":9,"Rank":10,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
+{"index":10,"Rank":11,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
+{"index":5,"Rank":12,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
+{"index":2,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
diff --git a/all_data_tasks/45/default.jsonl b/all_data_tasks/45/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5b8e1165f7ca5957335b991110540b7a0044f124
--- /dev/null
+++ b/all_data_tasks/45/default.jsonl
@@ -0,0 +1 @@
+{"index":0,"Rank":1,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":59.88,"CodeTransOceanDL":29.45,"StackOverflowQA":90.32}
diff --git a/all_data_tasks/5/default.jsonl b/all_data_tasks/5/default.jsonl
index b4d04566669b323bf8332b3a07ebe5bc768c5bad..879a88d4bf2b5c3ffff8e3205ccd3b36d5fc64ea 100644
--- a/all_data_tasks/5/default.jsonl
+++ b/all_data_tasks/5/default.jsonl
@@ -1,217 +1,214 @@
{"index":62,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.02,"BIOSSES":87.86,"SICK-R":81.01,"STS12":85.52,"STS13":89.37,"STS14":91.61,"STS15":92.02,"STS16":86.29,"STS17 (en-en)":88.71,"STS22 (en)":68.58,"STSBenchmark":89.28}
{"index":9,"Rank":2,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":85.79,"BIOSSES":89.7,"SICK-R":78.44,"STS12":86.46,"STS13":87.76,"STS14":86.6,"STS15":90.1,"STS16":86.39,"STS17 (en-en)":86.98,"STS22 (en)":76.89,"STSBenchmark":88.56}
-{"index":1,"Rank":3,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":85.07,"BIOSSES":89.46,"SICK-R":81.93,"STS12":77.59,"STS13":90.36,"STS14":85.25,"STS15":89.66,"STS16":87.34,"STS17 (en-en)":92.06,"STS22 (en)":68.02,"STSBenchmark":88.99}
-{"index":104,"Rank":4,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
-{"index":277,"Rank":5,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
-{"index":207,"Rank":6,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
-{"index":60,"Rank":7,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
-{"index":65,"Rank":8,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
-{"index":0,"Rank":9,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
-{"index":206,"Rank":10,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
-{"index":231,"Rank":11,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
-{"index":175,"Rank":12,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
-{"index":59,"Rank":13,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
-{"index":170,"Rank":14,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.63,"BIOSSES":85.55,"SICK-R":82.64,"STS12":79.66,"STS13":88.43,"STS14":84.54,"STS15":90.43,"STS16":87.68,"STS17 (en-en)":91.75,"STS22 (en)":66.98,"STSBenchmark":88.6}
-{"index":129,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
-{"index":117,"Rank":16,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":153,"Rank":17,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":84.51,"BIOSSES":83.11,"SICK-R":82.89,"STS12":80.09,"STS13":89.68,"STS14":85.07,"STS15":89.39,"STS16":87.15,"STS17 (en-en)":91.35,"STS22 (en)":68.1,"STSBenchmark":88.23}
-{"index":6,"Rank":18,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.31,"BIOSSES":89.24,"SICK-R":83.16,"STS12":73.34,"STS13":88.49,"STS14":86.49,"STS15":91.13,"STS16":85.68,"STS17 (en-en)":90.06,"STS22 (en)":66.32,"STSBenchmark":89.22}
-{"index":226,"Rank":19,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":84.31,"BIOSSES":87.42,"SICK-R":82.15,"STS12":77.89,"STS13":88.3,"STS14":84.3,"STS15":89.04,"STS16":86.77,"STS17 (en-en)":90.67,"STS22 (en)":68.12,"STSBenchmark":88.41}
-{"index":22,"Rank":20,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.24,"BIOSSES":86.47,"SICK-R":83.87,"STS12":78.14,"STS13":86.59,"STS14":82.83,"STS15":87.77,"STS16":87.04,"STS17 (en-en)":91.25,"STS22 (en)":70.07,"STSBenchmark":88.42}
-{"index":154,"Rank":21,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":84.22,"BIOSSES":83.3,"SICK-R":82.21,"STS12":79.52,"STS13":89.19,"STS14":85.15,"STS15":89.1,"STS16":87.14,"STS17 (en-en)":90.97,"STS22 (en)":67.83,"STSBenchmark":87.74}
-{"index":212,"Rank":22,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
-{"index":72,"Rank":23,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.09,"BIOSSES":85.24,"SICK-R":83.7,"STS12":78.8,"STS13":86.37,"STS14":84.04,"STS15":88.99,"STS16":87.22,"STS17 (en-en)":90.19,"STS22 (en)":67.68,"STSBenchmark":88.65}
-{"index":25,"Rank":24,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":83.88,"BIOSSES":85.74,"SICK-R":82.66,"STS12":77.71,"STS13":87.45,"STS14":83.48,"STS15":87.63,"STS16":86.7,"STS17 (en-en)":91.18,"STS22 (en)":69.02,"STSBenchmark":87.25}
-{"index":183,"Rank":25,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.85,"BIOSSES":86.75,"SICK-R":82.33,"STS12":77.61,"STS13":87.95,"STS14":83.85,"STS15":88.47,"STS16":86.46,"STS17 (en-en)":88.7,"STS22 (en)":68.02,"STSBenchmark":88.33}
-{"index":68,"Rank":26,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":83.73,"BIOSSES":82.13,"SICK-R":83.01,"STS12":78.85,"STS13":86.84,"STS14":84.04,"STS15":88.72,"STS16":86.79,"STS17 (en-en)":90.63,"STS22 (en)":67.55,"STSBenchmark":88.72}
-{"index":70,"Rank":27,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":83.58,"BIOSSES":84.92,"SICK-R":83.94,"STS12":79.27,"STS13":84.83,"STS14":82.94,"STS15":88.09,"STS16":86.54,"STS17 (en-en)":89.58,"STS22 (en)":67.67,"STSBenchmark":88.05}
-{"index":74,"Rank":28,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":83.58,"BIOSSES":85.88,"SICK-R":82.25,"STS12":78.28,"STS13":85.52,"STS14":82.49,"STS15":88.76,"STS16":87.11,"STS17 (en-en)":90.1,"STS22 (en)":68.25,"STSBenchmark":87.16}
-{"index":127,"Rank":29,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"BIOSSES":87.95,"SICK-R":81.29,"STS12":76.16,"STS13":87.85,"STS14":83.39,"STS15":89.43,"STS16":85.35,"STS17 (en-en)":88.59,"STS22 (en)":67.81,"STSBenchmark":87.32}
-{"index":189,"Rank":30,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
-{"index":228,"Rank":31,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
-{"index":47,"Rank":32,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":83.35,"BIOSSES":86.35,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.13,"STS22 (en)":68.63,"STSBenchmark":85.64}
-{"index":267,"Rank":33,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
-{"index":199,"Rank":34,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
-{"index":48,"Rank":35,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
-{"index":38,"Rank":36,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
-{"index":163,"Rank":37,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
-{"index":23,"Rank":38,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
-{"index":164,"Rank":39,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":83.06,"BIOSSES":84.15,"SICK-R":81.7,"STS12":75.32,"STS13":87.44,"STS14":81.87,"STS15":88.94,"STS16":85.38,"STS17 (en-en)":90.54,"STS22 (en)":68.65,"STSBenchmark":86.56}
-{"index":17,"Rank":40,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":83.04,"BIOSSES":81.37,"SICK-R":79.28,"STS12":79.55,"STS13":88.83,"STS14":83.87,"STS15":88.54,"STS16":86.49,"STS17 (en-en)":88.73,"STS22 (en)":66.88,"STSBenchmark":86.85}
-{"index":130,"Rank":41,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.03,"BIOSSES":86.99,"SICK-R":80.53,"STS12":75.57,"STS13":86.26,"STS14":82.3,"STS15":88.74,"STS16":85.27,"STS17 (en-en)":89.02,"STS22 (en)":68.51,"STSBenchmark":87.08}
-{"index":165,"Rank":42,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":83.02,"BIOSSES":85.94,"SICK-R":81.06,"STS12":78.72,"STS13":84.88,"STS14":83.11,"STS15":88.74,"STS16":86.35,"STS17 (en-en)":87.71,"STS22 (en)":66.28,"STSBenchmark":87.45}
-{"index":182,"Rank":43,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":83.01,"BIOSSES":85.52,"SICK-R":81.41,"STS12":77.47,"STS13":86.38,"STS14":81.17,"STS15":88.23,"STS16":86.29,"STS17 (en-en)":90.62,"STS22 (en)":65.01,"STSBenchmark":88.02}
-{"index":61,"Rank":44,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.0,"BIOSSES":87.13,"SICK-R":79.49,"STS12":79.59,"STS13":84.7,"STS14":83.92,"STS15":89.88,"STS16":84.88,"STS17 (en-en)":88.69,"STS22 (en)":64.27,"STSBenchmark":87.44}
-{"index":131,"Rank":45,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
-{"index":8,"Rank":46,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.93,"BIOSSES":84.85,"SICK-R":79.71,"STS12":77.09,"STS13":88.91,"STS14":82.08,"STS15":89.21,"STS16":84.74,"STS17 (en-en)":90.73,"STS22 (en)":62.1,"STSBenchmark":89.86}
-{"index":291,"Rank":47,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
-{"index":225,"Rank":48,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
-{"index":210,"Rank":49,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
-{"index":16,"Rank":50,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
-{"index":258,"Rank":51,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
-{"index":36,"Rank":52,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
-{"index":138,"Rank":53,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":66,"Rank":54,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":187,"Rank":55,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":191,"Rank":56,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
-{"index":213,"Rank":57,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
-{"index":15,"Rank":58,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
-{"index":132,"Rank":59,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":21,"Rank":60,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":194,"Rank":61,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":192,"Rank":62,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":195,"Rank":63,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":193,"Rank":64,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":180,"Rank":65,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
-{"index":266,"Rank":66,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
-{"index":162,"Rank":67,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
-{"index":20,"Rank":68,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
-{"index":268,"Rank":69,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
+{"index":104,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
+{"index":277,"Rank":4,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
+{"index":207,"Rank":5,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
+{"index":60,"Rank":6,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
+{"index":65,"Rank":7,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
+{"index":0,"Rank":8,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
+{"index":206,"Rank":9,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
+{"index":231,"Rank":10,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
+{"index":175,"Rank":11,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
+{"index":59,"Rank":12,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
+{"index":170,"Rank":13,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.63,"BIOSSES":85.55,"SICK-R":82.64,"STS12":79.66,"STS13":88.43,"STS14":84.54,"STS15":90.43,"STS16":87.68,"STS17 (en-en)":91.75,"STS22 (en)":66.98,"STSBenchmark":88.6}
+{"index":129,"Rank":14,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
+{"index":117,"Rank":15,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
+{"index":153,"Rank":16,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":84.51,"BIOSSES":83.11,"SICK-R":82.89,"STS12":80.09,"STS13":89.68,"STS14":85.07,"STS15":89.39,"STS16":87.15,"STS17 (en-en)":91.35,"STS22 (en)":68.1,"STSBenchmark":88.23}
+{"index":226,"Rank":17,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":84.31,"BIOSSES":87.42,"SICK-R":82.15,"STS12":77.89,"STS13":88.3,"STS14":84.3,"STS15":89.04,"STS16":86.77,"STS17 (en-en)":90.67,"STS22 (en)":68.12,"STSBenchmark":88.41}
+{"index":22,"Rank":18,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.24,"BIOSSES":86.47,"SICK-R":83.87,"STS12":78.14,"STS13":86.59,"STS14":82.83,"STS15":87.77,"STS16":87.04,"STS17 (en-en)":91.25,"STS22 (en)":70.07,"STSBenchmark":88.42}
+{"index":154,"Rank":19,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":84.22,"BIOSSES":83.3,"SICK-R":82.21,"STS12":79.52,"STS13":89.19,"STS14":85.15,"STS15":89.1,"STS16":87.14,"STS17 (en-en)":90.97,"STS22 (en)":67.83,"STSBenchmark":87.74}
+{"index":212,"Rank":20,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
+{"index":72,"Rank":21,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.09,"BIOSSES":85.24,"SICK-R":83.7,"STS12":78.8,"STS13":86.37,"STS14":84.04,"STS15":88.99,"STS16":87.22,"STS17 (en-en)":90.19,"STS22 (en)":67.68,"STSBenchmark":88.65}
+{"index":25,"Rank":22,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":83.88,"BIOSSES":85.74,"SICK-R":82.66,"STS12":77.71,"STS13":87.45,"STS14":83.48,"STS15":87.63,"STS16":86.7,"STS17 (en-en)":91.18,"STS22 (en)":69.02,"STSBenchmark":87.25}
+{"index":183,"Rank":23,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.85,"BIOSSES":86.75,"SICK-R":82.33,"STS12":77.61,"STS13":87.95,"STS14":83.85,"STS15":88.47,"STS16":86.46,"STS17 (en-en)":88.7,"STS22 (en)":68.02,"STSBenchmark":88.33}
+{"index":68,"Rank":24,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":83.73,"BIOSSES":82.13,"SICK-R":83.01,"STS12":78.85,"STS13":86.84,"STS14":84.04,"STS15":88.72,"STS16":86.79,"STS17 (en-en)":90.63,"STS22 (en)":67.55,"STSBenchmark":88.72}
+{"index":70,"Rank":25,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":83.58,"BIOSSES":84.92,"SICK-R":83.94,"STS12":79.27,"STS13":84.83,"STS14":82.94,"STS15":88.09,"STS16":86.54,"STS17 (en-en)":89.58,"STS22 (en)":67.67,"STSBenchmark":88.05}
+{"index":74,"Rank":26,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":83.58,"BIOSSES":85.88,"SICK-R":82.25,"STS12":78.28,"STS13":85.52,"STS14":82.49,"STS15":88.76,"STS16":87.11,"STS17 (en-en)":90.1,"STS22 (en)":68.25,"STSBenchmark":87.16}
+{"index":127,"Rank":27,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"BIOSSES":87.95,"SICK-R":81.29,"STS12":76.16,"STS13":87.85,"STS14":83.39,"STS15":89.43,"STS16":85.35,"STS17 (en-en)":88.59,"STS22 (en)":67.81,"STSBenchmark":87.32}
+{"index":228,"Rank":28,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
+{"index":189,"Rank":29,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
+{"index":47,"Rank":30,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":83.35,"BIOSSES":86.35,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.13,"STS22 (en)":68.63,"STSBenchmark":85.64}
+{"index":267,"Rank":31,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
+{"index":199,"Rank":32,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
+{"index":48,"Rank":33,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
+{"index":38,"Rank":34,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
+{"index":163,"Rank":35,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
+{"index":23,"Rank":36,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":164,"Rank":37,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":83.06,"BIOSSES":84.15,"SICK-R":81.7,"STS12":75.32,"STS13":87.44,"STS14":81.87,"STS15":88.94,"STS16":85.38,"STS17 (en-en)":90.54,"STS22 (en)":68.65,"STSBenchmark":86.56}
+{"index":17,"Rank":38,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":83.04,"BIOSSES":81.37,"SICK-R":79.28,"STS12":79.55,"STS13":88.83,"STS14":83.87,"STS15":88.54,"STS16":86.49,"STS17 (en-en)":88.73,"STS22 (en)":66.88,"STSBenchmark":86.85}
+{"index":130,"Rank":39,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.03,"BIOSSES":86.99,"SICK-R":80.53,"STS12":75.57,"STS13":86.26,"STS14":82.3,"STS15":88.74,"STS16":85.27,"STS17 (en-en)":89.02,"STS22 (en)":68.51,"STSBenchmark":87.08}
+{"index":165,"Rank":40,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":83.02,"BIOSSES":85.94,"SICK-R":81.06,"STS12":78.72,"STS13":84.88,"STS14":83.11,"STS15":88.74,"STS16":86.35,"STS17 (en-en)":87.71,"STS22 (en)":66.28,"STSBenchmark":87.45}
+{"index":182,"Rank":41,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":83.01,"BIOSSES":85.52,"SICK-R":81.41,"STS12":77.47,"STS13":86.38,"STS14":81.17,"STS15":88.23,"STS16":86.29,"STS17 (en-en)":90.62,"STS22 (en)":65.01,"STSBenchmark":88.02}
+{"index":61,"Rank":42,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.0,"BIOSSES":87.13,"SICK-R":79.49,"STS12":79.59,"STS13":84.7,"STS14":83.92,"STS15":89.88,"STS16":84.88,"STS17 (en-en)":88.69,"STS22 (en)":64.27,"STSBenchmark":87.44}
+{"index":131,"Rank":43,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
+{"index":8,"Rank":44,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.93,"BIOSSES":84.85,"SICK-R":79.71,"STS12":77.09,"STS13":88.91,"STS14":82.08,"STS15":89.21,"STS16":84.74,"STS17 (en-en)":90.73,"STS22 (en)":62.1,"STSBenchmark":89.86}
+{"index":291,"Rank":45,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
+{"index":225,"Rank":46,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
+{"index":210,"Rank":47,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
+{"index":16,"Rank":48,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
+{"index":258,"Rank":49,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
+{"index":36,"Rank":50,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
+{"index":66,"Rank":51,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":138,"Rank":52,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":187,"Rank":53,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":191,"Rank":54,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
+{"index":213,"Rank":55,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
+{"index":15,"Rank":56,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
+{"index":132,"Rank":57,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":192,"Rank":58,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":21,"Rank":59,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":195,"Rank":60,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":193,"Rank":61,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":194,"Rank":62,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":180,"Rank":63,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
+{"index":266,"Rank":64,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
+{"index":162,"Rank":65,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
+{"index":20,"Rank":66,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
+{"index":268,"Rank":67,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
+{"index":216,"Rank":68,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":29,"Rank":69,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
{"index":31,"Rank":70,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":30,"Rank":71,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":28,"Rank":72,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":29,"Rank":73,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":216,"Rank":74,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":168,"Rank":75,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
-{"index":169,"Rank":76,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":57,"Rank":77,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":214,"Rank":78,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
-{"index":18,"Rank":79,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
-{"index":223,"Rank":80,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":120,"Rank":81,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":101,"Rank":82,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":136,"Rank":83,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":64,"Rank":84,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":81.93,"BIOSSES":83.99,"SICK-R":74.65,"STS12":79.39,"STS13":85.32,"STS14":83.9,"STS15":88.47,"STS16":84.44,"STS17 (en-en)":85.77,"STS22 (en)":67.24,"STSBenchmark":86.08}
-{"index":292,"Rank":85,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
-{"index":256,"Rank":86,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
-{"index":306,"Rank":87,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.73,"BIOSSES":84.68,"SICK-R":79.0,"STS12":72.84,"STS13":86.1,"STS14":81.15,"STS15":88.49,"STS16":85.08,"STS17 (en-en)":90.22,"STS22 (en)":66.14,"STSBenchmark":83.56}
-{"index":221,"Rank":88,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
-{"index":257,"Rank":89,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
-{"index":174,"Rank":90,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":81.62,"BIOSSES":82.49,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.79,"STS17 (en-en)":88.12,"STS22 (en)":63.66,"STSBenchmark":87.29}
-{"index":26,"Rank":91,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
-{"index":307,"Rank":92,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
-{"index":262,"Rank":93,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":139,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":58,"Rank":95,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":125,"Rank":96,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
-{"index":179,"Rank":97,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
-{"index":293,"Rank":98,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
-{"index":19,"Rank":99,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
-{"index":220,"Rank":100,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
-{"index":103,"Rank":101,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
-{"index":211,"Rank":102,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
-{"index":255,"Rank":103,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
-{"index":167,"Rank":104,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":155,"Rank":105,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":305,"Rank":106,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
-{"index":304,"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
-{"index":185,"Rank":108,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
-{"index":166,"Rank":109,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
-{"index":35,"Rank":110,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
-{"index":171,"Rank":111,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
-{"index":218,"Rank":112,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
-{"index":254,"Rank":113,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.77,"BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":63.52,"STSBenchmark":86.82}
-{"index":219,"Rank":114,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
-{"index":128,"Rank":115,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
-{"index":188,"Rank":116,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":280,"Rank":117,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":284,"Rank":118,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
-{"index":92,"Rank":119,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
-{"index":198,"Rank":120,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
-{"index":115,"Rank":121,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
-{"index":172,"Rank":122,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
-{"index":242,"Rank":123,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":80.32,"BIOSSES":80.43,"SICK-R":80.59,"STS12":72.63,"STS13":83.48,"STS14":78.0,"STS15":85.66,"STS16":80.03,"STS17 (en-en)":90.6,"STS22 (en)":68.39,"STSBenchmark":83.42}
-{"index":173,"Rank":124,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.31,"BIOSSES":85.05,"SICK-R":78.51,"STS12":76.7,"STS13":78.02,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.84,"STS22 (en)":62.26,"STSBenchmark":85.64}
-{"index":261,"Rank":125,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
-{"index":217,"Rank":126,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
-{"index":147,"Rank":127,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
-{"index":37,"Rank":128,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
-{"index":190,"Rank":129,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
-{"index":181,"Rank":130,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
-{"index":184,"Rank":131,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
-{"index":77,"Rank":132,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
-{"index":240,"Rank":133,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
-{"index":222,"Rank":134,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
-{"index":294,"Rank":135,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
-{"index":76,"Rank":136,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
-{"index":176,"Rank":137,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.16,"BIOSSES":82.46,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.42,"STS22 (en)":61.25,"STSBenchmark":84.11}
-{"index":229,"Rank":138,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
-{"index":196,"Rank":139,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
-{"index":197,"Rank":140,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
-{"index":253,"Rank":141,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.96,"BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":62.07,"STSBenchmark":84.42}
-{"index":241,"Rank":142,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":78.95,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.71,"STSBenchmark":82.03}
-{"index":80,"Rank":143,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
-{"index":114,"Rank":144,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
-{"index":300,"Rank":145,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
-{"index":126,"Rank":146,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
-{"index":215,"Rank":147,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
-{"index":73,"Rank":148,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
-{"index":290,"Rank":149,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
-{"index":111,"Rank":150,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
-{"index":250,"Rank":151,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
-{"index":113,"Rank":152,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
-{"index":248,"Rank":153,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
-{"index":91,"Rank":154,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
-{"index":186,"Rank":155,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
-{"index":249,"Rank":156,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
-{"index":134,"Rank":157,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
-{"index":287,"Rank":158,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
-{"index":109,"Rank":159,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
-{"index":247,"Rank":160,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
-{"index":308,"Rank":161,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
-{"index":90,"Rank":162,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
-{"index":85,"Rank":163,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
-{"index":224,"Rank":164,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
-{"index":251,"Rank":165,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
-{"index":69,"Rank":166,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
-{"index":112,"Rank":167,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
-{"index":78,"Rank":168,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
-{"index":71,"Rank":169,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
-{"index":87,"Rank":170,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
-{"index":246,"Rank":171,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
-{"index":107,"Rank":172,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
-{"index":286,"Rank":173,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
-{"index":275,"Rank":174,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
-{"index":86,"Rank":175,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
-{"index":276,"Rank":176,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
-{"index":67,"Rank":177,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
-{"index":108,"Rank":178,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
-{"index":89,"Rank":179,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
-{"index":230,"Rank":180,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
-{"index":151,"Rank":181,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
-{"index":274,"Rank":182,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
-{"index":49,"Rank":183,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
-{"index":272,"Rank":184,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.67,"BIOSSES":74.97,"SICK-R":65.24,"STS12":67.91,"STS13":78.28,"STS14":72.84,"STS15":81.14,"STS16":76.63,"STS17 (en-en)":83.33,"STS22 (en)":61.08,"STSBenchmark":75.32}
-{"index":88,"Rank":185,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
-{"index":79,"Rank":186,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
-{"index":273,"Rank":187,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
-{"index":75,"Rank":188,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
-{"index":143,"Rank":189,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
-{"index":239,"Rank":190,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
-{"index":156,"Rank":191,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
-{"index":271,"Rank":192,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":270,"Rank":193,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":11,"Rank":194,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
-{"index":245,"Rank":195,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
-{"index":244,"Rank":196,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
-{"index":243,"Rank":197,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
-{"index":133,"Rank":198,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
-{"index":269,"Rank":199,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
-{"index":2,"Rank":200,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
-{"index":43,"Rank":218,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
-{"index":102,"Rank":242,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
-{"index":105,"Rank":243,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
-{"index":106,"Rank":244,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
-{"index":110,"Rank":245,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":119,"Rank":248,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":83.88,"STS22 (en)":69.01,"STSBenchmark":""}
-{"index":135,"Rank":253,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
-{"index":140,"Rank":255,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":59.47,"STSBenchmark":""}
+{"index":28,"Rank":71,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":30,"Rank":72,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":168,"Rank":73,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
+{"index":57,"Rank":74,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":169,"Rank":75,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":214,"Rank":76,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
+{"index":18,"Rank":77,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
+{"index":101,"Rank":78,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":120,"Rank":79,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":136,"Rank":80,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":295,"Rank":81,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":223,"Rank":82,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":64,"Rank":83,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":81.93,"BIOSSES":83.99,"SICK-R":74.65,"STS12":79.39,"STS13":85.32,"STS14":83.9,"STS15":88.47,"STS16":84.44,"STS17 (en-en)":85.77,"STS22 (en)":67.24,"STSBenchmark":86.08}
+{"index":292,"Rank":84,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
+{"index":256,"Rank":85,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
+{"index":221,"Rank":86,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
+{"index":257,"Rank":87,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
+{"index":174,"Rank":88,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":81.62,"BIOSSES":82.49,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.79,"STS17 (en-en)":88.12,"STS22 (en)":63.66,"STSBenchmark":87.29}
+{"index":26,"Rank":89,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
+{"index":308,"Rank":90,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
+{"index":58,"Rank":91,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":262,"Rank":92,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":139,"Rank":93,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":125,"Rank":94,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
+{"index":179,"Rank":95,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
+{"index":293,"Rank":96,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
+{"index":19,"Rank":97,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
+{"index":220,"Rank":98,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
+{"index":103,"Rank":99,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
+{"index":211,"Rank":100,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
+{"index":255,"Rank":101,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
+{"index":167,"Rank":102,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
+{"index":155,"Rank":103,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
+{"index":306,"Rank":104,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
+{"index":305,"Rank":105,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
+{"index":166,"Rank":106,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
+{"index":185,"Rank":107,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
+{"index":35,"Rank":108,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
+{"index":171,"Rank":109,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
+{"index":218,"Rank":110,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
+{"index":254,"Rank":111,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.77,"BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":63.52,"STSBenchmark":86.82}
+{"index":219,"Rank":112,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
+{"index":128,"Rank":113,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
+{"index":280,"Rank":114,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":188,"Rank":115,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":284,"Rank":116,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
+{"index":92,"Rank":117,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
+{"index":198,"Rank":118,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
+{"index":115,"Rank":119,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
+{"index":172,"Rank":120,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
+{"index":173,"Rank":121,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.31,"BIOSSES":85.05,"SICK-R":78.51,"STS12":76.7,"STS13":78.02,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.84,"STS22 (en)":62.26,"STSBenchmark":85.64}
+{"index":261,"Rank":122,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
+{"index":217,"Rank":123,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
+{"index":147,"Rank":124,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
+{"index":37,"Rank":125,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
+{"index":190,"Rank":126,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
+{"index":184,"Rank":127,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
+{"index":181,"Rank":128,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
+{"index":77,"Rank":129,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
+{"index":240,"Rank":130,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
+{"index":222,"Rank":131,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
+{"index":294,"Rank":132,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
+{"index":76,"Rank":133,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
+{"index":176,"Rank":134,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.16,"BIOSSES":82.46,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.42,"STS22 (en)":61.25,"STSBenchmark":84.11}
+{"index":229,"Rank":135,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
+{"index":196,"Rank":136,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
+{"index":197,"Rank":137,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
+{"index":253,"Rank":138,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.96,"BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":62.07,"STSBenchmark":84.42}
+{"index":241,"Rank":139,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":78.95,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.71,"STSBenchmark":82.03}
+{"index":80,"Rank":140,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
+{"index":114,"Rank":141,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
+{"index":301,"Rank":142,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
+{"index":126,"Rank":143,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
+{"index":215,"Rank":144,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
+{"index":73,"Rank":145,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
+{"index":290,"Rank":146,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
+{"index":111,"Rank":147,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
+{"index":250,"Rank":148,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
+{"index":113,"Rank":149,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
+{"index":248,"Rank":150,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
+{"index":91,"Rank":151,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
+{"index":186,"Rank":152,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
+{"index":249,"Rank":153,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
+{"index":134,"Rank":154,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
+{"index":287,"Rank":155,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
+{"index":109,"Rank":156,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
+{"index":247,"Rank":157,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
+{"index":309,"Rank":158,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
+{"index":90,"Rank":159,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
+{"index":85,"Rank":160,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
+{"index":224,"Rank":161,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
+{"index":251,"Rank":162,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
+{"index":69,"Rank":163,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
+{"index":112,"Rank":164,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
+{"index":78,"Rank":165,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
+{"index":71,"Rank":166,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
+{"index":87,"Rank":167,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
+{"index":246,"Rank":168,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
+{"index":107,"Rank":169,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
+{"index":286,"Rank":170,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
+{"index":275,"Rank":171,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
+{"index":86,"Rank":172,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
+{"index":276,"Rank":173,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
+{"index":67,"Rank":174,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
+{"index":108,"Rank":175,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
+{"index":89,"Rank":176,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
+{"index":230,"Rank":177,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
+{"index":151,"Rank":178,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
+{"index":274,"Rank":179,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
+{"index":49,"Rank":180,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
+{"index":272,"Rank":181,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.67,"BIOSSES":74.97,"SICK-R":65.24,"STS12":67.91,"STS13":78.28,"STS14":72.84,"STS15":81.14,"STS16":76.63,"STS17 (en-en)":83.33,"STS22 (en)":61.08,"STSBenchmark":75.32}
+{"index":88,"Rank":182,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
+{"index":79,"Rank":183,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
+{"index":273,"Rank":184,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
+{"index":75,"Rank":185,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
+{"index":143,"Rank":186,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
+{"index":239,"Rank":187,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
+{"index":156,"Rank":188,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
+{"index":271,"Rank":189,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":270,"Rank":190,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":11,"Rank":191,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
+{"index":245,"Rank":192,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
+{"index":244,"Rank":193,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
+{"index":243,"Rank":194,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
+{"index":133,"Rank":195,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
+{"index":269,"Rank":196,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
+{"index":2,"Rank":198,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
+{"index":43,"Rank":217,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
+{"index":102,"Rank":241,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
+{"index":105,"Rank":242,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
+{"index":106,"Rank":243,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
+{"index":110,"Rank":244,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":119,"Rank":247,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":83.88,"STS22 (en)":69.01,"STSBenchmark":""}
+{"index":135,"Rank":252,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
+{"index":140,"Rank":254,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":59.47,"STSBenchmark":""}
{"index":260,"Rank":290,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":47.06,"STSBenchmark":""}
{"index":278,"Rank":294,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
{"index":279,"Rank":295,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
{"index":285,"Rank":299,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
{"index":288,"Rank":300,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
{"index":289,"Rank":301,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":301,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
-{"index":303,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
+{"index":302,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
+{"index":303,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
+{"index":304,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
diff --git a/all_data_tasks/6/default.jsonl b/all_data_tasks/6/default.jsonl
index cc1ae5676aa18d53ece77886e4f1312213b9a0d0..267ada61db61e63219b4114b832fc8d51459bb47 100644
--- a/all_data_tasks/6/default.jsonl
+++ b/all_data_tasks/6/default.jsonl
@@ -1,189 +1,186 @@
{"index":134,"Rank":1,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"SummEval":33.6}
{"index":207,"Rank":2,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.71}
-{"index":1,"Rank":3,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.63}
-{"index":165,"Rank":4,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"SummEval":32.52}
-{"index":106,"Rank":5,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.47}
-{"index":0,"Rank":6,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.36}
-{"index":164,"Rank":7,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
-{"index":60,"Rank":8,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.12}
-{"index":181,"Rank":9,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.06}
-{"index":117,"Rank":10,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.03}
-{"index":277,"Rank":11,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.93}
-{"index":163,"Rank":12,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.84}
-{"index":111,"Rank":13,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.75}
-{"index":290,"Rank":14,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.75}
+{"index":165,"Rank":3,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"SummEval":32.52}
+{"index":106,"Rank":4,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.47}
+{"index":0,"Rank":5,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.36}
+{"index":164,"Rank":6,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
+{"index":60,"Rank":7,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.12}
+{"index":181,"Rank":8,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.06}
+{"index":117,"Rank":9,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.03}
+{"index":277,"Rank":10,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.93}
+{"index":163,"Rank":11,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.84}
+{"index":111,"Rank":12,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.75}
+{"index":290,"Rank":13,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.75}
+{"index":267,"Rank":14,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
{"index":154,"Rank":15,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"SummEval":31.66}
-{"index":267,"Rank":16,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
+{"index":23,"Rank":16,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
{"index":183,"Rank":17,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":23,"Rank":18,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":188,"Rank":19,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
-{"index":280,"Rank":20,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
-{"index":254,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":31.57}
-{"index":66,"Rank":22,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":138,"Rank":23,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
+{"index":188,"Rank":18,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
+{"index":280,"Rank":19,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
+{"index":254,"Rank":20,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":31.57}
+{"index":138,"Rank":21,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
+{"index":187,"Rank":22,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
+{"index":66,"Rank":23,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
{"index":206,"Rank":24,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.55}
-{"index":187,"Rank":25,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
-{"index":153,"Rank":26,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
-{"index":15,"Rank":27,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"SummEval":31.46}
-{"index":91,"Rank":28,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
-{"index":71,"Rank":29,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
-{"index":170,"Rank":30,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.4}
-{"index":171,"Rank":31,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
-{"index":255,"Rank":32,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
-{"index":109,"Rank":33,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
-{"index":69,"Rank":34,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
-{"index":287,"Rank":35,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
-{"index":17,"Rank":36,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
-{"index":35,"Rank":37,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
-{"index":217,"Rank":38,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.28}
-{"index":77,"Rank":39,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
-{"index":186,"Rank":40,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
-{"index":49,"Rank":41,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
-{"index":75,"Rank":42,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
-{"index":128,"Rank":43,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.22}
-{"index":25,"Rank":44,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
-{"index":225,"Rank":45,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
-{"index":229,"Rank":46,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":153,"Rank":25,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
+{"index":15,"Rank":26,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"SummEval":31.46}
+{"index":91,"Rank":27,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
+{"index":71,"Rank":28,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
+{"index":170,"Rank":29,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.4}
+{"index":171,"Rank":30,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
+{"index":255,"Rank":31,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
+{"index":69,"Rank":32,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
+{"index":287,"Rank":33,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
+{"index":109,"Rank":34,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
+{"index":17,"Rank":35,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
+{"index":35,"Rank":36,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
+{"index":217,"Rank":37,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.28}
+{"index":77,"Rank":38,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
+{"index":186,"Rank":39,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
+{"index":49,"Rank":40,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
+{"index":75,"Rank":41,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
+{"index":128,"Rank":42,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.22}
+{"index":25,"Rank":43,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
+{"index":225,"Rank":44,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
+{"index":266,"Rank":45,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":18,"Rank":46,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
{"index":16,"Rank":47,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEval":31.17}
-{"index":266,"Rank":48,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":18,"Rank":49,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
-{"index":104,"Rank":50,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":229,"Rank":48,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":104,"Rank":49,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":172,"Rank":50,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.16}
{"index":113,"Rank":51,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
-{"index":172,"Rank":52,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.16}
-{"index":230,"Rank":53,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.15}
-{"index":62,"Rank":54,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
-{"index":130,"Rank":55,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
-{"index":307,"Rank":56,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
-{"index":179,"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
+{"index":230,"Rank":52,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.15}
+{"index":62,"Rank":53,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
+{"index":130,"Rank":54,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
+{"index":308,"Rank":55,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
+{"index":179,"Rank":56,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
+{"index":192,"Rank":57,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
{"index":194,"Rank":58,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":21,"Rank":59,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
-{"index":193,"Rank":60,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":195,"Rank":61,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":192,"Rank":62,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":132,"Rank":63,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":151,"Rank":64,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
-{"index":239,"Rank":65,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
-{"index":90,"Rank":66,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
-{"index":308,"Rank":67,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
-{"index":196,"Rank":68,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
-{"index":166,"Rank":69,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
-{"index":9,"Rank":70,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
-{"index":38,"Rank":71,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
-{"index":65,"Rank":72,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
+{"index":193,"Rank":59,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":195,"Rank":60,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":21,"Rank":61,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
+{"index":132,"Rank":62,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
+{"index":151,"Rank":63,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
+{"index":239,"Rank":64,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
+{"index":90,"Rank":65,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
+{"index":309,"Rank":66,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
+{"index":9,"Rank":67,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
+{"index":166,"Rank":68,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
+{"index":196,"Rank":69,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
+{"index":38,"Rank":70,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
+{"index":65,"Rank":71,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
+{"index":8,"Rank":72,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
{"index":76,"Rank":73,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.97}
-{"index":8,"Rank":74,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
-{"index":168,"Rank":75,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.97}
-{"index":182,"Rank":76,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"SummEval":30.97}
-{"index":129,"Rank":77,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.96}
-{"index":70,"Rank":78,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":30.94}
-{"index":19,"Rank":79,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
-{"index":127,"Rank":80,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
-{"index":107,"Rank":81,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
-{"index":286,"Rank":82,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":6,"Rank":83,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":231,"Rank":84,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
-{"index":199,"Rank":85,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
-{"index":241,"Rank":86,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
-{"index":304,"Rank":87,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
-{"index":275,"Rank":88,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
-{"index":22,"Rank":89,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
-{"index":191,"Rank":90,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
-{"index":218,"Rank":91,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.72}
-{"index":103,"Rank":92,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.71}
-{"index":80,"Rank":93,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
-{"index":184,"Rank":94,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
-{"index":226,"Rank":95,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":30.7}
-{"index":253,"Rank":96,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
-{"index":250,"Rank":97,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
-{"index":105,"Rank":98,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.62}
-{"index":180,"Rank":99,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"SummEval":30.62}
-{"index":131,"Rank":100,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.6}
-{"index":20,"Rank":101,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
-{"index":278,"Rank":102,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
-{"index":156,"Rank":103,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
-{"index":190,"Rank":104,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
-{"index":85,"Rank":105,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.52}
-{"index":245,"Rank":106,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
-{"index":221,"Rank":107,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.47}
-{"index":272,"Rank":108,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.45}
-{"index":87,"Rank":109,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"SummEval":30.43}
-{"index":268,"Rank":110,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.42}
-{"index":37,"Rank":111,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.41}
-{"index":101,"Rank":112,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":136,"Rank":113,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":120,"Rank":114,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":223,"Rank":115,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
+{"index":168,"Rank":74,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.97}
+{"index":182,"Rank":75,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"SummEval":30.97}
+{"index":129,"Rank":76,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.96}
+{"index":70,"Rank":77,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":30.94}
+{"index":19,"Rank":78,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
+{"index":127,"Rank":79,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
+{"index":107,"Rank":80,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
+{"index":286,"Rank":81,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
+{"index":231,"Rank":82,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
+{"index":199,"Rank":83,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
+{"index":241,"Rank":84,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
+{"index":305,"Rank":85,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
+{"index":275,"Rank":86,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
+{"index":22,"Rank":87,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
+{"index":191,"Rank":88,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
+{"index":218,"Rank":89,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.72}
+{"index":184,"Rank":90,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
+{"index":103,"Rank":91,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.71}
+{"index":80,"Rank":92,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
+{"index":226,"Rank":93,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":30.7}
+{"index":253,"Rank":94,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
+{"index":250,"Rank":95,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
+{"index":180,"Rank":96,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"SummEval":30.62}
+{"index":105,"Rank":97,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.62}
+{"index":131,"Rank":98,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.6}
+{"index":20,"Rank":99,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
+{"index":278,"Rank":100,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
+{"index":156,"Rank":101,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
+{"index":190,"Rank":102,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
+{"index":85,"Rank":103,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.52}
+{"index":245,"Rank":104,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
+{"index":221,"Rank":105,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.47}
+{"index":272,"Rank":106,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.45}
+{"index":87,"Rank":107,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"SummEval":30.43}
+{"index":268,"Rank":108,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.42}
+{"index":37,"Rank":109,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.41}
+{"index":101,"Rank":110,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":120,"Rank":111,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":136,"Rank":112,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":295,"Rank":113,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":223,"Rank":114,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
+{"index":59,"Rank":115,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.39}
{"index":175,"Rank":116,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":30.39}
-{"index":59,"Rank":117,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.39}
-{"index":92,"Rank":118,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":30.38}
-{"index":47,"Rank":119,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"SummEval":30.37}
-{"index":224,"Rank":120,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
-{"index":108,"Rank":121,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.31}
-{"index":78,"Rank":122,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":30.3}
+{"index":92,"Rank":117,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":30.38}
+{"index":47,"Rank":118,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"SummEval":30.37}
+{"index":224,"Rank":119,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
+{"index":108,"Rank":120,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.31}
+{"index":78,"Rank":121,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":30.3}
+{"index":167,"Rank":122,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
{"index":155,"Rank":123,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"SummEval":30.28}
-{"index":167,"Rank":124,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
+{"index":61,"Rank":124,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
{"index":89,"Rank":125,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.26}
-{"index":61,"Rank":126,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
-{"index":197,"Rank":127,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.25}
-{"index":173,"Rank":128,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.23}
-{"index":249,"Rank":129,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
-{"index":73,"Rank":130,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
+{"index":197,"Rank":126,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.25}
+{"index":173,"Rank":127,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.23}
+{"index":249,"Rank":128,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
+{"index":73,"Rank":129,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
+{"index":169,"Rank":130,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
{"index":57,"Rank":131,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
-{"index":169,"Rank":132,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
-{"index":36,"Rank":133,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.18}
-{"index":26,"Rank":134,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.12}
-{"index":261,"Rank":135,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
-{"index":112,"Rank":136,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":30.1}
-{"index":31,"Rank":137,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":29,"Rank":138,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":28,"Rank":139,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":216,"Rank":140,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":30,"Rank":141,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":258,"Rank":142,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
-{"index":220,"Rank":143,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
-{"index":176,"Rank":144,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.04}
-{"index":74,"Rank":145,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":30.01}
-{"index":72,"Rank":146,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":29.96}
-{"index":305,"Rank":147,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
-{"index":306,"Rank":148,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
-{"index":79,"Rank":149,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":29.91}
-{"index":257,"Rank":150,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":29.91}
-{"index":228,"Rank":151,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
-{"index":114,"Rank":152,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.87}
-{"index":189,"Rank":153,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":29.87}
-{"index":162,"Rank":154,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
-{"index":185,"Rank":155,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
-{"index":126,"Rank":156,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":29.83}
-{"index":48,"Rank":157,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"SummEval":29.82}
-{"index":133,"Rank":158,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
-{"index":284,"Rank":159,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
-{"index":276,"Rank":160,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
-{"index":88,"Rank":161,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
-{"index":139,"Rank":162,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":58,"Rank":163,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":262,"Rank":164,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":247,"Rank":165,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
-{"index":174,"Rank":166,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.65}
-{"index":256,"Rank":167,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
-{"index":219,"Rank":168,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
-{"index":271,"Rank":169,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":270,"Rank":170,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":251,"Rank":171,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
-{"index":248,"Rank":172,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
-{"index":115,"Rank":173,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":29.47}
-{"index":273,"Rank":174,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
-{"index":86,"Rank":175,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
-{"index":64,"Rank":176,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.23}
-{"index":143,"Rank":177,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
-{"index":198,"Rank":178,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
-{"index":274,"Rank":179,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
-{"index":244,"Rank":180,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
-{"index":68,"Rank":181,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
-{"index":222,"Rank":182,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
-{"index":240,"Rank":183,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.9}
-{"index":243,"Rank":184,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
-{"index":125,"Rank":185,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.54}
-{"index":242,"Rank":186,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.49}
-{"index":300,"Rank":187,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
-{"index":11,"Rank":188,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
-{"index":279,"Rank":189,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":0.29}
+{"index":36,"Rank":132,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.18}
+{"index":26,"Rank":133,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.12}
+{"index":261,"Rank":134,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
+{"index":112,"Rank":135,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":30.1}
+{"index":216,"Rank":136,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":30,"Rank":137,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":28,"Rank":138,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":31,"Rank":139,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":29,"Rank":140,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":258,"Rank":141,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
+{"index":220,"Rank":142,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
+{"index":176,"Rank":143,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.04}
+{"index":74,"Rank":144,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":30.01}
+{"index":72,"Rank":145,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":29.96}
+{"index":306,"Rank":146,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
+{"index":257,"Rank":147,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":29.91}
+{"index":79,"Rank":148,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":29.91}
+{"index":114,"Rank":149,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.87}
+{"index":228,"Rank":150,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
+{"index":189,"Rank":151,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":29.87}
+{"index":185,"Rank":152,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
+{"index":162,"Rank":153,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
+{"index":126,"Rank":154,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":29.83}
+{"index":133,"Rank":155,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
+{"index":48,"Rank":156,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"SummEval":29.82}
+{"index":284,"Rank":157,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
+{"index":276,"Rank":158,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
+{"index":88,"Rank":159,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
+{"index":139,"Rank":160,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":262,"Rank":161,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":58,"Rank":162,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":247,"Rank":163,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
+{"index":174,"Rank":164,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.65}
+{"index":256,"Rank":165,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"index":219,"Rank":166,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
+{"index":271,"Rank":167,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":270,"Rank":168,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":248,"Rank":169,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
+{"index":251,"Rank":170,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
+{"index":115,"Rank":171,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":29.47}
+{"index":273,"Rank":172,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
+{"index":86,"Rank":173,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
+{"index":64,"Rank":174,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.23}
+{"index":143,"Rank":175,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
+{"index":198,"Rank":176,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
+{"index":274,"Rank":177,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
+{"index":244,"Rank":178,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
+{"index":68,"Rank":179,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
+{"index":222,"Rank":180,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
+{"index":240,"Rank":181,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.9}
+{"index":243,"Rank":182,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
+{"index":125,"Rank":183,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.54}
+{"index":301,"Rank":184,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
+{"index":11,"Rank":185,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
+{"index":279,"Rank":186,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":0.29}
diff --git a/all_data_tasks/7/default.jsonl b/all_data_tasks/7/default.jsonl
index cfae96c00df6b8172dae6bd9689dff4cc39a2f44..2efb4efbc498d394c334f6547f64a5687b8830e2 100644
--- a/all_data_tasks/7/default.jsonl
+++ b/all_data_tasks/7/default.jsonl
@@ -1,11 +1,11 @@
-{"index":5,"Rank":1,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
-{"index":18,"Rank":2,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
+{"index":18,"Rank":1,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
+{"index":5,"Rank":2,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
{"index":14,"Rank":3,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.67,"BUCC (de-en)":98.82,"BUCC (fr-en)":98.09,"BUCC (ru-en)":97.37,"BUCC (zh-en)":98.72,"Tatoeba (afr-eng)":97.47,"Tatoeba (amh-eng)":91.67,"Tatoeba (ang-eng)":46.34,"Tatoeba (ara-eng)":93.83,"Tatoeba (arq-eng)":75.41,"Tatoeba (arz-eng)":86.76,"Tatoeba (ast-eng)":90.81,"Tatoeba (awa-eng)":87.86,"Tatoeba (aze-eng)":89.12,"Tatoeba (bel-eng)":95.68,"Tatoeba (ben-eng)":89.02,"Tatoeba (ber-eng)":29.29,"Tatoeba (bos-eng)":95.9,"Tatoeba (bre-eng)":8.48,"Tatoeba (bul-eng)":94.52,"Tatoeba (cat-eng)":96.65,"Tatoeba (cbk-eng)":80.47,"Tatoeba (ceb-eng)":74.67,"Tatoeba (ces-eng)":96.88,"Tatoeba (cha-eng)":25.11,"Tatoeba (cmn-eng)":93.8,"Tatoeba (cor-eng)":9.98,"Tatoeba (csb-eng)":77.98,"Tatoeba (cym-eng)":91.3,"Tatoeba (dan-eng)":97.09,"Tatoeba (deu-eng)":99.13,"Tatoeba (dsb-eng)":64.48,"Tatoeba (dtp-eng)":7.95,"Tatoeba (ell-eng)":95.47,"Tatoeba (epo-eng)":98.47,"Tatoeba (est-eng)":97.17,"Tatoeba (eus-eng)":95.38,"Tatoeba (fao-eng)":93.6,"Tatoeba (fin-eng)":97.83,"Tatoeba (fra-eng)":95.37,"Tatoeba (fry-eng)":59.45,"Tatoeba (gla-eng)":80.89,"Tatoeba (gle-eng)":91.63,"Tatoeba (glg-eng)":97.28,"Tatoeba (gsw-eng)":54.83,"Tatoeba (heb-eng)":92.34,"Tatoeba (hin-eng)":97.07,"Tatoeba (hrv-eng)":97.65,"Tatoeba (hsb-eng)":77.87,"Tatoeba (hun-eng)":96.93,"Tatoeba (hye-eng)":95.15,"Tatoeba (ido-eng)":93.67,"Tatoeba (ile-eng)":81.0,"Tatoeba (ina-eng)":88.66,"Tatoeba (ind-eng)":94.5,"Tatoeba (isl-eng)":96.47,"Tatoeba (ita-eng)":95.95,"Tatoeba (jav-eng)":85.76,"Tatoeba (jpn-eng)":94.67,"Tatoeba (kab-eng)":83.66,"Tatoeba (kat-eng)":93.69,"Tatoeba (kaz-eng)":88.12,"Tatoeba (khm-eng)":70.2,"Tatoeba (kor-eng)":89.99,"Tatoeba (kur-eng)":34.22,"Tatoeba (kzj-eng)":8.62,"Tatoeba (lat-eng)":36.64,"Tatoeba (lfn-eng)":65.54,"Tatoeba (lit-eng)":97.43,"Tatoeba (lvs-eng)":95.45,"Tatoeba (mal-eng)":97.67,"Tatoeba (mar-eng)":93.35,"Tatoeba (max-eng)":72.73,"Tatoeba (mhr-eng)":11.87,"Tatoeba (mkd-eng)":95.98,"Tatoeba (mon-eng)":91.59,"Tatoeba (nds-eng)":54.18,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":97.31,"Tatoeba (nob-eng)":99.07,"Tatoeba (nov-eng)":71.25,"Tatoeba (oci-eng)":84.57,"Tatoeba (orv-eng)":47.07,"Tatoeba (pam-eng)":10.3,"Tatoeba (pes-eng)":94.37,"Tatoeba (pms-eng)":66.63,"Tatoeba (pol-eng)":97.7,"Tatoeba (por-eng)":95.49,"Tatoeba (ron-eng)":97.6,"Tatoeba (rus-eng)":94.35,"Tatoeba (slk-eng)":97.63,"Tatoeba (slv-eng)":95.99,"Tatoeba (spa-eng)":98.53,"Tatoeba (sqi-eng)":98.55,"Tatoeba (srp-eng)":94.87,"Tatoeba (swe-eng)":97.03,"Tatoeba (swg-eng)":67.69,"Tatoeba (swh-eng)":91.98,"Tatoeba (tam-eng)":88.08,"Tatoeba (tat-eng)":87.05,"Tatoeba (tel-eng)":91.6,"Tatoeba (tgl-eng)":96.95,"Tatoeba (tha-eng)":96.05,"Tatoeba (tuk-eng)":91.82,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":39.48,"Tatoeba (uig-eng)":90.07,"Tatoeba (ukr-eng)":94.3,"Tatoeba (urd-eng)":93.17,"Tatoeba (uzb-eng)":85.26,"Tatoeba (vie-eng)":97.17,"Tatoeba (war-eng)":82.83,"Tatoeba (wuu-eng)":81.79,"Tatoeba (xho-eng)":94.84,"Tatoeba (yid-eng)":94.3,"Tatoeba (yue-eng)":88.44,"Tatoeba (zsm-eng)":96.07}
{"index":25,"Rank":4,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":81.75,"BUCC (de-en)":99.35,"BUCC (fr-en)":98.72,"BUCC (ru-en)":97.78,"BUCC (zh-en)":99.16,"Tatoeba (afr-eng)":96.18,"Tatoeba (amh-eng)":91.47,"Tatoeba (ang-eng)":59.28,"Tatoeba (ara-eng)":88.8,"Tatoeba (arq-eng)":42.69,"Tatoeba (arz-eng)":76.0,"Tatoeba (ast-eng)":90.68,"Tatoeba (awa-eng)":71.7,"Tatoeba (aze-eng)":94.93,"Tatoeba (bel-eng)":95.0,"Tatoeba (ben-eng)":88.55,"Tatoeba (ber-eng)":8.4,"Tatoeba (bos-eng)":94.92,"Tatoeba (bre-eng)":15.07,"Tatoeba (bul-eng)":94.58,"Tatoeba (cat-eng)":95.38,"Tatoeba (cbk-eng)":79.44,"Tatoeba (ceb-eng)":64.42,"Tatoeba (ces-eng)":96.68,"Tatoeba (cha-eng)":31.77,"Tatoeba (cmn-eng)":95.1,"Tatoeba (cor-eng)":10.11,"Tatoeba (csb-eng)":52.57,"Tatoeba (cym-eng)":92.0,"Tatoeba (dan-eng)":95.71,"Tatoeba (deu-eng)":99.2,"Tatoeba (dsb-eng)":64.81,"Tatoeba (dtp-eng)":10.85,"Tatoeba (ell-eng)":95.35,"Tatoeba (epo-eng)":98.2,"Tatoeba (est-eng)":96.55,"Tatoeba (eus-eng)":95.01,"Tatoeba (fao-eng)":87.4,"Tatoeba (fin-eng)":96.37,"Tatoeba (fra-eng)":94.86,"Tatoeba (fry-eng)":89.31,"Tatoeba (gla-eng)":85.66,"Tatoeba (gle-eng)":93.8,"Tatoeba (glg-eng)":96.82,"Tatoeba (gsw-eng)":46.5,"Tatoeba (heb-eng)":91.53,"Tatoeba (hin-eng)":96.87,"Tatoeba (hrv-eng)":96.95,"Tatoeba (hsb-eng)":67.11,"Tatoeba (hun-eng)":96.55,"Tatoeba (hye-eng)":94.09,"Tatoeba (ido-eng)":89.42,"Tatoeba (ile-eng)":85.58,"Tatoeba (ina-eng)":95.37,"Tatoeba (ind-eng)":93.66,"Tatoeba (isl-eng)":94.75,"Tatoeba (ita-eng)":92.72,"Tatoeba (jav-eng)":79.77,"Tatoeba (jpn-eng)":95.38,"Tatoeba (kab-eng)":4.31,"Tatoeba (kat-eng)":95.02,"Tatoeba (kaz-eng)":87.49,"Tatoeba (khm-eng)":78.37,"Tatoeba (kor-eng)":90.95,"Tatoeba (kur-eng)":83.59,"Tatoeba (kzj-eng)":11.33,"Tatoeba (lat-eng)":80.07,"Tatoeba (lfn-eng)":67.54,"Tatoeba (lit-eng)":96.47,"Tatoeba (lvs-eng)":95.88,"Tatoeba (mal-eng)":98.45,"Tatoeba (mar-eng)":92.65,"Tatoeba (max-eng)":63.26,"Tatoeba (mhr-eng)":15.74,"Tatoeba (mkd-eng)":93.6,"Tatoeba (mon-eng)":95.91,"Tatoeba (nds-eng)":79.42,"Tatoeba (nld-eng)":96.07,"Tatoeba (nno-eng)":94.48,"Tatoeba (nob-eng)":98.4,"Tatoeba (nov-eng)":74.38,"Tatoeba (oci-eng)":65.81,"Tatoeba (orv-eng)":38.93,"Tatoeba (pam-eng)":10.73,"Tatoeba (pes-eng)":94.7,"Tatoeba (pms-eng)":64.57,"Tatoeba (pol-eng)":97.22,"Tatoeba (por-eng)":94.14,"Tatoeba (ron-eng)":96.92,"Tatoeba (rus-eng)":93.75,"Tatoeba (slk-eng)":96.5,"Tatoeba (slv-eng)":96.03,"Tatoeba (spa-eng)":98.4,"Tatoeba (sqi-eng)":96.76,"Tatoeba (srp-eng)":94.43,"Tatoeba (swe-eng)":95.63,"Tatoeba (swg-eng)":59.36,"Tatoeba (swh-eng)":84.5,"Tatoeba (tam-eng)":89.0,"Tatoeba (tat-eng)":85.92,"Tatoeba (tel-eng)":97.86,"Tatoeba (tgl-eng)":96.02,"Tatoeba (tha-eng)":96.14,"Tatoeba (tuk-eng)":75.27,"Tatoeba (tur-eng)":98.0,"Tatoeba (tzl-eng)":58.88,"Tatoeba (uig-eng)":92.4,"Tatoeba (ukr-eng)":93.97,"Tatoeba (urd-eng)":93.22,"Tatoeba (uzb-eng)":84.23,"Tatoeba (vie-eng)":97.2,"Tatoeba (war-eng)":60.29,"Tatoeba (wuu-eng)":90.18,"Tatoeba (xho-eng)":91.55,"Tatoeba (yid-eng)":88.79,"Tatoeba (yue-eng)":89.58,"Tatoeba (zsm-eng)":95.62}
-{"index":33,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
-{"index":4,"Rank":6,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
-{"index":13,"Rank":7,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
-{"index":17,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":13,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":17,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":33,"Rank":7,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":4,"Rank":8,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
{"index":15,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":71.07,"BUCC (de-en)":99.5,"BUCC (fr-en)":99.09,"BUCC (ru-en)":97.84,"BUCC (zh-en)":99.23,"Tatoeba (afr-eng)":87.19,"Tatoeba (amh-eng)":22.05,"Tatoeba (ang-eng)":81.59,"Tatoeba (ara-eng)":88.76,"Tatoeba (arq-eng)":48.55,"Tatoeba (arz-eng)":70.73,"Tatoeba (ast-eng)":80.94,"Tatoeba (awa-eng)":67.45,"Tatoeba (aze-eng)":76.23,"Tatoeba (bel-eng)":88.09,"Tatoeba (ben-eng)":81.82,"Tatoeba (ber-eng)":7.62,"Tatoeba (bos-eng)":91.54,"Tatoeba (bre-eng)":14.2,"Tatoeba (bul-eng)":93.98,"Tatoeba (cat-eng)":91.89,"Tatoeba (cbk-eng)":81.32,"Tatoeba (ceb-eng)":43.15,"Tatoeba (ces-eng)":94.93,"Tatoeba (cha-eng)":44.8,"Tatoeba (cmn-eng)":95.9,"Tatoeba (cor-eng)":9.19,"Tatoeba (csb-eng)":62.92,"Tatoeba (cym-eng)":72.32,"Tatoeba (dan-eng)":93.92,"Tatoeba (deu-eng)":99.47,"Tatoeba (dsb-eng)":65.43,"Tatoeba (dtp-eng)":11.74,"Tatoeba (ell-eng)":91.42,"Tatoeba (epo-eng)":87.79,"Tatoeba (est-eng)":62.89,"Tatoeba (eus-eng)":40.51,"Tatoeba (fao-eng)":70.33,"Tatoeba (fin-eng)":90.69,"Tatoeba (fra-eng)":95.77,"Tatoeba (fry-eng)":70.98,"Tatoeba (gla-eng)":63.53,"Tatoeba (gle-eng)":73.81,"Tatoeba (glg-eng)":90.44,"Tatoeba (gsw-eng)":52.21,"Tatoeba (heb-eng)":82.82,"Tatoeba (hin-eng)":95.28,"Tatoeba (hrv-eng)":93.97,"Tatoeba (hsb-eng)":74.24,"Tatoeba (hun-eng)":89.82,"Tatoeba (hye-eng)":63.99,"Tatoeba (ido-eng)":75.11,"Tatoeba (ile-eng)":83.97,"Tatoeba (ina-eng)":95.52,"Tatoeba (ind-eng)":93.48,"Tatoeba (isl-eng)":87.57,"Tatoeba (ita-eng)":91.94,"Tatoeba (jav-eng)":38.49,"Tatoeba (jpn-eng)":94.0,"Tatoeba (kab-eng)":3.81,"Tatoeba (kat-eng)":59.67,"Tatoeba (kaz-eng)":46.89,"Tatoeba (khm-eng)":37.31,"Tatoeba (kor-eng)":91.29,"Tatoeba (kur-eng)":29.93,"Tatoeba (kzj-eng)":12.19,"Tatoeba (lat-eng)":87.94,"Tatoeba (lfn-eng)":73.89,"Tatoeba (lit-eng)":69.2,"Tatoeba (lvs-eng)":66.01,"Tatoeba (mal-eng)":55.86,"Tatoeba (mar-eng)":68.99,"Tatoeba (max-eng)":64.8,"Tatoeba (mhr-eng)":16.24,"Tatoeba (mkd-eng)":86.9,"Tatoeba (mon-eng)":37.79,"Tatoeba (nds-eng)":77.42,"Tatoeba (nld-eng)":96.4,"Tatoeba (nno-eng)":87.24,"Tatoeba (nob-eng)":96.86,"Tatoeba (nov-eng)":72.4,"Tatoeba (oci-eng)":62.2,"Tatoeba (orv-eng)":59.65,"Tatoeba (pam-eng)":14.02,"Tatoeba (pes-eng)":89.67,"Tatoeba (pms-eng)":62.3,"Tatoeba (pol-eng)":96.47,"Tatoeba (por-eng)":94.44,"Tatoeba (ron-eng)":93.0,"Tatoeba (rus-eng)":93.75,"Tatoeba (slk-eng)":88.84,"Tatoeba (slv-eng)":85.99,"Tatoeba (spa-eng)":98.8,"Tatoeba (sqi-eng)":67.06,"Tatoeba (srp-eng)":92.54,"Tatoeba (swe-eng)":92.95,"Tatoeba (swg-eng)":64.75,"Tatoeba (swh-eng)":61.6,"Tatoeba (tam-eng)":72.83,"Tatoeba (tat-eng)":37.02,"Tatoeba (tel-eng)":42.79,"Tatoeba (tgl-eng)":93.14,"Tatoeba (tha-eng)":93.64,"Tatoeba (tuk-eng)":42.01,"Tatoeba (tur-eng)":94.13,"Tatoeba (tzl-eng)":49.51,"Tatoeba (uig-eng)":38.86,"Tatoeba (ukr-eng)":94.45,"Tatoeba (urd-eng)":83.62,"Tatoeba (uzb-eng)":52.73,"Tatoeba (vie-eng)":94.83,"Tatoeba (war-eng)":41.97,"Tatoeba (wuu-eng)":89.61,"Tatoeba (xho-eng)":35.96,"Tatoeba (yid-eng)":33.12,"Tatoeba (yue-eng)":89.11,"Tatoeba (zsm-eng)":94.1}
{"index":1,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":69.12,"BUCC (de-en)":98.62,"BUCC (fr-en)":97.9,"BUCC (ru-en)":97.12,"BUCC (zh-en)":98.16,"Tatoeba (afr-eng)":81.85,"Tatoeba (amh-eng)":76.36,"Tatoeba (ang-eng)":42.45,"Tatoeba (ara-eng)":77.81,"Tatoeba (arq-eng)":24.99,"Tatoeba (arz-eng)":55.77,"Tatoeba (ast-eng)":78.08,"Tatoeba (awa-eng)":48.46,"Tatoeba (aze-eng)":79.53,"Tatoeba (bel-eng)":85.56,"Tatoeba (ben-eng)":73.23,"Tatoeba (ber-eng)":20.39,"Tatoeba (bos-eng)":89.36,"Tatoeba (bre-eng)":13.59,"Tatoeba (bul-eng)":91.31,"Tatoeba (cat-eng)":91.5,"Tatoeba (cbk-eng)":70.04,"Tatoeba (ceb-eng)":21.26,"Tatoeba (ces-eng)":89.77,"Tatoeba (cha-eng)":30.8,"Tatoeba (cmn-eng)":95.73,"Tatoeba (cor-eng)":5.96,"Tatoeba (csb-eng)":29.98,"Tatoeba (cym-eng)":52.47,"Tatoeba (dan-eng)":91.83,"Tatoeba (deu-eng)":97.75,"Tatoeba (dsb-eng)":42.87,"Tatoeba (dtp-eng)":9.05,"Tatoeba (ell-eng)":91.9,"Tatoeba (epo-eng)":88.91,"Tatoeba (est-eng)":79.48,"Tatoeba (eus-eng)":63.75,"Tatoeba (fao-eng)":65.68,"Tatoeba (fin-eng)":88.19,"Tatoeba (fra-eng)":93.27,"Tatoeba (fry-eng)":73.7,"Tatoeba (gla-eng)":27.33,"Tatoeba (gle-eng)":32.73,"Tatoeba (glg-eng)":89.64,"Tatoeba (gsw-eng)":36.74,"Tatoeba (heb-eng)":75.85,"Tatoeba (hin-eng)":93.33,"Tatoeba (hrv-eng)":91.67,"Tatoeba (hsb-eng)":45.64,"Tatoeba (hun-eng)":89.09,"Tatoeba (hye-eng)":80.41,"Tatoeba (ido-eng)":77.59,"Tatoeba (ile-eng)":81.68,"Tatoeba (ina-eng)":91.29,"Tatoeba (ind-eng)":92.31,"Tatoeba (isl-eng)":82.59,"Tatoeba (ita-eng)":91.43,"Tatoeba (jav-eng)":35.7,"Tatoeba (jpn-eng)":93.14,"Tatoeba (kab-eng)":17.19,"Tatoeba (kat-eng)":72.77,"Tatoeba (kaz-eng)":67.63,"Tatoeba (khm-eng)":67.63,"Tatoeba (kor-eng)":84.08,"Tatoeba (kur-eng)":32.87,"Tatoeba (kzj-eng)":11.12,"Tatoeba (lat-eng)":42.99,"Tatoeba (lfn-eng)":63.56,"Tatoeba (lit-eng)":77.59,"Tatoeba (lvs-eng)":79.39,"Tatoeba (mal-eng)":94.64,"Tatoeba (mar-eng)":84.38,"Tatoeba (max-eng)":52.57,"Tatoeba (mhr-eng)":15.98,"Tatoeba (mkd-eng)":77.85,"Tatoeba (mon-eng)":71.7,"Tatoeba (nds-eng)":63.42,"Tatoeba (nld-eng)":93.78,"Tatoeba (nno-eng)":90.75,"Tatoeba (nob-eng)":96.62,"Tatoeba (nov-eng)":68.37,"Tatoeba (oci-eng)":51.12,"Tatoeba (orv-eng)":33.13,"Tatoeba (pam-eng)":9.23,"Tatoeba (pes-eng)":88.26,"Tatoeba (pms-eng)":46.68,"Tatoeba (pol-eng)":94.9,"Tatoeba (por-eng)":94.57,"Tatoeba (ron-eng)":90.72,"Tatoeba (rus-eng)":92.9,"Tatoeba (slk-eng)":88.81,"Tatoeba (slv-eng)":84.15,"Tatoeba (spa-eng)":97.68,"Tatoeba (sqi-eng)":82.77,"Tatoeba (srp-eng)":86.29,"Tatoeba (swe-eng)":92.95,"Tatoeba (swg-eng)":51.71,"Tatoeba (swh-eng)":58.13,"Tatoeba (tam-eng)":84.3,"Tatoeba (tat-eng)":42.35,"Tatoeba (tel-eng)":89.7,"Tatoeba (tgl-eng)":67.23,"Tatoeba (tha-eng)":90.55,"Tatoeba (tuk-eng)":34.36,"Tatoeba (tur-eng)":95.82,"Tatoeba (tzl-eng)":40.27,"Tatoeba (uig-eng)":59.57,"Tatoeba (ukr-eng)":91.29,"Tatoeba (urd-eng)":83.9,"Tatoeba (uzb-eng)":40.95,"Tatoeba (vie-eng)":95.93,"Tatoeba (war-eng)":23.86,"Tatoeba (wuu-eng)":88.45,"Tatoeba (xho-eng)":67.65,"Tatoeba (yid-eng)":60.43,"Tatoeba (yue-eng)":82.99,"Tatoeba (zsm-eng)":94.35}
{"index":16,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.09,"BUCC (de-en)":99.13,"BUCC (fr-en)":97.59,"BUCC (ru-en)":97.2,"BUCC (zh-en)":98.3,"Tatoeba (afr-eng)":86.91,"Tatoeba (amh-eng)":74.93,"Tatoeba (ang-eng)":29.07,"Tatoeba (ara-eng)":82.59,"Tatoeba (arq-eng)":26.74,"Tatoeba (arz-eng)":66.79,"Tatoeba (ast-eng)":75.31,"Tatoeba (awa-eng)":68.39,"Tatoeba (aze-eng)":84.71,"Tatoeba (bel-eng)":86.7,"Tatoeba (ben-eng)":81.05,"Tatoeba (ber-eng)":23.58,"Tatoeba (bos-eng)":88.86,"Tatoeba (bre-eng)":5.44,"Tatoeba (bul-eng)":88.63,"Tatoeba (cat-eng)":84.09,"Tatoeba (cbk-eng)":60.54,"Tatoeba (ceb-eng)":45.46,"Tatoeba (ces-eng)":88.88,"Tatoeba (cha-eng)":16.95,"Tatoeba (cmn-eng)":93.35,"Tatoeba (cor-eng)":4.38,"Tatoeba (csb-eng)":24.56,"Tatoeba (cym-eng)":65.22,"Tatoeba (dan-eng)":91.4,"Tatoeba (deu-eng)":97.07,"Tatoeba (dsb-eng)":34.33,"Tatoeba (dtp-eng)":5.13,"Tatoeba (ell-eng)":89.96,"Tatoeba (epo-eng)":92.07,"Tatoeba (est-eng)":70.51,"Tatoeba (eus-eng)":56.16,"Tatoeba (fao-eng)":64.72,"Tatoeba (fin-eng)":86.15,"Tatoeba (fra-eng)":92.76,"Tatoeba (fry-eng)":50.88,"Tatoeba (gla-eng)":43.08,"Tatoeba (gle-eng)":58.36,"Tatoeba (glg-eng)":82.79,"Tatoeba (gsw-eng)":43.53,"Tatoeba (heb-eng)":74.14,"Tatoeba (hin-eng)":93.0,"Tatoeba (hrv-eng)":92.5,"Tatoeba (hsb-eng)":40.35,"Tatoeba (hun-eng)":84.32,"Tatoeba (hye-eng)":85.91,"Tatoeba (ido-eng)":74.39,"Tatoeba (ile-eng)":72.43,"Tatoeba (ina-eng)":86.11,"Tatoeba (ind-eng)":90.26,"Tatoeba (isl-eng)":76.9,"Tatoeba (ita-eng)":90.61,"Tatoeba (jav-eng)":61.25,"Tatoeba (jpn-eng)":90.3,"Tatoeba (kab-eng)":21.98,"Tatoeba (kat-eng)":77.83,"Tatoeba (kaz-eng)":75.56,"Tatoeba (khm-eng)":47.26,"Tatoeba (kor-eng)":83.37,"Tatoeba (kur-eng)":52.96,"Tatoeba (kzj-eng)":6.2,"Tatoeba (lat-eng)":39.58,"Tatoeba (lfn-eng)":52.85,"Tatoeba (lit-eng)":75.53,"Tatoeba (lvs-eng)":76.66,"Tatoeba (mal-eng)":96.72,"Tatoeba (mar-eng)":86.62,"Tatoeba (max-eng)":52.39,"Tatoeba (mhr-eng)":5.52,"Tatoeba (mkd-eng)":73.76,"Tatoeba (mon-eng)":78.37,"Tatoeba (nds-eng)":53.86,"Tatoeba (nld-eng)":93.2,"Tatoeba (nno-eng)":82.56,"Tatoeba (nob-eng)":95.9,"Tatoeba (nov-eng)":66.83,"Tatoeba (oci-eng)":35.79,"Tatoeba (orv-eng)":16.0,"Tatoeba (pam-eng)":6.92,"Tatoeba (pes-eng)":87.08,"Tatoeba (pms-eng)":44.61,"Tatoeba (pol-eng)":94.82,"Tatoeba (por-eng)":92.74,"Tatoeba (ron-eng)":91.27,"Tatoeba (rus-eng)":91.78,"Tatoeba (slk-eng)":86.4,"Tatoeba (slv-eng)":81.93,"Tatoeba (spa-eng)":96.97,"Tatoeba (sqi-eng)":90.06,"Tatoeba (srp-eng)":89.08,"Tatoeba (swe-eng)":91.33,"Tatoeba (swg-eng)":42.33,"Tatoeba (swh-eng)":66.81,"Tatoeba (tam-eng)":85.12,"Tatoeba (tat-eng)":66.92,"Tatoeba (tel-eng)":88.49,"Tatoeba (tgl-eng)":83.78,"Tatoeba (tha-eng)":94.4,"Tatoeba (tuk-eng)":19.66,"Tatoeba (tur-eng)":92.67,"Tatoeba (tzl-eng)":34.44,"Tatoeba (uig-eng)":63.08,"Tatoeba (ukr-eng)":88.29,"Tatoeba (urd-eng)":86.2,"Tatoeba (uzb-eng)":62.63,"Tatoeba (vie-eng)":94.68,"Tatoeba (war-eng)":47.18,"Tatoeba (wuu-eng)":78.65,"Tatoeba (xho-eng)":73.24,"Tatoeba (yid-eng)":63.2,"Tatoeba (yue-eng)":80.66,"Tatoeba (zsm-eng)":92.45}
diff --git a/all_data_tasks/8/default.jsonl b/all_data_tasks/8/default.jsonl
index 7a05a81e96a465efb5f83c4c1905cabe90e10f7c..2ee93c3b183217c860e12b3db0f3e57bed7eac28 100644
--- a/all_data_tasks/8/default.jsonl
+++ b/all_data_tasks/8/default.jsonl
@@ -1,94 +1,94 @@
-{"index":17,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"index":127,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.03,"AmazonReviewsClassification (zh)":50.31,"IFlyTek":51.94,"JDReview":90.32,"MassiveIntentClassification (zh-CN)":78.14,"MassiveScenarioClassification (zh-CN)":86.2,"MultilingualSentiment":78.58,"OnlineShopping":95.07,"TNews":55.03,"Waimai":89.7}
-{"index":220,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
-{"index":266,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
-{"index":183,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
-{"index":39,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
-{"index":54,"Rank":7,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.18,"AmazonReviewsClassification (zh)":49.67,"IFlyTek":52.64,"JDReview":87.6,"MassiveIntentClassification (zh-CN)":77.43,"MassiveScenarioClassification (zh-CN)":83.87,"MultilingualSentiment":78.48,"OnlineShopping":94.34,"TNews":54.37,"Waimai":89.23}
-{"index":290,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonReviewsClassification (zh)":49.68,"IFlyTek":51.77,"JDReview":86.94,"MassiveIntentClassification (zh-CN)":80.6,"MassiveScenarioClassification (zh-CN)":87.42,"MultilingualSentiment":75.92,"OnlineShopping":94.03,"TNews":52.69,"Waimai":88.23}
-{"index":30,"Rank":9,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":74.11,"AmazonReviewsClassification (zh)":54.34,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.19,"MassiveScenarioClassification (zh-CN)":82.58,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
-{"index":15,"Rank":10,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":73.36,"AmazonReviewsClassification (zh)":52.95,"IFlyTek":53.77,"JDReview":88.2,"MassiveIntentClassification (zh-CN)":76.25,"MassiveScenarioClassification (zh-CN)":77.26,"MultilingualSentiment":77.42,"OnlineShopping":94.48,"TNews":51.24,"Waimai":88.63}
-{"index":340,"Rank":11,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.84,"AmazonReviewsClassification (zh)":48.3,"IFlyTek":50.75,"JDReview":87.69,"MassiveIntentClassification (zh-CN)":74.91,"MassiveScenarioClassification (zh-CN)":81.28,"MultilingualSentiment":76.83,"OnlineShopping":94.42,"TNews":52.62,"Waimai":88.77}
-{"index":140,"Rank":12,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.75,"AmazonReviewsClassification (zh)":48.54,"IFlyTek":51.77,"JDReview":86.7,"MassiveIntentClassification (zh-CN)":75.87,"MassiveScenarioClassification (zh-CN)":78.44,"MultilingualSentiment":77.53,"OnlineShopping":93.71,"TNews":53.69,"Waimai":88.53}
-{"index":12,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.74,"AmazonReviewsClassification (zh)":46.18,"IFlyTek":51.8,"JDReview":86.02,"MassiveIntentClassification (zh-CN)":73.85,"MassiveScenarioClassification (zh-CN)":77.13,"MultilingualSentiment":76.35,"OnlineShopping":93.2,"TNews":53.06,"Waimai":88.1}
-{"index":169,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.56,"AmazonReviewsClassification (zh)":46.59,"IFlyTek":50.74,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.2,"MultilingualSentiment":76.64,"OnlineShopping":93.39,"TNews":53.1,"Waimai":88.01}
-{"index":168,"Rank":15,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":71.5,"AmazonReviewsClassification (zh)":46.32,"IFlyTek":50.63,"JDReview":86.12,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.3,"MultilingualSentiment":76.45,"OnlineShopping":93.24,"TNews":53.11,"Waimai":88.08}
-{"index":111,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.35,"AmazonReviewsClassification (zh)":46.95,"IFlyTek":49.67,"JDReview":86.53,"MassiveIntentClassification (zh-CN)":73.39,"MassiveScenarioClassification (zh-CN)":76.04,"MultilingualSentiment":76.4,"OnlineShopping":92.6,"TNews":52.04,"Waimai":88.49}
-{"index":301,"Rank":17,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.34,"AmazonReviewsClassification (zh)":47.23,"IFlyTek":49.6,"JDReview":86.72,"MassiveIntentClassification (zh-CN)":73.31,"MassiveScenarioClassification (zh-CN)":75.71,"MultilingualSentiment":76.48,"OnlineShopping":92.68,"TNews":51.98,"Waimai":88.37}
-{"index":299,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.26,"AmazonReviewsClassification (zh)":45.82,"IFlyTek":48.62,"JDReview":85.95,"MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":76.79,"MultilingualSentiment":75.79,"OnlineShopping":93.36,"TNews":53.65,"Waimai":88.07}
-{"index":219,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.2,"AmazonReviewsClassification (zh)":46.72,"IFlyTek":49.74,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":72.87,"MassiveScenarioClassification (zh-CN)":75.47,"MultilingualSentiment":76.28,"OnlineShopping":92.49,"TNews":52.16,"Waimai":88.36}
-{"index":187,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.12,"AmazonReviewsClassification (zh)":46.34,"IFlyTek":49.93,"JDReview":86.27,"MassiveIntentClassification (zh-CN)":72.05,"MassiveScenarioClassification (zh-CN)":75.3,"MultilingualSentiment":76.22,"OnlineShopping":93.53,"TNews":53.2,"Waimai":87.27}
-{"index":16,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.12,"AmazonReviewsClassification (zh)":47.21,"IFlyTek":44.85,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":76.88,"MassiveScenarioClassification (zh-CN)":80.76,"MultilingualSentiment":74.46,"OnlineShopping":93.5,"TNews":49.95,"Waimai":86.63}
-{"index":221,"Rank":22,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":70.83,"AmazonReviewsClassification (zh)":46.67,"IFlyTek":47.34,"JDReview":85.67,"MassiveIntentClassification (zh-CN)":72.38,"MassiveScenarioClassification (zh-CN)":74.87,"MultilingualSentiment":76.27,"OnlineShopping":93.05,"TNews":53.27,"Waimai":87.96}
-{"index":194,"Rank":23,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":70.17,"AmazonReviewsClassification (zh)":46.24,"IFlyTek":45.05,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":74.99,"MassiveScenarioClassification (zh-CN)":79.93,"MultilingualSentiment":73.31,"OnlineShopping":92.19,"TNews":47.05,"Waimai":86.94}
-{"index":47,"Rank":24,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.0,"AmazonReviewsClassification (zh)":44.93,"IFlyTek":48.3,"JDReview":85.07,"MassiveIntentClassification (zh-CN)":71.16,"MassiveScenarioClassification (zh-CN)":73.54,"MultilingualSentiment":75.16,"OnlineShopping":93.25,"TNews":52.41,"Waimai":86.21}
-{"index":48,"Rank":25,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":69.89,"AmazonReviewsClassification (zh)":44.88,"IFlyTek":49.11,"JDReview":85.57,"MassiveIntentClassification (zh-CN)":70.78,"MassiveScenarioClassification (zh-CN)":73.16,"MultilingualSentiment":74.39,"OnlineShopping":93.12,"TNews":51.8,"Waimai":86.18}
-{"index":28,"Rank":26,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":69.13,"AmazonReviewsClassification (zh)":41.38,"IFlyTek":48.74,"JDReview":85.14,"MassiveIntentClassification (zh-CN)":68.84,"MassiveScenarioClassification (zh-CN)":74.7,"MultilingualSentiment":72.97,"OnlineShopping":91.43,"TNews":52.1,"Waimai":86.9}
-{"index":42,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.09,"AmazonReviewsClassification (zh)":43.32,"IFlyTek":47.08,"JDReview":84.48,"MassiveIntentClassification (zh-CN)":70.91,"MassiveScenarioClassification (zh-CN)":74.94,"MultilingualSentiment":72.68,"OnlineShopping":92.11,"TNews":49.85,"Waimai":86.44}
-{"index":21,"Rank":28,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.81,"IFlyTek":48.01,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.27,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.4,"OnlineShopping":91.82,"TNews":51.93,"Waimai":87.1}
-{"index":189,"Rank":29,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.82,"IFlyTek":47.99,"JDReview":86.98,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.12,"MultilingualSentiment":73.41,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.12}
-{"index":22,"Rank":30,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":69.05,"AmazonReviewsClassification (zh)":40.8,"IFlyTek":47.99,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.39,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.1}
-{"index":239,"Rank":31,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.83,"AmazonReviewsClassification (zh)":47.79,"IFlyTek":44.86,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":61.29,"MassiveScenarioClassification (zh-CN)":66.9,"MultilingualSentiment":78.46,"OnlineShopping":92.58,"TNews":50.02,"Waimai":89.09}
-{"index":27,"Rank":32,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.58,"AmazonReviewsClassification (zh)":41.94,"IFlyTek":45.32,"JDReview":85.38,"MassiveIntentClassification (zh-CN)":66.96,"MassiveScenarioClassification (zh-CN)":73.39,"MultilingualSentiment":73.7,"OnlineShopping":91.66,"TNews":52.05,"Waimai":86.83}
-{"index":186,"Rank":33,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.29,"AmazonReviewsClassification (zh)":39.64,"IFlyTek":47.9,"JDReview":84.78,"MassiveIntentClassification (zh-CN)":68.09,"MassiveScenarioClassification (zh-CN)":73.22,"MultilingualSentiment":71.67,"OnlineShopping":91.38,"TNews":51.25,"Waimai":86.68}
-{"index":55,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.21,"AmazonReviewsClassification (zh)":39.32,"IFlyTek":47.96,"JDReview":84.9,"MassiveIntentClassification (zh-CN)":67.65,"MassiveScenarioClassification (zh-CN)":72.97,"MultilingualSentiment":71.54,"OnlineShopping":91.3,"TNews":51.56,"Waimai":86.66}
-{"index":234,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.2,"AmazonReviewsClassification (zh)":44.44,"IFlyTek":43.96,"JDReview":86.92,"MassiveIntentClassification (zh-CN)":67.23,"MassiveScenarioClassification (zh-CN)":74.88,"MultilingualSentiment":72.47,"OnlineShopping":89.59,"TNews":48.26,"Waimai":86.08}
-{"index":24,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.07,"AmazonReviewsClassification (zh)":40.15,"IFlyTek":48.62,"JDReview":83.62,"MassiveIntentClassification (zh-CN)":67.93,"MassiveScenarioClassification (zh-CN)":73.98,"MultilingualSentiment":70.67,"OnlineShopping":91.26,"TNews":51.08,"Waimai":85.36}
-{"index":41,"Rank":37,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.89,"AmazonReviewsClassification (zh)":42.04,"IFlyTek":46.3,"JDReview":77.3,"MassiveIntentClassification (zh-CN)":70.82,"MassiveScenarioClassification (zh-CN)":75.21,"MultilingualSentiment":71.67,"OnlineShopping":91.53,"TNews":50.17,"Waimai":85.98}
-{"index":185,"Rank":38,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":67.77,"AmazonReviewsClassification (zh)":40.25,"IFlyTek":47.46,"JDReview":84.99,"MassiveIntentClassification (zh-CN)":65.56,"MassiveScenarioClassification (zh-CN)":71.49,"MultilingualSentiment":72.48,"OnlineShopping":90.34,"TNews":50.78,"Waimai":86.62}
-{"index":188,"Rank":39,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.62,"AmazonReviewsClassification (zh)":40.57,"IFlyTek":47.03,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":64.02,"MassiveScenarioClassification (zh-CN)":68.95,"MultilingualSentiment":73.03,"OnlineShopping":90.75,"TNews":50.69,"Waimai":86.77}
-{"index":233,"Rank":40,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.52,"AmazonReviewsClassification (zh)":43.02,"IFlyTek":44.42,"JDReview":85.33,"MassiveIntentClassification (zh-CN)":68.4,"MassiveScenarioClassification (zh-CN)":74.6,"MultilingualSentiment":71.9,"OnlineShopping":87.77,"TNews":48.28,"Waimai":83.99}
-{"index":198,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.34,"AmazonReviewsClassification (zh)":38.83,"IFlyTek":45.47,"JDReview":80.99,"MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":68.58,"OnlineShopping":90.81,"TNews":48.38,"Waimai":85.02}
-{"index":40,"Rank":42,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.08,"AmazonReviewsClassification (zh)":39.68,"IFlyTek":47.0,"JDReview":77.34,"MassiveIntentClassification (zh-CN)":70.98,"MassiveScenarioClassification (zh-CN)":75.69,"MultilingualSentiment":69.17,"OnlineShopping":89.79,"TNews":49.77,"Waimai":84.34}
-{"index":265,"Rank":43,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.03,"AmazonReviewsClassification (zh)":40.33,"IFlyTek":44.25,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":68.0,"MassiveScenarioClassification (zh-CN)":72.08,"MultilingualSentiment":70.15,"OnlineShopping":90.27,"TNews":46.54,"Waimai":85.54}
-{"index":264,"Rank":44,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.98,"AmazonReviewsClassification (zh)":40.24,"IFlyTek":44.35,"JDReview":84.26,"MassiveIntentClassification (zh-CN)":68.97,"MassiveScenarioClassification (zh-CN)":73.32,"MultilingualSentiment":70.25,"OnlineShopping":89.93,"TNews":46.81,"Waimai":84.7}
-{"index":200,"Rank":45,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"AmazonReviewsClassification (zh)":37.5,"IFlyTek":47.35,"JDReview":79.34,"MassiveIntentClassification (zh-CN)":68.24,"MassiveScenarioClassification (zh-CN)":74.47,"MultilingualSentiment":64.74,"OnlineShopping":88.73,"TNews":48.38,"Waimai":83.9}
-{"index":197,"Rank":46,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.35,"AmazonReviewsClassification (zh)":37.23,"IFlyTek":44.93,"JDReview":76.21,"MassiveIntentClassification (zh-CN)":69.16,"MassiveScenarioClassification (zh-CN)":75.42,"MultilingualSentiment":65.28,"OnlineShopping":88.4,"TNews":47.06,"Waimai":84.42}
-{"index":201,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.31,"AmazonReviewsClassification (zh)":38.12,"IFlyTek":43.52,"JDReview":81.09,"MassiveIntentClassification (zh-CN)":66.91,"MassiveScenarioClassification (zh-CN)":74.72,"MultilingualSentiment":66.33,"OnlineShopping":88.35,"TNews":46.08,"Waimai":82.67}
-{"index":294,"Rank":48,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
-{"index":212,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
-{"index":305,"Rank":50,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
-{"index":303,"Rank":51,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
-{"index":287,"Rank":52,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":64.37,"AmazonReviewsClassification (zh)":29.75,"IFlyTek":50.93,"JDReview":84.93,"MassiveIntentClassification (zh-CN)":67.46,"MassiveScenarioClassification (zh-CN)":71.6,"MultilingualSentiment":55.9,"OnlineShopping":82.53,"TNews":55.08,"Waimai":81.16}
-{"index":336,"Rank":53,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.31,"AmazonReviewsClassification (zh)":38.3,"IFlyTek":44.62,"JDReview":74.6,"MassiveIntentClassification (zh-CN)":64.81,"MassiveScenarioClassification (zh-CN)":71.4,"MultilingualSentiment":67.99,"OnlineShopping":88.94,"TNews":45.77,"Waimai":82.37}
-{"index":20,"Rank":54,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
-{"index":34,"Rank":55,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":63.96,"AmazonReviewsClassification (zh)":35.91,"IFlyTek":45.49,"JDReview":80.04,"MassiveIntentClassification (zh-CN)":63.95,"MassiveScenarioClassification (zh-CN)":70.8,"MultilingualSentiment":63.06,"OnlineShopping":85.05,"TNews":48.15,"Waimai":83.18}
-{"index":203,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"AmazonReviewsClassification (zh)":35.7,"IFlyTek":40.46,"JDReview":78.26,"MassiveIntentClassification (zh-CN)":63.75,"MassiveScenarioClassification (zh-CN)":72.39,"MultilingualSentiment":63.17,"OnlineShopping":87.11,"TNews":44.15,"Waimai":80.65}
-{"index":53,"Rank":57,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.7,"AmazonReviewsClassification (zh)":38.25,"IFlyTek":43.13,"JDReview":69.08,"MassiveIntentClassification (zh-CN)":61.23,"MassiveScenarioClassification (zh-CN)":68.12,"MultilingualSentiment":67.83,"OnlineShopping":88.13,"TNews":44.42,"Waimai":84.15}
-{"index":49,"Rank":58,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.54,"AmazonReviewsClassification (zh)":37.51,"IFlyTek":44.88,"JDReview":82.2,"MassiveIntentClassification (zh-CN)":57.34,"MassiveScenarioClassification (zh-CN)":62.36,"MultilingualSentiment":66.58,"OnlineShopping":88.19,"TNews":39.8,"Waimai":83.96}
-{"index":291,"Rank":59,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.19,"AmazonReviewsClassification (zh)":34.12,"IFlyTek":42.05,"JDReview":82.14,"MassiveIntentClassification (zh-CN)":63.98,"MassiveScenarioClassification (zh-CN)":70.52,"MultilingualSentiment":60.98,"OnlineShopping":85.69,"TNews":43.01,"Waimai":77.22}
-{"index":293,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":61.0,"AmazonReviewsClassification (zh)":34.46,"IFlyTek":41.75,"JDReview":79.68,"MassiveIntentClassification (zh-CN)":57.47,"MassiveScenarioClassification (zh-CN)":65.32,"MultilingualSentiment":61.21,"OnlineShopping":84.3,"TNews":45.22,"Waimai":79.57}
-{"index":57,"Rank":61,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":60.66,"AmazonReviewsClassification (zh)":33.77,"IFlyTek":41.54,"JDReview":81.56,"MassiveIntentClassification (zh-CN)":63.23,"MassiveScenarioClassification (zh-CN)":68.45,"MultilingualSentiment":58.97,"OnlineShopping":83.51,"TNews":38.92,"Waimai":76.01}
-{"index":173,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.87,"AmazonReviewsClassification (zh)":31.91,"IFlyTek":38.01,"JDReview":69.59,"MassiveIntentClassification (zh-CN)":62.08,"MassiveScenarioClassification (zh-CN)":68.88,"MultilingualSentiment":57.69,"OnlineShopping":75.64,"TNews":40.95,"Waimai":76.12}
-{"index":304,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.04,"AmazonReviewsClassification (zh)":21.96,"IFlyTek":20.35,"JDReview":55.5,"MassiveIntentClassification (zh-CN)":25.39,"MassiveScenarioClassification (zh-CN)":40.35,"MultilingualSentiment":38.94,"OnlineShopping":56.89,"TNews":26.79,"Waimai":56.22}
-{"index":11,"Rank":75,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AmazonReviewsClassification (zh)":30.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":40.62,"MassiveScenarioClassification (zh-CN)":50.22,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":71,"Rank":112,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":72,"Rank":113,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":73,"Rank":114,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonReviewsClassification (zh)":22.35,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":18.85,"MassiveScenarioClassification (zh-CN)":30.14,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":98,"Rank":139,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":24.27,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":46.24,"MassiveScenarioClassification (zh-CN)":49.38,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":99,"Rank":140,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":23.98,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":45.78,"MassiveScenarioClassification (zh-CN)":48.55,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":102,"Rank":143,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonReviewsClassification (zh)":33.75,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":131,"Rank":170,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":40.54,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.17,"MassiveScenarioClassification (zh-CN)":69.54,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":138,"Rank":177,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":36.07,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.4,"MassiveScenarioClassification (zh-CN)":69.58,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":148,"Rank":186,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonReviewsClassification (zh)":37.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":149,"Rank":187,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":32.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":67.07,"MassiveScenarioClassification (zh-CN)":73.95,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":152,"Rank":190,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonReviewsClassification (zh)":23.13,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":25.91,"MassiveScenarioClassification (zh-CN)":35.16,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":154,"Rank":192,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":167,"Rank":205,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (zh)":34.55,"IFlyTek":44.16,"JDReview":80.32,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":61.08,"OnlineShopping":"","TNews":47.89,"Waimai":82.24}
-{"index":199,"Rank":225,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":202,"Rank":226,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":45.03,"JDReview":83.64,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":67.17,"OnlineShopping":90.41,"TNews":47.7,"Waimai":84.07}
-{"index":204,"Rank":227,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":46.23,"JDReview":84.17,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":68.36,"OnlineShopping":90.93,"TNews":47.8,"Waimai":84.68}
-{"index":267,"Rank":280,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AmazonReviewsClassification (zh)":36.45,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.86,"MassiveScenarioClassification (zh-CN)":70.85,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":268,"Rank":281,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AmazonReviewsClassification (zh)":22.99,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":23.74,"MassiveScenarioClassification (zh-CN)":33.18,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":271,"Rank":284,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":20.49,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.81,"MassiveScenarioClassification (zh-CN)":9.19,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":274,"Rank":287,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AmazonReviewsClassification (zh)":33.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":59.22,"MassiveScenarioClassification (zh-CN)":66.44,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":276,"Rank":289,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":21.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.41,"MassiveScenarioClassification (zh-CN)":3.84,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":277,"Rank":290,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.72,"MassiveScenarioClassification (zh-CN)":5.21,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":281,"Rank":294,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":35.26,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":282,"Rank":295,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonReviewsClassification (zh)":37.74,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":283,"Rank":296,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":21.53,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.12,"MassiveScenarioClassification (zh-CN)":4.17,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":284,"Rank":297,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":22.12,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.09,"MassiveScenarioClassification (zh-CN)":4.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":285,"Rank":298,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.88,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":0.59,"MassiveScenarioClassification (zh-CN)":5.86,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":289,"Rank":301,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":5.15,"MassiveScenarioClassification (zh-CN)":10.56,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":292,"Rank":302,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":32.52,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":60.86,"MassiveScenarioClassification (zh-CN)":65.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":295,"Rank":303,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":15,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
+{"index":125,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.03,"AmazonReviewsClassification (zh)":50.31,"IFlyTek":51.94,"JDReview":90.32,"MassiveIntentClassification (zh-CN)":78.14,"MassiveScenarioClassification (zh-CN)":86.2,"MultilingualSentiment":78.58,"OnlineShopping":95.07,"TNews":55.03,"Waimai":89.7}
+{"index":218,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
+{"index":264,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
+{"index":181,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
+{"index":37,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
+{"index":52,"Rank":7,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.18,"AmazonReviewsClassification (zh)":49.67,"IFlyTek":52.64,"JDReview":87.6,"MassiveIntentClassification (zh-CN)":77.43,"MassiveScenarioClassification (zh-CN)":83.87,"MultilingualSentiment":78.48,"OnlineShopping":94.34,"TNews":54.37,"Waimai":89.23}
+{"index":288,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonReviewsClassification (zh)":49.68,"IFlyTek":51.77,"JDReview":86.94,"MassiveIntentClassification (zh-CN)":80.6,"MassiveScenarioClassification (zh-CN)":87.42,"MultilingualSentiment":75.92,"OnlineShopping":94.03,"TNews":52.69,"Waimai":88.23}
+{"index":28,"Rank":9,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":74.11,"AmazonReviewsClassification (zh)":54.34,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.19,"MassiveScenarioClassification (zh-CN)":82.58,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
+{"index":13,"Rank":10,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":73.36,"AmazonReviewsClassification (zh)":52.95,"IFlyTek":53.77,"JDReview":88.2,"MassiveIntentClassification (zh-CN)":76.25,"MassiveScenarioClassification (zh-CN)":77.26,"MultilingualSentiment":77.42,"OnlineShopping":94.48,"TNews":51.24,"Waimai":88.63}
+{"index":339,"Rank":11,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.84,"AmazonReviewsClassification (zh)":48.3,"IFlyTek":50.75,"JDReview":87.69,"MassiveIntentClassification (zh-CN)":74.91,"MassiveScenarioClassification (zh-CN)":81.28,"MultilingualSentiment":76.83,"OnlineShopping":94.42,"TNews":52.62,"Waimai":88.77}
+{"index":138,"Rank":12,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.75,"AmazonReviewsClassification (zh)":48.54,"IFlyTek":51.77,"JDReview":86.7,"MassiveIntentClassification (zh-CN)":75.87,"MassiveScenarioClassification (zh-CN)":78.44,"MultilingualSentiment":77.53,"OnlineShopping":93.71,"TNews":53.69,"Waimai":88.53}
+{"index":10,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.74,"AmazonReviewsClassification (zh)":46.18,"IFlyTek":51.8,"JDReview":86.02,"MassiveIntentClassification (zh-CN)":73.85,"MassiveScenarioClassification (zh-CN)":77.13,"MultilingualSentiment":76.35,"OnlineShopping":93.2,"TNews":53.06,"Waimai":88.1}
+{"index":167,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.56,"AmazonReviewsClassification (zh)":46.59,"IFlyTek":50.74,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.2,"MultilingualSentiment":76.64,"OnlineShopping":93.39,"TNews":53.1,"Waimai":88.01}
+{"index":166,"Rank":15,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":71.5,"AmazonReviewsClassification (zh)":46.32,"IFlyTek":50.63,"JDReview":86.12,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.3,"MultilingualSentiment":76.45,"OnlineShopping":93.24,"TNews":53.11,"Waimai":88.08}
+{"index":109,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.35,"AmazonReviewsClassification (zh)":46.95,"IFlyTek":49.67,"JDReview":86.53,"MassiveIntentClassification (zh-CN)":73.39,"MassiveScenarioClassification (zh-CN)":76.04,"MultilingualSentiment":76.4,"OnlineShopping":92.6,"TNews":52.04,"Waimai":88.49}
+{"index":299,"Rank":17,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.34,"AmazonReviewsClassification (zh)":47.23,"IFlyTek":49.6,"JDReview":86.72,"MassiveIntentClassification (zh-CN)":73.31,"MassiveScenarioClassification (zh-CN)":75.71,"MultilingualSentiment":76.48,"OnlineShopping":92.68,"TNews":51.98,"Waimai":88.37}
+{"index":297,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.26,"AmazonReviewsClassification (zh)":45.82,"IFlyTek":48.62,"JDReview":85.95,"MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":76.79,"MultilingualSentiment":75.79,"OnlineShopping":93.36,"TNews":53.65,"Waimai":88.07}
+{"index":217,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.2,"AmazonReviewsClassification (zh)":46.72,"IFlyTek":49.74,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":72.87,"MassiveScenarioClassification (zh-CN)":75.47,"MultilingualSentiment":76.28,"OnlineShopping":92.49,"TNews":52.16,"Waimai":88.36}
+{"index":185,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.12,"AmazonReviewsClassification (zh)":46.34,"IFlyTek":49.93,"JDReview":86.27,"MassiveIntentClassification (zh-CN)":72.05,"MassiveScenarioClassification (zh-CN)":75.3,"MultilingualSentiment":76.22,"OnlineShopping":93.53,"TNews":53.2,"Waimai":87.27}
+{"index":14,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.12,"AmazonReviewsClassification (zh)":47.21,"IFlyTek":44.85,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":76.88,"MassiveScenarioClassification (zh-CN)":80.76,"MultilingualSentiment":74.46,"OnlineShopping":93.5,"TNews":49.95,"Waimai":86.63}
+{"index":219,"Rank":22,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":70.83,"AmazonReviewsClassification (zh)":46.67,"IFlyTek":47.34,"JDReview":85.67,"MassiveIntentClassification (zh-CN)":72.38,"MassiveScenarioClassification (zh-CN)":74.87,"MultilingualSentiment":76.27,"OnlineShopping":93.05,"TNews":53.27,"Waimai":87.96}
+{"index":192,"Rank":23,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":70.17,"AmazonReviewsClassification (zh)":46.24,"IFlyTek":45.05,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":74.99,"MassiveScenarioClassification (zh-CN)":79.93,"MultilingualSentiment":73.31,"OnlineShopping":92.19,"TNews":47.05,"Waimai":86.94}
+{"index":45,"Rank":24,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.0,"AmazonReviewsClassification (zh)":44.93,"IFlyTek":48.3,"JDReview":85.07,"MassiveIntentClassification (zh-CN)":71.16,"MassiveScenarioClassification (zh-CN)":73.54,"MultilingualSentiment":75.16,"OnlineShopping":93.25,"TNews":52.41,"Waimai":86.21}
+{"index":46,"Rank":25,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":69.89,"AmazonReviewsClassification (zh)":44.88,"IFlyTek":49.11,"JDReview":85.57,"MassiveIntentClassification (zh-CN)":70.78,"MassiveScenarioClassification (zh-CN)":73.16,"MultilingualSentiment":74.39,"OnlineShopping":93.12,"TNews":51.8,"Waimai":86.18}
+{"index":26,"Rank":26,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":69.13,"AmazonReviewsClassification (zh)":41.38,"IFlyTek":48.74,"JDReview":85.14,"MassiveIntentClassification (zh-CN)":68.84,"MassiveScenarioClassification (zh-CN)":74.7,"MultilingualSentiment":72.97,"OnlineShopping":91.43,"TNews":52.1,"Waimai":86.9}
+{"index":40,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.09,"AmazonReviewsClassification (zh)":43.32,"IFlyTek":47.08,"JDReview":84.48,"MassiveIntentClassification (zh-CN)":70.91,"MassiveScenarioClassification (zh-CN)":74.94,"MultilingualSentiment":72.68,"OnlineShopping":92.11,"TNews":49.85,"Waimai":86.44}
+{"index":19,"Rank":28,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.81,"IFlyTek":48.01,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.27,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.4,"OnlineShopping":91.82,"TNews":51.93,"Waimai":87.1}
+{"index":187,"Rank":29,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.82,"IFlyTek":47.99,"JDReview":86.98,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.12,"MultilingualSentiment":73.41,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.12}
+{"index":20,"Rank":30,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":69.05,"AmazonReviewsClassification (zh)":40.8,"IFlyTek":47.99,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.39,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.1}
+{"index":237,"Rank":31,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.83,"AmazonReviewsClassification (zh)":47.79,"IFlyTek":44.86,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":61.29,"MassiveScenarioClassification (zh-CN)":66.9,"MultilingualSentiment":78.46,"OnlineShopping":92.58,"TNews":50.02,"Waimai":89.09}
+{"index":25,"Rank":32,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.58,"AmazonReviewsClassification (zh)":41.94,"IFlyTek":45.32,"JDReview":85.38,"MassiveIntentClassification (zh-CN)":66.96,"MassiveScenarioClassification (zh-CN)":73.39,"MultilingualSentiment":73.7,"OnlineShopping":91.66,"TNews":52.05,"Waimai":86.83}
+{"index":184,"Rank":33,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.29,"AmazonReviewsClassification (zh)":39.64,"IFlyTek":47.9,"JDReview":84.78,"MassiveIntentClassification (zh-CN)":68.09,"MassiveScenarioClassification (zh-CN)":73.22,"MultilingualSentiment":71.67,"OnlineShopping":91.38,"TNews":51.25,"Waimai":86.68}
+{"index":53,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.21,"AmazonReviewsClassification (zh)":39.32,"IFlyTek":47.96,"JDReview":84.9,"MassiveIntentClassification (zh-CN)":67.65,"MassiveScenarioClassification (zh-CN)":72.97,"MultilingualSentiment":71.54,"OnlineShopping":91.3,"TNews":51.56,"Waimai":86.66}
+{"index":232,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.2,"AmazonReviewsClassification (zh)":44.44,"IFlyTek":43.96,"JDReview":86.92,"MassiveIntentClassification (zh-CN)":67.23,"MassiveScenarioClassification (zh-CN)":74.88,"MultilingualSentiment":72.47,"OnlineShopping":89.59,"TNews":48.26,"Waimai":86.08}
+{"index":22,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.07,"AmazonReviewsClassification (zh)":40.15,"IFlyTek":48.62,"JDReview":83.62,"MassiveIntentClassification (zh-CN)":67.93,"MassiveScenarioClassification (zh-CN)":73.98,"MultilingualSentiment":70.67,"OnlineShopping":91.26,"TNews":51.08,"Waimai":85.36}
+{"index":39,"Rank":37,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.89,"AmazonReviewsClassification (zh)":42.04,"IFlyTek":46.3,"JDReview":77.3,"MassiveIntentClassification (zh-CN)":70.82,"MassiveScenarioClassification (zh-CN)":75.21,"MultilingualSentiment":71.67,"OnlineShopping":91.53,"TNews":50.17,"Waimai":85.98}
+{"index":183,"Rank":38,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":67.77,"AmazonReviewsClassification (zh)":40.25,"IFlyTek":47.46,"JDReview":84.99,"MassiveIntentClassification (zh-CN)":65.56,"MassiveScenarioClassification (zh-CN)":71.49,"MultilingualSentiment":72.48,"OnlineShopping":90.34,"TNews":50.78,"Waimai":86.62}
+{"index":186,"Rank":39,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.62,"AmazonReviewsClassification (zh)":40.57,"IFlyTek":47.03,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":64.02,"MassiveScenarioClassification (zh-CN)":68.95,"MultilingualSentiment":73.03,"OnlineShopping":90.75,"TNews":50.69,"Waimai":86.77}
+{"index":231,"Rank":40,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.52,"AmazonReviewsClassification (zh)":43.02,"IFlyTek":44.42,"JDReview":85.33,"MassiveIntentClassification (zh-CN)":68.4,"MassiveScenarioClassification (zh-CN)":74.6,"MultilingualSentiment":71.9,"OnlineShopping":87.77,"TNews":48.28,"Waimai":83.99}
+{"index":196,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.34,"AmazonReviewsClassification (zh)":38.83,"IFlyTek":45.47,"JDReview":80.99,"MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":68.58,"OnlineShopping":90.81,"TNews":48.38,"Waimai":85.02}
+{"index":38,"Rank":42,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.08,"AmazonReviewsClassification (zh)":39.68,"IFlyTek":47.0,"JDReview":77.34,"MassiveIntentClassification (zh-CN)":70.98,"MassiveScenarioClassification (zh-CN)":75.69,"MultilingualSentiment":69.17,"OnlineShopping":89.79,"TNews":49.77,"Waimai":84.34}
+{"index":263,"Rank":43,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.03,"AmazonReviewsClassification (zh)":40.33,"IFlyTek":44.25,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":68.0,"MassiveScenarioClassification (zh-CN)":72.08,"MultilingualSentiment":70.15,"OnlineShopping":90.27,"TNews":46.54,"Waimai":85.54}
+{"index":262,"Rank":44,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.98,"AmazonReviewsClassification (zh)":40.24,"IFlyTek":44.35,"JDReview":84.26,"MassiveIntentClassification (zh-CN)":68.97,"MassiveScenarioClassification (zh-CN)":73.32,"MultilingualSentiment":70.25,"OnlineShopping":89.93,"TNews":46.81,"Waimai":84.7}
+{"index":198,"Rank":45,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"AmazonReviewsClassification (zh)":37.5,"IFlyTek":47.35,"JDReview":79.34,"MassiveIntentClassification (zh-CN)":68.24,"MassiveScenarioClassification (zh-CN)":74.47,"MultilingualSentiment":64.74,"OnlineShopping":88.73,"TNews":48.38,"Waimai":83.9}
+{"index":195,"Rank":46,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.35,"AmazonReviewsClassification (zh)":37.23,"IFlyTek":44.93,"JDReview":76.21,"MassiveIntentClassification (zh-CN)":69.16,"MassiveScenarioClassification (zh-CN)":75.42,"MultilingualSentiment":65.28,"OnlineShopping":88.4,"TNews":47.06,"Waimai":84.42}
+{"index":199,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.31,"AmazonReviewsClassification (zh)":38.12,"IFlyTek":43.52,"JDReview":81.09,"MassiveIntentClassification (zh-CN)":66.91,"MassiveScenarioClassification (zh-CN)":74.72,"MultilingualSentiment":66.33,"OnlineShopping":88.35,"TNews":46.08,"Waimai":82.67}
+{"index":210,"Rank":48,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
+{"index":292,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
+{"index":301,"Rank":50,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
+{"index":303,"Rank":51,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
+{"index":285,"Rank":52,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":64.37,"AmazonReviewsClassification (zh)":29.75,"IFlyTek":50.93,"JDReview":84.93,"MassiveIntentClassification (zh-CN)":67.46,"MassiveScenarioClassification (zh-CN)":71.6,"MultilingualSentiment":55.9,"OnlineShopping":82.53,"TNews":55.08,"Waimai":81.16}
+{"index":335,"Rank":53,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.31,"AmazonReviewsClassification (zh)":38.3,"IFlyTek":44.62,"JDReview":74.6,"MassiveIntentClassification (zh-CN)":64.81,"MassiveScenarioClassification (zh-CN)":71.4,"MultilingualSentiment":67.99,"OnlineShopping":88.94,"TNews":45.77,"Waimai":82.37}
+{"index":18,"Rank":54,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
+{"index":32,"Rank":55,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":63.96,"AmazonReviewsClassification (zh)":35.91,"IFlyTek":45.49,"JDReview":80.04,"MassiveIntentClassification (zh-CN)":63.95,"MassiveScenarioClassification (zh-CN)":70.8,"MultilingualSentiment":63.06,"OnlineShopping":85.05,"TNews":48.15,"Waimai":83.18}
+{"index":201,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"AmazonReviewsClassification (zh)":35.7,"IFlyTek":40.46,"JDReview":78.26,"MassiveIntentClassification (zh-CN)":63.75,"MassiveScenarioClassification (zh-CN)":72.39,"MultilingualSentiment":63.17,"OnlineShopping":87.11,"TNews":44.15,"Waimai":80.65}
+{"index":51,"Rank":57,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.7,"AmazonReviewsClassification (zh)":38.25,"IFlyTek":43.13,"JDReview":69.08,"MassiveIntentClassification (zh-CN)":61.23,"MassiveScenarioClassification (zh-CN)":68.12,"MultilingualSentiment":67.83,"OnlineShopping":88.13,"TNews":44.42,"Waimai":84.15}
+{"index":47,"Rank":58,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.54,"AmazonReviewsClassification (zh)":37.51,"IFlyTek":44.88,"JDReview":82.2,"MassiveIntentClassification (zh-CN)":57.34,"MassiveScenarioClassification (zh-CN)":62.36,"MultilingualSentiment":66.58,"OnlineShopping":88.19,"TNews":39.8,"Waimai":83.96}
+{"index":289,"Rank":59,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.19,"AmazonReviewsClassification (zh)":34.12,"IFlyTek":42.05,"JDReview":82.14,"MassiveIntentClassification (zh-CN)":63.98,"MassiveScenarioClassification (zh-CN)":70.52,"MultilingualSentiment":60.98,"OnlineShopping":85.69,"TNews":43.01,"Waimai":77.22}
+{"index":291,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":61.0,"AmazonReviewsClassification (zh)":34.46,"IFlyTek":41.75,"JDReview":79.68,"MassiveIntentClassification (zh-CN)":57.47,"MassiveScenarioClassification (zh-CN)":65.32,"MultilingualSentiment":61.21,"OnlineShopping":84.3,"TNews":45.22,"Waimai":79.57}
+{"index":55,"Rank":61,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":60.66,"AmazonReviewsClassification (zh)":33.77,"IFlyTek":41.54,"JDReview":81.56,"MassiveIntentClassification (zh-CN)":63.23,"MassiveScenarioClassification (zh-CN)":68.45,"MultilingualSentiment":58.97,"OnlineShopping":83.51,"TNews":38.92,"Waimai":76.01}
+{"index":171,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.87,"AmazonReviewsClassification (zh)":31.91,"IFlyTek":38.01,"JDReview":69.59,"MassiveIntentClassification (zh-CN)":62.08,"MassiveScenarioClassification (zh-CN)":68.88,"MultilingualSentiment":57.69,"OnlineShopping":75.64,"TNews":40.95,"Waimai":76.12}
+{"index":302,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.04,"AmazonReviewsClassification (zh)":21.96,"IFlyTek":20.35,"JDReview":55.5,"MassiveIntentClassification (zh-CN)":25.39,"MassiveScenarioClassification (zh-CN)":40.35,"MultilingualSentiment":38.94,"OnlineShopping":56.89,"TNews":26.79,"Waimai":56.22}
+{"index":9,"Rank":73,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AmazonReviewsClassification (zh)":30.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":40.62,"MassiveScenarioClassification (zh-CN)":50.22,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":69,"Rank":110,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":70,"Rank":111,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":71,"Rank":112,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonReviewsClassification (zh)":22.35,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":18.85,"MassiveScenarioClassification (zh-CN)":30.14,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":96,"Rank":137,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":24.27,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":46.24,"MassiveScenarioClassification (zh-CN)":49.38,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":97,"Rank":138,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":23.98,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":45.78,"MassiveScenarioClassification (zh-CN)":48.55,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":100,"Rank":141,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonReviewsClassification (zh)":33.75,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":129,"Rank":168,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":40.54,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.17,"MassiveScenarioClassification (zh-CN)":69.54,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":136,"Rank":175,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":36.07,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.4,"MassiveScenarioClassification (zh-CN)":69.58,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":146,"Rank":184,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonReviewsClassification (zh)":37.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":147,"Rank":185,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":32.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":67.07,"MassiveScenarioClassification (zh-CN)":73.95,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":150,"Rank":188,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonReviewsClassification (zh)":23.13,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":25.91,"MassiveScenarioClassification (zh-CN)":35.16,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":152,"Rank":190,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":165,"Rank":203,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (zh)":34.55,"IFlyTek":44.16,"JDReview":80.32,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":61.08,"OnlineShopping":"","TNews":47.89,"Waimai":82.24}
+{"index":197,"Rank":223,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":200,"Rank":224,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":45.03,"JDReview":83.64,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":67.17,"OnlineShopping":90.41,"TNews":47.7,"Waimai":84.07}
+{"index":202,"Rank":225,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":46.23,"JDReview":84.17,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":68.36,"OnlineShopping":90.93,"TNews":47.8,"Waimai":84.68}
+{"index":265,"Rank":278,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AmazonReviewsClassification (zh)":36.45,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.86,"MassiveScenarioClassification (zh-CN)":70.85,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":266,"Rank":279,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AmazonReviewsClassification (zh)":22.99,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":23.74,"MassiveScenarioClassification (zh-CN)":33.18,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":269,"Rank":282,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":20.49,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.81,"MassiveScenarioClassification (zh-CN)":9.19,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":272,"Rank":285,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AmazonReviewsClassification (zh)":33.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":59.22,"MassiveScenarioClassification (zh-CN)":66.44,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":274,"Rank":287,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":21.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.41,"MassiveScenarioClassification (zh-CN)":3.84,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":275,"Rank":288,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.72,"MassiveScenarioClassification (zh-CN)":5.21,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":279,"Rank":292,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":35.26,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":280,"Rank":293,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonReviewsClassification (zh)":37.74,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":281,"Rank":294,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":21.53,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.12,"MassiveScenarioClassification (zh-CN)":4.17,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":282,"Rank":295,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":22.12,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.09,"MassiveScenarioClassification (zh-CN)":4.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":283,"Rank":296,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.88,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":0.59,"MassiveScenarioClassification (zh-CN)":5.86,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":287,"Rank":299,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":5.15,"MassiveScenarioClassification (zh-CN)":10.56,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":290,"Rank":300,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":32.52,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":60.86,"MassiveScenarioClassification (zh-CN)":65.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":293,"Rank":301,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
diff --git a/all_data_tasks/9/default.jsonl b/all_data_tasks/9/default.jsonl
index 75dd0a92dd3313faa517222fc05598ae2b7e0062..2fb04fd5d302ea3cd302813dd6d543d803c80210 100644
--- a/all_data_tasks/9/default.jsonl
+++ b/all_data_tasks/9/default.jsonl
@@ -1,65 +1,65 @@
-{"index":15,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":67.08,"CLSClusteringP2P":47.21,"CLSClusteringS2S":45.79,"ThuNewsClusteringP2P":87.43,"ThuNewsClusteringS2S":87.9}
-{"index":290,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
-{"index":54,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
-{"index":127,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
-{"index":17,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
-{"index":220,"Rank":6,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.17,"CLSClusteringP2P":60.42,"CLSClusteringS2S":49.54,"ThuNewsClusteringP2P":78.76,"ThuNewsClusteringS2S":71.96}
-{"index":183,"Rank":7,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
-{"index":266,"Rank":8,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.17,"CLSClusteringP2P":57.93,"CLSClusteringS2S":48.1,"ThuNewsClusteringP2P":74.2,"ThuNewsClusteringS2S":68.43}
-{"index":39,"Rank":9,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
-{"index":30,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
-{"index":140,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
-{"index":340,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
-{"index":219,"Rank":13,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
-{"index":16,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
-{"index":169,"Rank":15,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
-{"index":111,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
-{"index":168,"Rank":17,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
-{"index":299,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.86,"CLSClusteringP2P":42.58,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":68.81,"ThuNewsClusteringS2S":63.61}
-{"index":12,"Rank":19,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
-{"index":187,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.3,"CLSClusteringP2P":42.86,"CLSClusteringS2S":39.98,"ThuNewsClusteringP2P":67.88,"ThuNewsClusteringS2S":62.47}
-{"index":301,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.07,"CLSClusteringP2P":42.1,"CLSClusteringS2S":38.91,"ThuNewsClusteringP2P":68.36,"ThuNewsClusteringS2S":62.92}
-{"index":194,"Rank":22,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":52.3,"CLSClusteringP2P":44.42,"CLSClusteringS2S":42.58,"ThuNewsClusteringP2P":64.68,"ThuNewsClusteringS2S":57.53}
-{"index":47,"Rank":23,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":50.96,"CLSClusteringP2P":40.24,"CLSClusteringS2S":39.17,"ThuNewsClusteringP2P":65.58,"ThuNewsClusteringS2S":58.84}
-{"index":48,"Rank":24,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":50.8,"CLSClusteringP2P":40.79,"CLSClusteringS2S":38.43,"ThuNewsClusteringP2P":65.15,"ThuNewsClusteringS2S":58.82}
-{"index":27,"Rank":25,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
-{"index":55,"Rank":26,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.48,"CLSClusteringP2P":39.51,"CLSClusteringS2S":38.0,"ThuNewsClusteringP2P":62.57,"ThuNewsClusteringS2S":57.84}
-{"index":186,"Rank":27,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.4,"CLSClusteringP2P":40.26,"CLSClusteringS2S":37.18,"ThuNewsClusteringP2P":62.19,"ThuNewsClusteringS2S":57.97}
-{"index":189,"Rank":28,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.16,"CLSClusteringP2P":39.95,"CLSClusteringS2S":38.18,"ThuNewsClusteringP2P":61.4,"ThuNewsClusteringS2S":57.11}
-{"index":22,"Rank":29,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":49.04,"CLSClusteringP2P":40.03,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.85,"ThuNewsClusteringS2S":57.09}
-{"index":21,"Rank":30,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.0,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.74,"ThuNewsClusteringS2S":57.09}
-{"index":28,"Rank":31,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
-{"index":303,"Rank":32,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
-{"index":305,"Rank":33,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
-{"index":42,"Rank":34,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
-{"index":234,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
-{"index":41,"Rank":36,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.81,"CLSClusteringP2P":42.84,"CLSClusteringS2S":39.77,"ThuNewsClusteringP2P":58.93,"ThuNewsClusteringS2S":53.71}
-{"index":185,"Rank":37,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":48.7,"CLSClusteringP2P":39.71,"CLSClusteringS2S":36.56,"ThuNewsClusteringP2P":63.19,"ThuNewsClusteringS2S":55.36}
-{"index":188,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":48.65,"CLSClusteringP2P":40.27,"CLSClusteringS2S":37.5,"ThuNewsClusteringP2P":62.15,"ThuNewsClusteringS2S":54.67}
-{"index":239,"Rank":39,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.64,"CLSClusteringP2P":39.32,"CLSClusteringS2S":37.84,"ThuNewsClusteringP2P":60.69,"ThuNewsClusteringS2S":56.73}
-{"index":221,"Rank":40,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.35,"CLSClusteringP2P":33.55,"CLSClusteringS2S":36.18,"ThuNewsClusteringP2P":63.34,"ThuNewsClusteringS2S":60.33}
-{"index":198,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.23,"CLSClusteringP2P":40.68,"CLSClusteringS2S":38.59,"ThuNewsClusteringP2P":58.05,"ThuNewsClusteringS2S":55.59}
-{"index":287,"Rank":42,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":48.05,"CLSClusteringP2P":38.88,"CLSClusteringS2S":39.09,"ThuNewsClusteringP2P":59.51,"ThuNewsClusteringS2S":54.72}
-{"index":233,"Rank":43,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.68,"CLSClusteringP2P":39.81,"CLSClusteringS2S":37.34,"ThuNewsClusteringP2P":59.77,"ThuNewsClusteringS2S":53.78}
-{"index":24,"Rank":44,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.53,"CLSClusteringP2P":39.91,"CLSClusteringS2S":37.63,"ThuNewsClusteringP2P":58.45,"ThuNewsClusteringS2S":54.12}
-{"index":20,"Rank":45,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":47.48,"CLSClusteringP2P":37.95,"CLSClusteringS2S":38.12,"ThuNewsClusteringP2P":57.25,"ThuNewsClusteringS2S":56.62}
-{"index":40,"Rank":46,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.21,"CLSClusteringP2P":42.21,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":55.81,"ThuNewsClusteringS2S":50.5}
-{"index":264,"Rank":47,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":47.12,"CLSClusteringP2P":38.36,"CLSClusteringS2S":35.65,"ThuNewsClusteringP2P":61.44,"ThuNewsClusteringS2S":53.02}
-{"index":265,"Rank":48,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":47.04,"CLSClusteringP2P":38.98,"CLSClusteringS2S":36.04,"ThuNewsClusteringP2P":60.58,"ThuNewsClusteringS2S":52.56}
-{"index":212,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
-{"index":294,"Rank":50,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
-{"index":336,"Rank":51,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.68,"CLSClusteringP2P":38.26,"CLSClusteringS2S":35.91,"ThuNewsClusteringP2P":58.71,"ThuNewsClusteringS2S":49.86}
-{"index":200,"Rank":52,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.26,"CLSClusteringP2P":39.14,"CLSClusteringS2S":37.79,"ThuNewsClusteringP2P":55.18,"ThuNewsClusteringS2S":48.93}
-{"index":293,"Rank":53,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
-{"index":34,"Rank":54,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
-{"index":202,"Rank":55,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
-{"index":203,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
-{"index":201,"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
-{"index":204,"Rank":58,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
-{"index":197,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
-{"index":53,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
-{"index":291,"Rank":61,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":37.66,"CLSClusteringP2P":35.27,"CLSClusteringS2S":32.42,"ThuNewsClusteringP2P":42.92,"ThuNewsClusteringS2S":40.01}
-{"index":173,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.44,"CLSClusteringP2P":27.43,"CLSClusteringS2S":28.32,"ThuNewsClusteringP2P":38.54,"ThuNewsClusteringS2S":43.45}
-{"index":49,"Rank":63,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":31.8,"CLSClusteringP2P":34.98,"CLSClusteringS2S":27.82,"ThuNewsClusteringP2P":40.17,"ThuNewsClusteringS2S":24.23}
-{"index":57,"Rank":64,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
-{"index":304,"Rank":65,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.34,"CLSClusteringP2P":18.66,"CLSClusteringS2S":16.82,"ThuNewsClusteringP2P":20.69,"ThuNewsClusteringS2S":17.19}
+{"index":13,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":67.08,"CLSClusteringP2P":47.21,"CLSClusteringS2S":45.79,"ThuNewsClusteringP2P":87.43,"ThuNewsClusteringS2S":87.9}
+{"index":288,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
+{"index":52,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
+{"index":125,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
+{"index":15,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
+{"index":218,"Rank":6,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.17,"CLSClusteringP2P":60.42,"CLSClusteringS2S":49.54,"ThuNewsClusteringP2P":78.76,"ThuNewsClusteringS2S":71.96}
+{"index":181,"Rank":7,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
+{"index":264,"Rank":8,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.17,"CLSClusteringP2P":57.93,"CLSClusteringS2S":48.1,"ThuNewsClusteringP2P":74.2,"ThuNewsClusteringS2S":68.43}
+{"index":37,"Rank":9,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
+{"index":28,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
+{"index":138,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
+{"index":339,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
+{"index":217,"Rank":13,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
+{"index":14,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
+{"index":167,"Rank":15,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
+{"index":109,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
+{"index":166,"Rank":17,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
+{"index":297,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.86,"CLSClusteringP2P":42.58,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":68.81,"ThuNewsClusteringS2S":63.61}
+{"index":10,"Rank":19,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
+{"index":185,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.3,"CLSClusteringP2P":42.86,"CLSClusteringS2S":39.98,"ThuNewsClusteringP2P":67.88,"ThuNewsClusteringS2S":62.47}
+{"index":299,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.07,"CLSClusteringP2P":42.1,"CLSClusteringS2S":38.91,"ThuNewsClusteringP2P":68.36,"ThuNewsClusteringS2S":62.92}
+{"index":192,"Rank":22,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":52.3,"CLSClusteringP2P":44.42,"CLSClusteringS2S":42.58,"ThuNewsClusteringP2P":64.68,"ThuNewsClusteringS2S":57.53}
+{"index":45,"Rank":23,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":50.96,"CLSClusteringP2P":40.24,"CLSClusteringS2S":39.17,"ThuNewsClusteringP2P":65.58,"ThuNewsClusteringS2S":58.84}
+{"index":46,"Rank":24,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":50.8,"CLSClusteringP2P":40.79,"CLSClusteringS2S":38.43,"ThuNewsClusteringP2P":65.15,"ThuNewsClusteringS2S":58.82}
+{"index":25,"Rank":25,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
+{"index":53,"Rank":26,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.48,"CLSClusteringP2P":39.51,"CLSClusteringS2S":38.0,"ThuNewsClusteringP2P":62.57,"ThuNewsClusteringS2S":57.84}
+{"index":184,"Rank":27,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.4,"CLSClusteringP2P":40.26,"CLSClusteringS2S":37.18,"ThuNewsClusteringP2P":62.19,"ThuNewsClusteringS2S":57.97}
+{"index":187,"Rank":28,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.16,"CLSClusteringP2P":39.95,"CLSClusteringS2S":38.18,"ThuNewsClusteringP2P":61.4,"ThuNewsClusteringS2S":57.11}
+{"index":20,"Rank":29,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":49.04,"CLSClusteringP2P":40.03,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.85,"ThuNewsClusteringS2S":57.09}
+{"index":19,"Rank":30,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.0,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.74,"ThuNewsClusteringS2S":57.09}
+{"index":26,"Rank":31,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
+{"index":301,"Rank":32,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":303,"Rank":33,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":40,"Rank":34,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
+{"index":232,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
+{"index":39,"Rank":36,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.81,"CLSClusteringP2P":42.84,"CLSClusteringS2S":39.77,"ThuNewsClusteringP2P":58.93,"ThuNewsClusteringS2S":53.71}
+{"index":183,"Rank":37,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":48.7,"CLSClusteringP2P":39.71,"CLSClusteringS2S":36.56,"ThuNewsClusteringP2P":63.19,"ThuNewsClusteringS2S":55.36}
+{"index":186,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":48.65,"CLSClusteringP2P":40.27,"CLSClusteringS2S":37.5,"ThuNewsClusteringP2P":62.15,"ThuNewsClusteringS2S":54.67}
+{"index":237,"Rank":39,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.64,"CLSClusteringP2P":39.32,"CLSClusteringS2S":37.84,"ThuNewsClusteringP2P":60.69,"ThuNewsClusteringS2S":56.73}
+{"index":219,"Rank":40,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.35,"CLSClusteringP2P":33.55,"CLSClusteringS2S":36.18,"ThuNewsClusteringP2P":63.34,"ThuNewsClusteringS2S":60.33}
+{"index":196,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.23,"CLSClusteringP2P":40.68,"CLSClusteringS2S":38.59,"ThuNewsClusteringP2P":58.05,"ThuNewsClusteringS2S":55.59}
+{"index":285,"Rank":42,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":48.05,"CLSClusteringP2P":38.88,"CLSClusteringS2S":39.09,"ThuNewsClusteringP2P":59.51,"ThuNewsClusteringS2S":54.72}
+{"index":231,"Rank":43,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.68,"CLSClusteringP2P":39.81,"CLSClusteringS2S":37.34,"ThuNewsClusteringP2P":59.77,"ThuNewsClusteringS2S":53.78}
+{"index":22,"Rank":44,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.53,"CLSClusteringP2P":39.91,"CLSClusteringS2S":37.63,"ThuNewsClusteringP2P":58.45,"ThuNewsClusteringS2S":54.12}
+{"index":18,"Rank":45,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":47.48,"CLSClusteringP2P":37.95,"CLSClusteringS2S":38.12,"ThuNewsClusteringP2P":57.25,"ThuNewsClusteringS2S":56.62}
+{"index":38,"Rank":46,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.21,"CLSClusteringP2P":42.21,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":55.81,"ThuNewsClusteringS2S":50.5}
+{"index":262,"Rank":47,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":47.12,"CLSClusteringP2P":38.36,"CLSClusteringS2S":35.65,"ThuNewsClusteringP2P":61.44,"ThuNewsClusteringS2S":53.02}
+{"index":263,"Rank":48,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":47.04,"CLSClusteringP2P":38.98,"CLSClusteringS2S":36.04,"ThuNewsClusteringP2P":60.58,"ThuNewsClusteringS2S":52.56}
+{"index":292,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
+{"index":210,"Rank":50,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
+{"index":335,"Rank":51,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.68,"CLSClusteringP2P":38.26,"CLSClusteringS2S":35.91,"ThuNewsClusteringP2P":58.71,"ThuNewsClusteringS2S":49.86}
+{"index":198,"Rank":52,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.26,"CLSClusteringP2P":39.14,"CLSClusteringS2S":37.79,"ThuNewsClusteringP2P":55.18,"ThuNewsClusteringS2S":48.93}
+{"index":291,"Rank":53,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
+{"index":32,"Rank":54,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
+{"index":200,"Rank":55,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
+{"index":201,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
+{"index":199,"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
+{"index":202,"Rank":58,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
+{"index":195,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
+{"index":51,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
+{"index":289,"Rank":61,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":37.66,"CLSClusteringP2P":35.27,"CLSClusteringS2S":32.42,"ThuNewsClusteringP2P":42.92,"ThuNewsClusteringS2S":40.01}
+{"index":171,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.44,"CLSClusteringP2P":27.43,"CLSClusteringS2S":28.32,"ThuNewsClusteringP2P":38.54,"ThuNewsClusteringS2S":43.45}
+{"index":47,"Rank":63,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":31.8,"CLSClusteringP2P":34.98,"CLSClusteringS2S":27.82,"ThuNewsClusteringP2P":40.17,"ThuNewsClusteringS2S":24.23}
+{"index":55,"Rank":64,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
+{"index":302,"Rank":65,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.34,"CLSClusteringP2P":18.66,"CLSClusteringS2S":16.82,"ThuNewsClusteringP2P":20.69,"ThuNewsClusteringS2S":17.19}
diff --git a/app.py b/app.py
index cab09fda88fef88e01863d90ebf8a5862fdab026..11f170511cb36f96af5dde3193265c89372b93be 100644
--- a/app.py
+++ b/app.py
@@ -72,6 +72,7 @@ Each inner tab can have the following keys:
- language_long: [optional] The long form of the language
- description: The description of the leaderboard
- credits: [optional] The credits for the leaderboard
+- desc: [optional] The description of the leaderboard
- data: The data for the leaderboard
"""
@@ -133,6 +134,7 @@ for board, board_config in BOARDS_CONFIG.items():
board_icon = ""
credits = board_config.get("credits", None)
metric = board_config.get("metric", None)
+ desc = board_config.get("desc", None)
if board_config["has_overall"]:
overall_pretty_name = board_pretty_name
@@ -146,6 +148,7 @@ for board, board_config in BOARDS_CONFIG.items():
# "refresh": get_refresh_overall_function(board_config["tasks"]),
"credits": credits,
"metric": metric,
+ "desc": desc,
})
for task_category, task_category_list in board_config["tasks"].items():
task_icon = TASKS_CONFIG[task_category]['icon']
@@ -159,6 +162,7 @@ for board, board_config in BOARDS_CONFIG.items():
# "refresh": get_refresh_function(task_category, task_category_list),
"credits": credits,
"metric": metric,
+ "desc": desc,
})
dataframes = []
@@ -331,6 +335,7 @@ with gr.Blocks(css=css) as block:
- **Metric:** {specific_metric}
- **Languages:** {item['language_long'] if 'language_long' in item else item['language']}
{"- **Credits:** " + item['credits'] if ("credits" in item and item["credits"] is not None) else ''}
+ {"- **Description:** " + item['desc'] if ("desc" in item and item["desc"] is not None) else ''}
""")
with gr.Row():
diff --git a/boards_data/bright/data_tasks/Retrieval/default.jsonl b/boards_data/bright/data_tasks/Retrieval/default.jsonl
index dd8ff771c0e30041e69501eef76afd269ec19f9d..f4b98c9c3c2330d16bbece8e3c98454a220185ec 100644
--- a/boards_data/bright/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/bright/data_tasks/Retrieval/default.jsonl
@@ -1,14 +1,13 @@
-{"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.38,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":28.15}
-{"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":21.75,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":26.66}
-{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.43,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":17.41}
-{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.73,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":16.77}
-{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.64,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.5}
-{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.0,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.05}
-{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.57,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":10.13}
-{"index":13,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.43,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":9.25}
-{"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.43,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":23.78}
-{"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.24,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":6.04}
-{"index":12,"Rank":11,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.8,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":12.38}
-{"index":2,"Rank":12,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.29,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.25}
-{"index":9,"Rank":13,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.12,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":9.29}
-{"index":5,"Rank":14,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.47,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":5.51}
+{"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.89,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":34.22}
+{"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":22.09,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":30.8}
+{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.63,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":19.75}
+{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.52,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":14.31}
+{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.61,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.22}
+{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.02,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.32}
+{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.65,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":11.1}
+{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.56,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":10.82}
+{"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.54,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":25.09}
+{"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.33,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":7.14}
+{"index":2,"Rank":11,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.33,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.75}
+{"index":9,"Rank":12,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.04,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":8.27}
+{"index":5,"Rank":13,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.57,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":6.72}
diff --git a/boards_data/bright_long/data_overall/default.txt b/boards_data/bright_long/data_overall/default.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/boards_data/bright_long/data_tasks/Retrieval/default.jsonl b/boards_data/bright_long/data_tasks/Retrieval/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..385c477888d962b30456f44667add1c329d37982
--- /dev/null
+++ b/boards_data/bright_long/data_tasks/Retrieval/default.jsonl
@@ -0,0 +1,13 @@
+{"index":3,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
+{"index":7,"Rank":2,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
+{"index":8,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
+{"index":4,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
+{"index":11,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
+{"index":1,"Rank":6,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
+{"index":0,"Rank":7,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
+{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
+{"index":6,"Rank":9,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
+{"index":9,"Rank":10,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
+{"index":10,"Rank":11,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
+{"index":5,"Rank":12,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
+{"index":2,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
diff --git a/boards_data/coir/data_overall/default.txt b/boards_data/coir/data_overall/default.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/boards_data/coir/data_tasks/Retrieval/default.jsonl b/boards_data/coir/data_tasks/Retrieval/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5b8e1165f7ca5957335b991110540b7a0044f124
--- /dev/null
+++ b/boards_data/coir/data_tasks/Retrieval/default.jsonl
@@ -0,0 +1 @@
+{"index":0,"Rank":1,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":59.88,"CodeTransOceanDL":29.45,"StackOverflowQA":90.32}
diff --git a/boards_data/de/data_tasks/Clustering/default.jsonl b/boards_data/de/data_tasks/Clustering/default.jsonl
index 102730a91c9371386bb8fd8ccd5044c633abaa82..b438100ab77ef31de59fefbdd5dd47040c64b213 100644
--- a/boards_data/de/data_tasks/Clustering/default.jsonl
+++ b/boards_data/de/data_tasks/Clustering/default.jsonl
@@ -1,8 +1,8 @@
{"index":7,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
{"index":17,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
-{"index":1,"Rank":3,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":11,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":5,"Rank":5,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":11,"Rank":3,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":5,"Rank":4,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":1,"Rank":5,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
{"index":4,"Rank":6,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
{"index":16,"Rank":7,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
{"index":14,"Rank":8,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0}
diff --git a/boards_data/en-x/data_tasks/BitextMining/default.jsonl b/boards_data/en-x/data_tasks/BitextMining/default.jsonl
index cfae96c00df6b8172dae6bd9689dff4cc39a2f44..2efb4efbc498d394c334f6547f64a5687b8830e2 100644
--- a/boards_data/en-x/data_tasks/BitextMining/default.jsonl
+++ b/boards_data/en-x/data_tasks/BitextMining/default.jsonl
@@ -1,11 +1,11 @@
-{"index":5,"Rank":1,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
-{"index":18,"Rank":2,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
+{"index":18,"Rank":1,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
+{"index":5,"Rank":2,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.29,"BUCC (de-en)":99.61,"BUCC (fr-en)":99.15,"BUCC (ru-en)":97.87,"BUCC (zh-en)":99.39,"Tatoeba (afr-eng)":95.4,"Tatoeba (amh-eng)":87.14,"Tatoeba (ang-eng)":72.81,"Tatoeba (ara-eng)":91.1,"Tatoeba (arq-eng)":63.07,"Tatoeba (arz-eng)":81.86,"Tatoeba (ast-eng)":89.76,"Tatoeba (awa-eng)":91.99,"Tatoeba (aze-eng)":93.79,"Tatoeba (bel-eng)":95.55,"Tatoeba (ben-eng)":89.13,"Tatoeba (ber-eng)":55.58,"Tatoeba (bos-eng)":95.86,"Tatoeba (bre-eng)":32.94,"Tatoeba (bul-eng)":94.38,"Tatoeba (cat-eng)":94.93,"Tatoeba (cbk-eng)":84.1,"Tatoeba (ceb-eng)":70.78,"Tatoeba (ces-eng)":96.57,"Tatoeba (cha-eng)":51.46,"Tatoeba (cmn-eng)":96.37,"Tatoeba (cor-eng)":11.82,"Tatoeba (csb-eng)":66.59,"Tatoeba (cym-eng)":89.97,"Tatoeba (dan-eng)":95.3,"Tatoeba (deu-eng)":99.33,"Tatoeba (dsb-eng)":72.0,"Tatoeba (dtp-eng)":14.51,"Tatoeba (ell-eng)":95.12,"Tatoeba (epo-eng)":98.48,"Tatoeba (est-eng)":88.03,"Tatoeba (eus-eng)":84.72,"Tatoeba (fao-eng)":86.77,"Tatoeba (fin-eng)":96.92,"Tatoeba (fra-eng)":95.02,"Tatoeba (fry-eng)":82.47,"Tatoeba (gla-eng)":78.33,"Tatoeba (gle-eng)":84.99,"Tatoeba (glg-eng)":96.22,"Tatoeba (gsw-eng)":61.9,"Tatoeba (heb-eng)":91.46,"Tatoeba (hin-eng)":97.6,"Tatoeba (hrv-eng)":96.75,"Tatoeba (hsb-eng)":79.45,"Tatoeba (hun-eng)":94.33,"Tatoeba (hye-eng)":93.52,"Tatoeba (ido-eng)":91.92,"Tatoeba (ile-eng)":89.78,"Tatoeba (ina-eng)":96.27,"Tatoeba (ind-eng)":94.42,"Tatoeba (isl-eng)":95.0,"Tatoeba (ita-eng)":94.67,"Tatoeba (jav-eng)":85.28,"Tatoeba (jpn-eng)":96.12,"Tatoeba (kab-eng)":57.85,"Tatoeba (kat-eng)":92.47,"Tatoeba (kaz-eng)":87.72,"Tatoeba (khm-eng)":73.27,"Tatoeba (kor-eng)":91.97,"Tatoeba (kur-eng)":77.33,"Tatoeba (kzj-eng)":14.98,"Tatoeba (lat-eng)":74.51,"Tatoeba (lfn-eng)":80.68,"Tatoeba (lit-eng)":92.01,"Tatoeba (lvs-eng)":92.81,"Tatoeba (mal-eng)":98.93,"Tatoeba (mar-eng)":92.58,"Tatoeba (max-eng)":73.44,"Tatoeba (mhr-eng)":16.92,"Tatoeba (mkd-eng)":92.49,"Tatoeba (mon-eng)":95.49,"Tatoeba (nds-eng)":86.32,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":94.26,"Tatoeba (nob-eng)":98.2,"Tatoeba (nov-eng)":83.0,"Tatoeba (oci-eng)":71.91,"Tatoeba (orv-eng)":58.29,"Tatoeba (pam-eng)":19.63,"Tatoeba (pes-eng)":94.57,"Tatoeba (pms-eng)":77.98,"Tatoeba (pol-eng)":97.27,"Tatoeba (por-eng)":94.91,"Tatoeba (ron-eng)":97.18,"Tatoeba (rus-eng)":93.57,"Tatoeba (slk-eng)":95.13,"Tatoeba (slv-eng)":91.91,"Tatoeba (spa-eng)":98.6,"Tatoeba (sqi-eng)":96.75,"Tatoeba (srp-eng)":94.53,"Tatoeba (swe-eng)":95.72,"Tatoeba (swg-eng)":77.68,"Tatoeba (swh-eng)":80.91,"Tatoeba (tam-eng)":90.65,"Tatoeba (tat-eng)":84.61,"Tatoeba (tel-eng)":96.08,"Tatoeba (tgl-eng)":95.85,"Tatoeba (tha-eng)":96.72,"Tatoeba (tuk-eng)":49.64,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":61.09,"Tatoeba (uig-eng)":86.82,"Tatoeba (ukr-eng)":94.78,"Tatoeba (urd-eng)":93.41,"Tatoeba (uzb-eng)":80.55,"Tatoeba (vie-eng)":97.1,"Tatoeba (war-eng)":74.4,"Tatoeba (wuu-eng)":92.34,"Tatoeba (xho-eng)":88.26,"Tatoeba (yid-eng)":90.38,"Tatoeba (yue-eng)":93.47,"Tatoeba (zsm-eng)":96.48}
{"index":14,"Rank":3,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.67,"BUCC (de-en)":98.82,"BUCC (fr-en)":98.09,"BUCC (ru-en)":97.37,"BUCC (zh-en)":98.72,"Tatoeba (afr-eng)":97.47,"Tatoeba (amh-eng)":91.67,"Tatoeba (ang-eng)":46.34,"Tatoeba (ara-eng)":93.83,"Tatoeba (arq-eng)":75.41,"Tatoeba (arz-eng)":86.76,"Tatoeba (ast-eng)":90.81,"Tatoeba (awa-eng)":87.86,"Tatoeba (aze-eng)":89.12,"Tatoeba (bel-eng)":95.68,"Tatoeba (ben-eng)":89.02,"Tatoeba (ber-eng)":29.29,"Tatoeba (bos-eng)":95.9,"Tatoeba (bre-eng)":8.48,"Tatoeba (bul-eng)":94.52,"Tatoeba (cat-eng)":96.65,"Tatoeba (cbk-eng)":80.47,"Tatoeba (ceb-eng)":74.67,"Tatoeba (ces-eng)":96.88,"Tatoeba (cha-eng)":25.11,"Tatoeba (cmn-eng)":93.8,"Tatoeba (cor-eng)":9.98,"Tatoeba (csb-eng)":77.98,"Tatoeba (cym-eng)":91.3,"Tatoeba (dan-eng)":97.09,"Tatoeba (deu-eng)":99.13,"Tatoeba (dsb-eng)":64.48,"Tatoeba (dtp-eng)":7.95,"Tatoeba (ell-eng)":95.47,"Tatoeba (epo-eng)":98.47,"Tatoeba (est-eng)":97.17,"Tatoeba (eus-eng)":95.38,"Tatoeba (fao-eng)":93.6,"Tatoeba (fin-eng)":97.83,"Tatoeba (fra-eng)":95.37,"Tatoeba (fry-eng)":59.45,"Tatoeba (gla-eng)":80.89,"Tatoeba (gle-eng)":91.63,"Tatoeba (glg-eng)":97.28,"Tatoeba (gsw-eng)":54.83,"Tatoeba (heb-eng)":92.34,"Tatoeba (hin-eng)":97.07,"Tatoeba (hrv-eng)":97.65,"Tatoeba (hsb-eng)":77.87,"Tatoeba (hun-eng)":96.93,"Tatoeba (hye-eng)":95.15,"Tatoeba (ido-eng)":93.67,"Tatoeba (ile-eng)":81.0,"Tatoeba (ina-eng)":88.66,"Tatoeba (ind-eng)":94.5,"Tatoeba (isl-eng)":96.47,"Tatoeba (ita-eng)":95.95,"Tatoeba (jav-eng)":85.76,"Tatoeba (jpn-eng)":94.67,"Tatoeba (kab-eng)":83.66,"Tatoeba (kat-eng)":93.69,"Tatoeba (kaz-eng)":88.12,"Tatoeba (khm-eng)":70.2,"Tatoeba (kor-eng)":89.99,"Tatoeba (kur-eng)":34.22,"Tatoeba (kzj-eng)":8.62,"Tatoeba (lat-eng)":36.64,"Tatoeba (lfn-eng)":65.54,"Tatoeba (lit-eng)":97.43,"Tatoeba (lvs-eng)":95.45,"Tatoeba (mal-eng)":97.67,"Tatoeba (mar-eng)":93.35,"Tatoeba (max-eng)":72.73,"Tatoeba (mhr-eng)":11.87,"Tatoeba (mkd-eng)":95.98,"Tatoeba (mon-eng)":91.59,"Tatoeba (nds-eng)":54.18,"Tatoeba (nld-eng)":97.2,"Tatoeba (nno-eng)":97.31,"Tatoeba (nob-eng)":99.07,"Tatoeba (nov-eng)":71.25,"Tatoeba (oci-eng)":84.57,"Tatoeba (orv-eng)":47.07,"Tatoeba (pam-eng)":10.3,"Tatoeba (pes-eng)":94.37,"Tatoeba (pms-eng)":66.63,"Tatoeba (pol-eng)":97.7,"Tatoeba (por-eng)":95.49,"Tatoeba (ron-eng)":97.6,"Tatoeba (rus-eng)":94.35,"Tatoeba (slk-eng)":97.63,"Tatoeba (slv-eng)":95.99,"Tatoeba (spa-eng)":98.53,"Tatoeba (sqi-eng)":98.55,"Tatoeba (srp-eng)":94.87,"Tatoeba (swe-eng)":97.03,"Tatoeba (swg-eng)":67.69,"Tatoeba (swh-eng)":91.98,"Tatoeba (tam-eng)":88.08,"Tatoeba (tat-eng)":87.05,"Tatoeba (tel-eng)":91.6,"Tatoeba (tgl-eng)":96.95,"Tatoeba (tha-eng)":96.05,"Tatoeba (tuk-eng)":91.82,"Tatoeba (tur-eng)":98.27,"Tatoeba (tzl-eng)":39.48,"Tatoeba (uig-eng)":90.07,"Tatoeba (ukr-eng)":94.3,"Tatoeba (urd-eng)":93.17,"Tatoeba (uzb-eng)":85.26,"Tatoeba (vie-eng)":97.17,"Tatoeba (war-eng)":82.83,"Tatoeba (wuu-eng)":81.79,"Tatoeba (xho-eng)":94.84,"Tatoeba (yid-eng)":94.3,"Tatoeba (yue-eng)":88.44,"Tatoeba (zsm-eng)":96.07}
{"index":25,"Rank":4,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":81.75,"BUCC (de-en)":99.35,"BUCC (fr-en)":98.72,"BUCC (ru-en)":97.78,"BUCC (zh-en)":99.16,"Tatoeba (afr-eng)":96.18,"Tatoeba (amh-eng)":91.47,"Tatoeba (ang-eng)":59.28,"Tatoeba (ara-eng)":88.8,"Tatoeba (arq-eng)":42.69,"Tatoeba (arz-eng)":76.0,"Tatoeba (ast-eng)":90.68,"Tatoeba (awa-eng)":71.7,"Tatoeba (aze-eng)":94.93,"Tatoeba (bel-eng)":95.0,"Tatoeba (ben-eng)":88.55,"Tatoeba (ber-eng)":8.4,"Tatoeba (bos-eng)":94.92,"Tatoeba (bre-eng)":15.07,"Tatoeba (bul-eng)":94.58,"Tatoeba (cat-eng)":95.38,"Tatoeba (cbk-eng)":79.44,"Tatoeba (ceb-eng)":64.42,"Tatoeba (ces-eng)":96.68,"Tatoeba (cha-eng)":31.77,"Tatoeba (cmn-eng)":95.1,"Tatoeba (cor-eng)":10.11,"Tatoeba (csb-eng)":52.57,"Tatoeba (cym-eng)":92.0,"Tatoeba (dan-eng)":95.71,"Tatoeba (deu-eng)":99.2,"Tatoeba (dsb-eng)":64.81,"Tatoeba (dtp-eng)":10.85,"Tatoeba (ell-eng)":95.35,"Tatoeba (epo-eng)":98.2,"Tatoeba (est-eng)":96.55,"Tatoeba (eus-eng)":95.01,"Tatoeba (fao-eng)":87.4,"Tatoeba (fin-eng)":96.37,"Tatoeba (fra-eng)":94.86,"Tatoeba (fry-eng)":89.31,"Tatoeba (gla-eng)":85.66,"Tatoeba (gle-eng)":93.8,"Tatoeba (glg-eng)":96.82,"Tatoeba (gsw-eng)":46.5,"Tatoeba (heb-eng)":91.53,"Tatoeba (hin-eng)":96.87,"Tatoeba (hrv-eng)":96.95,"Tatoeba (hsb-eng)":67.11,"Tatoeba (hun-eng)":96.55,"Tatoeba (hye-eng)":94.09,"Tatoeba (ido-eng)":89.42,"Tatoeba (ile-eng)":85.58,"Tatoeba (ina-eng)":95.37,"Tatoeba (ind-eng)":93.66,"Tatoeba (isl-eng)":94.75,"Tatoeba (ita-eng)":92.72,"Tatoeba (jav-eng)":79.77,"Tatoeba (jpn-eng)":95.38,"Tatoeba (kab-eng)":4.31,"Tatoeba (kat-eng)":95.02,"Tatoeba (kaz-eng)":87.49,"Tatoeba (khm-eng)":78.37,"Tatoeba (kor-eng)":90.95,"Tatoeba (kur-eng)":83.59,"Tatoeba (kzj-eng)":11.33,"Tatoeba (lat-eng)":80.07,"Tatoeba (lfn-eng)":67.54,"Tatoeba (lit-eng)":96.47,"Tatoeba (lvs-eng)":95.88,"Tatoeba (mal-eng)":98.45,"Tatoeba (mar-eng)":92.65,"Tatoeba (max-eng)":63.26,"Tatoeba (mhr-eng)":15.74,"Tatoeba (mkd-eng)":93.6,"Tatoeba (mon-eng)":95.91,"Tatoeba (nds-eng)":79.42,"Tatoeba (nld-eng)":96.07,"Tatoeba (nno-eng)":94.48,"Tatoeba (nob-eng)":98.4,"Tatoeba (nov-eng)":74.38,"Tatoeba (oci-eng)":65.81,"Tatoeba (orv-eng)":38.93,"Tatoeba (pam-eng)":10.73,"Tatoeba (pes-eng)":94.7,"Tatoeba (pms-eng)":64.57,"Tatoeba (pol-eng)":97.22,"Tatoeba (por-eng)":94.14,"Tatoeba (ron-eng)":96.92,"Tatoeba (rus-eng)":93.75,"Tatoeba (slk-eng)":96.5,"Tatoeba (slv-eng)":96.03,"Tatoeba (spa-eng)":98.4,"Tatoeba (sqi-eng)":96.76,"Tatoeba (srp-eng)":94.43,"Tatoeba (swe-eng)":95.63,"Tatoeba (swg-eng)":59.36,"Tatoeba (swh-eng)":84.5,"Tatoeba (tam-eng)":89.0,"Tatoeba (tat-eng)":85.92,"Tatoeba (tel-eng)":97.86,"Tatoeba (tgl-eng)":96.02,"Tatoeba (tha-eng)":96.14,"Tatoeba (tuk-eng)":75.27,"Tatoeba (tur-eng)":98.0,"Tatoeba (tzl-eng)":58.88,"Tatoeba (uig-eng)":92.4,"Tatoeba (ukr-eng)":93.97,"Tatoeba (urd-eng)":93.22,"Tatoeba (uzb-eng)":84.23,"Tatoeba (vie-eng)":97.2,"Tatoeba (war-eng)":60.29,"Tatoeba (wuu-eng)":90.18,"Tatoeba (xho-eng)":91.55,"Tatoeba (yid-eng)":88.79,"Tatoeba (yue-eng)":89.58,"Tatoeba (zsm-eng)":95.62}
-{"index":33,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
-{"index":4,"Rank":6,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
-{"index":13,"Rank":7,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
-{"index":17,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":13,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":17,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":33,"Rank":7,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
+{"index":4,"Rank":8,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.52,"BUCC (de-en)":99.38,"BUCC (fr-en)":98.11,"BUCC (ru-en)":97.52,"BUCC (zh-en)":99.2,"Tatoeba (afr-eng)":90.26,"Tatoeba (amh-eng)":80.69,"Tatoeba (ang-eng)":40.18,"Tatoeba (ara-eng)":85.47,"Tatoeba (arq-eng)":41.56,"Tatoeba (arz-eng)":74.73,"Tatoeba (ast-eng)":81.76,"Tatoeba (awa-eng)":72.27,"Tatoeba (aze-eng)":87.61,"Tatoeba (bel-eng)":91.2,"Tatoeba (ben-eng)":83.02,"Tatoeba (ber-eng)":38.89,"Tatoeba (bos-eng)":92.86,"Tatoeba (bre-eng)":11.1,"Tatoeba (bul-eng)":92.93,"Tatoeba (cat-eng)":91.03,"Tatoeba (cbk-eng)":69.15,"Tatoeba (ceb-eng)":55.31,"Tatoeba (ces-eng)":94.89,"Tatoeba (cha-eng)":27.21,"Tatoeba (cmn-eng)":95.28,"Tatoeba (cor-eng)":6.28,"Tatoeba (csb-eng)":36.98,"Tatoeba (cym-eng)":76.21,"Tatoeba (dan-eng)":95.08,"Tatoeba (deu-eng)":99.07,"Tatoeba (dsb-eng)":48.44,"Tatoeba (dtp-eng)":7.0,"Tatoeba (ell-eng)":93.88,"Tatoeba (epo-eng)":96.01,"Tatoeba (est-eng)":85.03,"Tatoeba (eus-eng)":77.82,"Tatoeba (fao-eng)":72.62,"Tatoeba (fin-eng)":95.44,"Tatoeba (fra-eng)":93.42,"Tatoeba (fry-eng)":63.43,"Tatoeba (gla-eng)":59.01,"Tatoeba (gle-eng)":71.48,"Tatoeba (glg-eng)":93.34,"Tatoeba (gsw-eng)":51.65,"Tatoeba (heb-eng)":86.52,"Tatoeba (hin-eng)":94.48,"Tatoeba (hrv-eng)":96.15,"Tatoeba (hsb-eng)":58.7,"Tatoeba (hun-eng)":94.01,"Tatoeba (hye-eng)":90.92,"Tatoeba (ido-eng)":83.63,"Tatoeba (ile-eng)":79.15,"Tatoeba (ina-eng)":93.61,"Tatoeba (ind-eng)":92.9,"Tatoeba (isl-eng)":91.96,"Tatoeba (ita-eng)":93.29,"Tatoeba (jav-eng)":75.46,"Tatoeba (jpn-eng)":95.28,"Tatoeba (kab-eng)":36.54,"Tatoeba (kat-eng)":84.09,"Tatoeba (kaz-eng)":79.44,"Tatoeba (khm-eng)":60.02,"Tatoeba (kor-eng)":90.65,"Tatoeba (kur-eng)":66.83,"Tatoeba (kzj-eng)":7.91,"Tatoeba (lat-eng)":53.3,"Tatoeba (lfn-eng)":63.02,"Tatoeba (lit-eng)":88.48,"Tatoeba (lvs-eng)":89.83,"Tatoeba (mal-eng)":97.7,"Tatoeba (mar-eng)":88.58,"Tatoeba (max-eng)":63.42,"Tatoeba (mhr-eng)":6.79,"Tatoeba (mkd-eng)":85.5,"Tatoeba (mon-eng)":87.53,"Tatoeba (nds-eng)":69.52,"Tatoeba (nld-eng)":96.63,"Tatoeba (nno-eng)":91.4,"Tatoeba (nob-eng)":97.2,"Tatoeba (nov-eng)":71.56,"Tatoeba (oci-eng)":54.91,"Tatoeba (orv-eng)":39.8,"Tatoeba (pam-eng)":9.28,"Tatoeba (pes-eng)":92.14,"Tatoeba (pms-eng)":59.87,"Tatoeba (pol-eng)":96.6,"Tatoeba (por-eng)":93.63,"Tatoeba (ron-eng)":94.87,"Tatoeba (rus-eng)":92.32,"Tatoeba (slk-eng)":93.13,"Tatoeba (slv-eng)":89.65,"Tatoeba (spa-eng)":97.1,"Tatoeba (sqi-eng)":94.7,"Tatoeba (srp-eng)":93.1,"Tatoeba (swe-eng)":95.3,"Tatoeba (swg-eng)":56.83,"Tatoeba (swh-eng)":71.61,"Tatoeba (tam-eng)":88.23,"Tatoeba (tat-eng)":73.65,"Tatoeba (tel-eng)":91.34,"Tatoeba (tgl-eng)":92.0,"Tatoeba (tha-eng)":95.38,"Tatoeba (tuk-eng)":33.15,"Tatoeba (tur-eng)":96.27,"Tatoeba (tzl-eng)":53.16,"Tatoeba (uig-eng)":72.08,"Tatoeba (ukr-eng)":93.32,"Tatoeba (urd-eng)":89.21,"Tatoeba (uzb-eng)":72.35,"Tatoeba (vie-eng)":97.0,"Tatoeba (war-eng)":62.26,"Tatoeba (wuu-eng)":86.23,"Tatoeba (xho-eng)":80.87,"Tatoeba (yid-eng)":76.33,"Tatoeba (yue-eng)":88.71,"Tatoeba (zsm-eng)":94.53}
{"index":15,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":71.07,"BUCC (de-en)":99.5,"BUCC (fr-en)":99.09,"BUCC (ru-en)":97.84,"BUCC (zh-en)":99.23,"Tatoeba (afr-eng)":87.19,"Tatoeba (amh-eng)":22.05,"Tatoeba (ang-eng)":81.59,"Tatoeba (ara-eng)":88.76,"Tatoeba (arq-eng)":48.55,"Tatoeba (arz-eng)":70.73,"Tatoeba (ast-eng)":80.94,"Tatoeba (awa-eng)":67.45,"Tatoeba (aze-eng)":76.23,"Tatoeba (bel-eng)":88.09,"Tatoeba (ben-eng)":81.82,"Tatoeba (ber-eng)":7.62,"Tatoeba (bos-eng)":91.54,"Tatoeba (bre-eng)":14.2,"Tatoeba (bul-eng)":93.98,"Tatoeba (cat-eng)":91.89,"Tatoeba (cbk-eng)":81.32,"Tatoeba (ceb-eng)":43.15,"Tatoeba (ces-eng)":94.93,"Tatoeba (cha-eng)":44.8,"Tatoeba (cmn-eng)":95.9,"Tatoeba (cor-eng)":9.19,"Tatoeba (csb-eng)":62.92,"Tatoeba (cym-eng)":72.32,"Tatoeba (dan-eng)":93.92,"Tatoeba (deu-eng)":99.47,"Tatoeba (dsb-eng)":65.43,"Tatoeba (dtp-eng)":11.74,"Tatoeba (ell-eng)":91.42,"Tatoeba (epo-eng)":87.79,"Tatoeba (est-eng)":62.89,"Tatoeba (eus-eng)":40.51,"Tatoeba (fao-eng)":70.33,"Tatoeba (fin-eng)":90.69,"Tatoeba (fra-eng)":95.77,"Tatoeba (fry-eng)":70.98,"Tatoeba (gla-eng)":63.53,"Tatoeba (gle-eng)":73.81,"Tatoeba (glg-eng)":90.44,"Tatoeba (gsw-eng)":52.21,"Tatoeba (heb-eng)":82.82,"Tatoeba (hin-eng)":95.28,"Tatoeba (hrv-eng)":93.97,"Tatoeba (hsb-eng)":74.24,"Tatoeba (hun-eng)":89.82,"Tatoeba (hye-eng)":63.99,"Tatoeba (ido-eng)":75.11,"Tatoeba (ile-eng)":83.97,"Tatoeba (ina-eng)":95.52,"Tatoeba (ind-eng)":93.48,"Tatoeba (isl-eng)":87.57,"Tatoeba (ita-eng)":91.94,"Tatoeba (jav-eng)":38.49,"Tatoeba (jpn-eng)":94.0,"Tatoeba (kab-eng)":3.81,"Tatoeba (kat-eng)":59.67,"Tatoeba (kaz-eng)":46.89,"Tatoeba (khm-eng)":37.31,"Tatoeba (kor-eng)":91.29,"Tatoeba (kur-eng)":29.93,"Tatoeba (kzj-eng)":12.19,"Tatoeba (lat-eng)":87.94,"Tatoeba (lfn-eng)":73.89,"Tatoeba (lit-eng)":69.2,"Tatoeba (lvs-eng)":66.01,"Tatoeba (mal-eng)":55.86,"Tatoeba (mar-eng)":68.99,"Tatoeba (max-eng)":64.8,"Tatoeba (mhr-eng)":16.24,"Tatoeba (mkd-eng)":86.9,"Tatoeba (mon-eng)":37.79,"Tatoeba (nds-eng)":77.42,"Tatoeba (nld-eng)":96.4,"Tatoeba (nno-eng)":87.24,"Tatoeba (nob-eng)":96.86,"Tatoeba (nov-eng)":72.4,"Tatoeba (oci-eng)":62.2,"Tatoeba (orv-eng)":59.65,"Tatoeba (pam-eng)":14.02,"Tatoeba (pes-eng)":89.67,"Tatoeba (pms-eng)":62.3,"Tatoeba (pol-eng)":96.47,"Tatoeba (por-eng)":94.44,"Tatoeba (ron-eng)":93.0,"Tatoeba (rus-eng)":93.75,"Tatoeba (slk-eng)":88.84,"Tatoeba (slv-eng)":85.99,"Tatoeba (spa-eng)":98.8,"Tatoeba (sqi-eng)":67.06,"Tatoeba (srp-eng)":92.54,"Tatoeba (swe-eng)":92.95,"Tatoeba (swg-eng)":64.75,"Tatoeba (swh-eng)":61.6,"Tatoeba (tam-eng)":72.83,"Tatoeba (tat-eng)":37.02,"Tatoeba (tel-eng)":42.79,"Tatoeba (tgl-eng)":93.14,"Tatoeba (tha-eng)":93.64,"Tatoeba (tuk-eng)":42.01,"Tatoeba (tur-eng)":94.13,"Tatoeba (tzl-eng)":49.51,"Tatoeba (uig-eng)":38.86,"Tatoeba (ukr-eng)":94.45,"Tatoeba (urd-eng)":83.62,"Tatoeba (uzb-eng)":52.73,"Tatoeba (vie-eng)":94.83,"Tatoeba (war-eng)":41.97,"Tatoeba (wuu-eng)":89.61,"Tatoeba (xho-eng)":35.96,"Tatoeba (yid-eng)":33.12,"Tatoeba (yue-eng)":89.11,"Tatoeba (zsm-eng)":94.1}
{"index":1,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":69.12,"BUCC (de-en)":98.62,"BUCC (fr-en)":97.9,"BUCC (ru-en)":97.12,"BUCC (zh-en)":98.16,"Tatoeba (afr-eng)":81.85,"Tatoeba (amh-eng)":76.36,"Tatoeba (ang-eng)":42.45,"Tatoeba (ara-eng)":77.81,"Tatoeba (arq-eng)":24.99,"Tatoeba (arz-eng)":55.77,"Tatoeba (ast-eng)":78.08,"Tatoeba (awa-eng)":48.46,"Tatoeba (aze-eng)":79.53,"Tatoeba (bel-eng)":85.56,"Tatoeba (ben-eng)":73.23,"Tatoeba (ber-eng)":20.39,"Tatoeba (bos-eng)":89.36,"Tatoeba (bre-eng)":13.59,"Tatoeba (bul-eng)":91.31,"Tatoeba (cat-eng)":91.5,"Tatoeba (cbk-eng)":70.04,"Tatoeba (ceb-eng)":21.26,"Tatoeba (ces-eng)":89.77,"Tatoeba (cha-eng)":30.8,"Tatoeba (cmn-eng)":95.73,"Tatoeba (cor-eng)":5.96,"Tatoeba (csb-eng)":29.98,"Tatoeba (cym-eng)":52.47,"Tatoeba (dan-eng)":91.83,"Tatoeba (deu-eng)":97.75,"Tatoeba (dsb-eng)":42.87,"Tatoeba (dtp-eng)":9.05,"Tatoeba (ell-eng)":91.9,"Tatoeba (epo-eng)":88.91,"Tatoeba (est-eng)":79.48,"Tatoeba (eus-eng)":63.75,"Tatoeba (fao-eng)":65.68,"Tatoeba (fin-eng)":88.19,"Tatoeba (fra-eng)":93.27,"Tatoeba (fry-eng)":73.7,"Tatoeba (gla-eng)":27.33,"Tatoeba (gle-eng)":32.73,"Tatoeba (glg-eng)":89.64,"Tatoeba (gsw-eng)":36.74,"Tatoeba (heb-eng)":75.85,"Tatoeba (hin-eng)":93.33,"Tatoeba (hrv-eng)":91.67,"Tatoeba (hsb-eng)":45.64,"Tatoeba (hun-eng)":89.09,"Tatoeba (hye-eng)":80.41,"Tatoeba (ido-eng)":77.59,"Tatoeba (ile-eng)":81.68,"Tatoeba (ina-eng)":91.29,"Tatoeba (ind-eng)":92.31,"Tatoeba (isl-eng)":82.59,"Tatoeba (ita-eng)":91.43,"Tatoeba (jav-eng)":35.7,"Tatoeba (jpn-eng)":93.14,"Tatoeba (kab-eng)":17.19,"Tatoeba (kat-eng)":72.77,"Tatoeba (kaz-eng)":67.63,"Tatoeba (khm-eng)":67.63,"Tatoeba (kor-eng)":84.08,"Tatoeba (kur-eng)":32.87,"Tatoeba (kzj-eng)":11.12,"Tatoeba (lat-eng)":42.99,"Tatoeba (lfn-eng)":63.56,"Tatoeba (lit-eng)":77.59,"Tatoeba (lvs-eng)":79.39,"Tatoeba (mal-eng)":94.64,"Tatoeba (mar-eng)":84.38,"Tatoeba (max-eng)":52.57,"Tatoeba (mhr-eng)":15.98,"Tatoeba (mkd-eng)":77.85,"Tatoeba (mon-eng)":71.7,"Tatoeba (nds-eng)":63.42,"Tatoeba (nld-eng)":93.78,"Tatoeba (nno-eng)":90.75,"Tatoeba (nob-eng)":96.62,"Tatoeba (nov-eng)":68.37,"Tatoeba (oci-eng)":51.12,"Tatoeba (orv-eng)":33.13,"Tatoeba (pam-eng)":9.23,"Tatoeba (pes-eng)":88.26,"Tatoeba (pms-eng)":46.68,"Tatoeba (pol-eng)":94.9,"Tatoeba (por-eng)":94.57,"Tatoeba (ron-eng)":90.72,"Tatoeba (rus-eng)":92.9,"Tatoeba (slk-eng)":88.81,"Tatoeba (slv-eng)":84.15,"Tatoeba (spa-eng)":97.68,"Tatoeba (sqi-eng)":82.77,"Tatoeba (srp-eng)":86.29,"Tatoeba (swe-eng)":92.95,"Tatoeba (swg-eng)":51.71,"Tatoeba (swh-eng)":58.13,"Tatoeba (tam-eng)":84.3,"Tatoeba (tat-eng)":42.35,"Tatoeba (tel-eng)":89.7,"Tatoeba (tgl-eng)":67.23,"Tatoeba (tha-eng)":90.55,"Tatoeba (tuk-eng)":34.36,"Tatoeba (tur-eng)":95.82,"Tatoeba (tzl-eng)":40.27,"Tatoeba (uig-eng)":59.57,"Tatoeba (ukr-eng)":91.29,"Tatoeba (urd-eng)":83.9,"Tatoeba (uzb-eng)":40.95,"Tatoeba (vie-eng)":95.93,"Tatoeba (war-eng)":23.86,"Tatoeba (wuu-eng)":88.45,"Tatoeba (xho-eng)":67.65,"Tatoeba (yid-eng)":60.43,"Tatoeba (yue-eng)":82.99,"Tatoeba (zsm-eng)":94.35}
{"index":16,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.09,"BUCC (de-en)":99.13,"BUCC (fr-en)":97.59,"BUCC (ru-en)":97.2,"BUCC (zh-en)":98.3,"Tatoeba (afr-eng)":86.91,"Tatoeba (amh-eng)":74.93,"Tatoeba (ang-eng)":29.07,"Tatoeba (ara-eng)":82.59,"Tatoeba (arq-eng)":26.74,"Tatoeba (arz-eng)":66.79,"Tatoeba (ast-eng)":75.31,"Tatoeba (awa-eng)":68.39,"Tatoeba (aze-eng)":84.71,"Tatoeba (bel-eng)":86.7,"Tatoeba (ben-eng)":81.05,"Tatoeba (ber-eng)":23.58,"Tatoeba (bos-eng)":88.86,"Tatoeba (bre-eng)":5.44,"Tatoeba (bul-eng)":88.63,"Tatoeba (cat-eng)":84.09,"Tatoeba (cbk-eng)":60.54,"Tatoeba (ceb-eng)":45.46,"Tatoeba (ces-eng)":88.88,"Tatoeba (cha-eng)":16.95,"Tatoeba (cmn-eng)":93.35,"Tatoeba (cor-eng)":4.38,"Tatoeba (csb-eng)":24.56,"Tatoeba (cym-eng)":65.22,"Tatoeba (dan-eng)":91.4,"Tatoeba (deu-eng)":97.07,"Tatoeba (dsb-eng)":34.33,"Tatoeba (dtp-eng)":5.13,"Tatoeba (ell-eng)":89.96,"Tatoeba (epo-eng)":92.07,"Tatoeba (est-eng)":70.51,"Tatoeba (eus-eng)":56.16,"Tatoeba (fao-eng)":64.72,"Tatoeba (fin-eng)":86.15,"Tatoeba (fra-eng)":92.76,"Tatoeba (fry-eng)":50.88,"Tatoeba (gla-eng)":43.08,"Tatoeba (gle-eng)":58.36,"Tatoeba (glg-eng)":82.79,"Tatoeba (gsw-eng)":43.53,"Tatoeba (heb-eng)":74.14,"Tatoeba (hin-eng)":93.0,"Tatoeba (hrv-eng)":92.5,"Tatoeba (hsb-eng)":40.35,"Tatoeba (hun-eng)":84.32,"Tatoeba (hye-eng)":85.91,"Tatoeba (ido-eng)":74.39,"Tatoeba (ile-eng)":72.43,"Tatoeba (ina-eng)":86.11,"Tatoeba (ind-eng)":90.26,"Tatoeba (isl-eng)":76.9,"Tatoeba (ita-eng)":90.61,"Tatoeba (jav-eng)":61.25,"Tatoeba (jpn-eng)":90.3,"Tatoeba (kab-eng)":21.98,"Tatoeba (kat-eng)":77.83,"Tatoeba (kaz-eng)":75.56,"Tatoeba (khm-eng)":47.26,"Tatoeba (kor-eng)":83.37,"Tatoeba (kur-eng)":52.96,"Tatoeba (kzj-eng)":6.2,"Tatoeba (lat-eng)":39.58,"Tatoeba (lfn-eng)":52.85,"Tatoeba (lit-eng)":75.53,"Tatoeba (lvs-eng)":76.66,"Tatoeba (mal-eng)":96.72,"Tatoeba (mar-eng)":86.62,"Tatoeba (max-eng)":52.39,"Tatoeba (mhr-eng)":5.52,"Tatoeba (mkd-eng)":73.76,"Tatoeba (mon-eng)":78.37,"Tatoeba (nds-eng)":53.86,"Tatoeba (nld-eng)":93.2,"Tatoeba (nno-eng)":82.56,"Tatoeba (nob-eng)":95.9,"Tatoeba (nov-eng)":66.83,"Tatoeba (oci-eng)":35.79,"Tatoeba (orv-eng)":16.0,"Tatoeba (pam-eng)":6.92,"Tatoeba (pes-eng)":87.08,"Tatoeba (pms-eng)":44.61,"Tatoeba (pol-eng)":94.82,"Tatoeba (por-eng)":92.74,"Tatoeba (ron-eng)":91.27,"Tatoeba (rus-eng)":91.78,"Tatoeba (slk-eng)":86.4,"Tatoeba (slv-eng)":81.93,"Tatoeba (spa-eng)":96.97,"Tatoeba (sqi-eng)":90.06,"Tatoeba (srp-eng)":89.08,"Tatoeba (swe-eng)":91.33,"Tatoeba (swg-eng)":42.33,"Tatoeba (swh-eng)":66.81,"Tatoeba (tam-eng)":85.12,"Tatoeba (tat-eng)":66.92,"Tatoeba (tel-eng)":88.49,"Tatoeba (tgl-eng)":83.78,"Tatoeba (tha-eng)":94.4,"Tatoeba (tuk-eng)":19.66,"Tatoeba (tur-eng)":92.67,"Tatoeba (tzl-eng)":34.44,"Tatoeba (uig-eng)":63.08,"Tatoeba (ukr-eng)":88.29,"Tatoeba (urd-eng)":86.2,"Tatoeba (uzb-eng)":62.63,"Tatoeba (vie-eng)":94.68,"Tatoeba (war-eng)":47.18,"Tatoeba (wuu-eng)":78.65,"Tatoeba (xho-eng)":73.24,"Tatoeba (yid-eng)":63.2,"Tatoeba (yue-eng)":80.66,"Tatoeba (zsm-eng)":92.45}
diff --git a/boards_data/en/data_overall/default.jsonl b/boards_data/en/data_overall/default.jsonl
index a312e145c3a682a8198040eca9a3e0b7665593c9..95950aa7b60b328dfd8837011e16536ff8af07d2 100644
--- a/boards_data/en/data_overall/default.jsonl
+++ b/boards_data/en/data_overall/default.jsonl
@@ -6,289 +6,290 @@
{"index":154,"Rank":6,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average (56 datasets)":70.11,"Classification Average (12 datasets)":86.67,"Clustering Average (11 datasets)":56.7,"PairClassification Average (3 datasets)":87.74,"Reranking Average (4 datasets)":60.16,"Retrieval Average (15 datasets)":58.97,"STS Average (10 datasets)":84.22,"Summarization Average (1 datasets)":31.66}
{"index":25,"Rank":7,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (56 datasets)":69.88,"Classification Average (12 datasets)":88.08,"Clustering Average (11 datasets)":54.65,"PairClassification Average (3 datasets)":85.84,"Reranking Average (4 datasets)":59.72,"Retrieval Average (15 datasets)":59.24,"STS Average (10 datasets)":83.88,"Summarization Average (1 datasets)":31.2}
{"index":225,"Rank":8,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":69.32,"Classification Average (12 datasets)":87.35,"Clustering Average (11 datasets)":52.8,"PairClassification Average (3 datasets)":86.91,"Reranking Average (4 datasets)":60.54,"Retrieval Average (15 datasets)":59.36,"STS Average (10 datasets)":82.84,"Summarization Average (1 datasets)":31.2}
-{"index":6,"Rank":9,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":68.23,"Classification Average (12 datasets)":81.49,"Clustering Average (11 datasets)":53.35,"PairClassification Average (3 datasets)":89.24,"Reranking Average (4 datasets)":60.09,"Retrieval Average (15 datasets)":58.28,"STS Average (10 datasets)":84.31,"Summarization Average (1 datasets)":30.84}
-{"index":65,"Rank":10,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":68.17,"Classification Average (12 datasets)":80.2,"Clustering Average (11 datasets)":51.42,"PairClassification Average (3 datasets)":88.35,"Reranking Average (4 datasets)":60.29,"Retrieval Average (15 datasets)":60.19,"STS Average (10 datasets)":84.97,"Summarization Average (1 datasets)":30.98}
-{"index":104,"Rank":11,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.56,"Classification Average (12 datasets)":78.33,"Clustering Average (11 datasets)":51.67,"PairClassification Average (3 datasets)":88.54,"Reranking Average (4 datasets)":60.64,"Retrieval Average (15 datasets)":59.0,"STS Average (10 datasets)":85.05,"Summarization Average (1 datasets)":31.16}
-{"index":15,"Rank":12,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.34,"Classification Average (12 datasets)":79.6,"Clustering Average (11 datasets)":55.83,"PairClassification Average (3 datasets)":87.38,"Reranking Average (4 datasets)":60.13,"Retrieval Average (15 datasets)":56.24,"STS Average (10 datasets)":82.42,"Summarization Average (1 datasets)":31.46}
-{"index":16,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (56 datasets)":67.16,"Classification Average (12 datasets)":82.47,"Clustering Average (11 datasets)":48.75,"PairClassification Average (3 datasets)":87.51,"Reranking Average (4 datasets)":59.98,"Retrieval Average (15 datasets)":58.29,"STS Average (10 datasets)":82.73,"Summarization Average (1 datasets)":31.17}
-{"index":9,"Rank":14,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":67.13,"Classification Average (12 datasets)":79.25,"Clustering Average (11 datasets)":52.42,"PairClassification Average (3 datasets)":86.87,"Reranking Average (4 datasets)":58.24,"Retrieval Average (15 datasets)":56.6,"STS Average (10 datasets)":85.79,"Summarization Average (1 datasets)":31.01}
-{"index":47,"Rank":15,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":66.76,"Classification Average (12 datasets)":79.46,"Clustering Average (11 datasets)":50.61,"PairClassification Average (3 datasets)":87.16,"Reranking Average (4 datasets)":60.49,"Retrieval Average (15 datasets)":57.41,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":30.37}
-{"index":170,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":66.63,"Classification Average (12 datasets)":78.47,"Clustering Average (11 datasets)":50.26,"PairClassification Average (3 datasets)":88.34,"Reranking Average (4 datasets)":60.21,"Retrieval Average (15 datasets)":56.89,"STS Average (10 datasets)":84.63,"Summarization Average (1 datasets)":31.4}
-{"index":1,"Rank":17,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":66.31,"Classification Average (12 datasets)":81.17,"Clustering Average (11 datasets)":47.48,"PairClassification Average (3 datasets)":87.61,"Reranking Average (4 datasets)":58.9,"Retrieval Average (15 datasets)":55.7,"STS Average (10 datasets)":85.07,"Summarization Average (1 datasets)":32.63}
-{"index":231,"Rank":18,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.96,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":47.86,"PairClassification Average (3 datasets)":88.27,"Reranking Average (4 datasets)":60.46,"Retrieval Average (15 datasets)":57.05,"STS Average (10 datasets)":84.82,"Summarization Average (1 datasets)":30.83}
-{"index":48,"Rank":19,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":65.66,"Classification Average (12 datasets)":78.53,"Clustering Average (11 datasets)":50.14,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":59.8,"Retrieval Average (15 datasets)":55.09,"STS Average (10 datasets)":83.26,"Summarization Average (1 datasets)":29.82}
-{"index":19,"Rank":20,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":65.39,"Classification Average (12 datasets)":77.75,"Clustering Average (11 datasets)":47.96,"PairClassification Average (3 datasets)":84.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":57.91,"STS Average (10 datasets)":81.43,"Summarization Average (1 datasets)":30.91}
-{"index":70,"Rank":21,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (56 datasets)":65.01,"Classification Average (12 datasets)":75.92,"Clustering Average (11 datasets)":46.45,"PairClassification Average (3 datasets)":87.79,"Reranking Average (4 datasets)":59.68,"Retrieval Average (15 datasets)":56.63,"STS Average (10 datasets)":83.58,"Summarization Average (1 datasets)":30.94}
-{"index":72,"Rank":22,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":64.8,"Classification Average (12 datasets)":76.63,"Clustering Average (11 datasets)":45.54,"PairClassification Average (3 datasets)":87.99,"Reranking Average (4 datasets)":58.42,"Retrieval Average (15 datasets)":55.99,"STS Average (10 datasets)":84.09,"Summarization Average (1 datasets)":29.96}
-{"index":191,"Rank":23,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":77.43,"Clustering Average (11 datasets)":46.32,"PairClassification Average (3 datasets)":87.34,"Reranking Average (4 datasets)":58.14,"Retrieval Average (15 datasets)":55.52,"STS Average (10 datasets)":82.56,"Summarization Average (1 datasets)":30.73}
-{"index":207,"Rank":24,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":75.64,"Clustering Average (11 datasets)":46.71,"PairClassification Average (3 datasets)":87.2,"Reranking Average (4 datasets)":60.11,"Retrieval Average (15 datasets)":54.39,"STS Average (10 datasets)":85.0,"Summarization Average (1 datasets)":32.71}
-{"index":117,"Rank":25,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.64,"Classification Average (12 datasets)":75.58,"Clustering Average (11 datasets)":46.73,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":59.88,"Retrieval Average (15 datasets)":54.66,"STS Average (10 datasets)":84.54,"Summarization Average (1 datasets)":32.03}
-{"index":306,"Rank":26,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (56 datasets)":64.59,"Classification Average (12 datasets)":75.45,"Clustering Average (11 datasets)":49.01,"PairClassification Average (3 datasets)":85.72,"Reranking Average (4 datasets)":59.16,"Retrieval Average (15 datasets)":55.44,"STS Average (10 datasets)":81.73,"Summarization Average (1 datasets)":29.92}
-{"index":8,"Rank":27,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":64.49,"Classification Average (12 datasets)":74.79,"Clustering Average (11 datasets)":47.4,"PairClassification Average (3 datasets)":86.57,"Reranking Average (4 datasets)":59.74,"Retrieval Average (15 datasets)":55.58,"STS Average (10 datasets)":82.93,"Summarization Average (1 datasets)":30.97}
-{"index":36,"Rank":28,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.47,"Classification Average (12 datasets)":76.49,"Clustering Average (11 datasets)":47.43,"PairClassification Average (3 datasets)":85.84,"Reranking Average (4 datasets)":58.01,"Retrieval Average (15 datasets)":55.0,"STS Average (10 datasets)":82.62,"Summarization Average (1 datasets)":30.18}
-{"index":175,"Rank":29,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":64.41,"Classification Average (12 datasets)":77.56,"Clustering Average (11 datasets)":47.1,"PairClassification Average (3 datasets)":86.19,"Reranking Average (4 datasets)":58.58,"Retrieval Average (15 datasets)":52.47,"STS Average (10 datasets)":84.78,"Summarization Average (1 datasets)":30.39}
-{"index":59,"Rank":30,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":64.41,"Classification Average (12 datasets)":77.56,"Clustering Average (11 datasets)":47.1,"PairClassification Average (3 datasets)":86.19,"Reranking Average (4 datasets)":58.58,"Retrieval Average (15 datasets)":52.47,"STS Average (10 datasets)":84.78,"Summarization Average (1 datasets)":30.39}
-{"index":0,"Rank":31,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average (56 datasets)":64.37,"Classification Average (12 datasets)":79.0,"Clustering Average (11 datasets)":45.07,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":57.78,"Retrieval Average (15 datasets)":52.44,"STS Average (10 datasets)":84.93,"Summarization Average (1 datasets)":32.36}
-{"index":129,"Rank":32,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.34,"Classification Average (12 datasets)":76.01,"Clustering Average (11 datasets)":46.55,"PairClassification Average (3 datasets)":86.7,"Reranking Average (4 datasets)":60.05,"Retrieval Average (15 datasets)":53.44,"STS Average (10 datasets)":84.59,"Summarization Average (1 datasets)":30.96}
-{"index":23,"Rank":33,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.23,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":46.08,"PairClassification Average (3 datasets)":87.12,"Reranking Average (4 datasets)":60.03,"Retrieval Average (15 datasets)":54.29,"STS Average (10 datasets)":83.11,"Summarization Average (1 datasets)":31.61}
-{"index":277,"Rank":34,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.21,"Classification Average (12 datasets)":75.16,"Clustering Average (11 datasets)":46.46,"PairClassification Average (3 datasets)":87.07,"Reranking Average (4 datasets)":60.0,"Retrieval Average (15 datasets)":53.3,"STS Average (10 datasets)":85.04,"Summarization Average (1 datasets)":31.93}
-{"index":60,"Rank":35,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.2,"Classification Average (12 datasets)":74.5,"Clustering Average (11 datasets)":46.93,"PairClassification Average (3 datasets)":87.14,"Reranking Average (4 datasets)":59.97,"Retrieval Average (15 datasets)":53.46,"STS Average (10 datasets)":84.99,"Summarization Average (1 datasets)":32.12}
-{"index":68,"Rank":36,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (56 datasets)":64.14,"Classification Average (12 datasets)":76.33,"Clustering Average (11 datasets)":45.24,"PairClassification Average (3 datasets)":88.03,"Reranking Average (4 datasets)":57.38,"Retrieval Average (15 datasets)":54.6,"STS Average (10 datasets)":83.73,"Summarization Average (1 datasets)":28.49}
-{"index":18,"Rank":37,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":64.11,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":46.82,"PairClassification Average (3 datasets)":85.33,"Reranking Average (4 datasets)":57.66,"Retrieval Average (15 datasets)":54.09,"STS Average (10 datasets)":81.97,"Summarization Average (1 datasets)":31.17}
-{"index":38,"Rank":38,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.01,"Classification Average (12 datasets)":76.01,"Clustering Average (11 datasets)":46.6,"PairClassification Average (3 datasets)":86.15,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":53.84,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":30.99}
-{"index":127,"Rank":39,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.71,"Classification Average (12 datasets)":76.03,"Clustering Average (11 datasets)":46.21,"PairClassification Average (3 datasets)":86.32,"Reranking Average (4 datasets)":59.37,"Retrieval Average (15 datasets)":52.31,"STS Average (10 datasets)":83.51,"Summarization Average (1 datasets)":30.87}
-{"index":21,"Rank":40,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.56,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.81,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":194,"Rank":41,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":192,"Rank":42,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":193,"Rank":43,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":195,"Rank":44,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":199,"Rank":45,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.54,"Classification Average (12 datasets)":75.99,"Clustering Average (11 datasets)":45.58,"PairClassification Average (3 datasets)":87.37,"Reranking Average (4 datasets)":60.04,"Retrieval Average (15 datasets)":51.92,"STS Average (10 datasets)":83.34,"Summarization Average (1 datasets)":30.82}
-{"index":183,"Rank":46,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.34,"Classification Average (12 datasets)":73.96,"Clustering Average (11 datasets)":46.61,"PairClassification Average (3 datasets)":86.85,"Reranking Average (4 datasets)":59.86,"Retrieval Average (15 datasets)":51.8,"STS Average (10 datasets)":83.85,"Summarization Average (1 datasets)":31.61}
-{"index":206,"Rank":47,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.25,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":46.07,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":51.42,"STS Average (10 datasets)":84.9,"Summarization Average (1 datasets)":31.55}
-{"index":267,"Rank":48,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.13,"Classification Average (12 datasets)":73.33,"Clustering Average (11 datasets)":46.84,"PairClassification Average (3 datasets)":85.0,"Reranking Average (4 datasets)":59.13,"Retrieval Average (15 datasets)":52.22,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":31.66}
-{"index":131,"Rank":49,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":63.12,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":44.95,"PairClassification Average (3 datasets)":84.99,"Reranking Average (4 datasets)":58.3,"Retrieval Average (15 datasets)":51.99,"STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.6}
-{"index":130,"Rank":50,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":62.72,"Classification Average (12 datasets)":76.11,"Clustering Average (11 datasets)":44.82,"PairClassification Average (3 datasets)":84.68,"Reranking Average (4 datasets)":58.56,"Retrieval Average (15 datasets)":50.43,"STS Average (10 datasets)":83.03,"Summarization Average (1 datasets)":31.14}
-{"index":165,"Rank":51,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.61,"Classification Average (12 datasets)":75.28,"Clustering Average (11 datasets)":44.9,"PairClassification Average (3 datasets)":86.45,"Reranking Average (4 datasets)":58.78,"Retrieval Average (15 datasets)":50.1,"STS Average (10 datasets)":83.02,"Summarization Average (1 datasets)":32.52}
-{"index":266,"Rank":52,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":73.01,"Clustering Average (11 datasets)":46.2,"PairClassification Average (3 datasets)":84.57,"Reranking Average (4 datasets)":58.61,"Retrieval Average (15 datasets)":51.14,"STS Average (10 datasets)":82.3,"Summarization Average (1 datasets)":31.17}
+{"index":65,"Rank":9,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":68.17,"Classification Average (12 datasets)":80.2,"Clustering Average (11 datasets)":51.42,"PairClassification Average (3 datasets)":88.35,"Reranking Average (4 datasets)":60.29,"Retrieval Average (15 datasets)":60.19,"STS Average (10 datasets)":84.97,"Summarization Average (1 datasets)":30.98}
+{"index":104,"Rank":10,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.56,"Classification Average (12 datasets)":78.33,"Clustering Average (11 datasets)":51.67,"PairClassification Average (3 datasets)":88.54,"Reranking Average (4 datasets)":60.64,"Retrieval Average (15 datasets)":59.0,"STS Average (10 datasets)":85.05,"Summarization Average (1 datasets)":31.16}
+{"index":15,"Rank":11,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.34,"Classification Average (12 datasets)":79.6,"Clustering Average (11 datasets)":55.83,"PairClassification Average (3 datasets)":87.38,"Reranking Average (4 datasets)":60.13,"Retrieval Average (15 datasets)":56.24,"STS Average (10 datasets)":82.42,"Summarization Average (1 datasets)":31.46}
+{"index":16,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (56 datasets)":67.16,"Classification Average (12 datasets)":82.47,"Clustering Average (11 datasets)":48.75,"PairClassification Average (3 datasets)":87.51,"Reranking Average (4 datasets)":59.98,"Retrieval Average (15 datasets)":58.29,"STS Average (10 datasets)":82.73,"Summarization Average (1 datasets)":31.17}
+{"index":9,"Rank":13,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":67.13,"Classification Average (12 datasets)":79.25,"Clustering Average (11 datasets)":52.42,"PairClassification Average (3 datasets)":86.87,"Reranking Average (4 datasets)":58.24,"Retrieval Average (15 datasets)":56.6,"STS Average (10 datasets)":85.79,"Summarization Average (1 datasets)":31.01}
+{"index":47,"Rank":14,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":66.76,"Classification Average (12 datasets)":79.46,"Clustering Average (11 datasets)":50.61,"PairClassification Average (3 datasets)":87.16,"Reranking Average (4 datasets)":60.49,"Retrieval Average (15 datasets)":57.41,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":30.37}
+{"index":170,"Rank":15,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":66.63,"Classification Average (12 datasets)":78.47,"Clustering Average (11 datasets)":50.26,"PairClassification Average (3 datasets)":88.34,"Reranking Average (4 datasets)":60.21,"Retrieval Average (15 datasets)":56.89,"STS Average (10 datasets)":84.63,"Summarization Average (1 datasets)":31.4}
+{"index":231,"Rank":16,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.96,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":47.86,"PairClassification Average (3 datasets)":88.27,"Reranking Average (4 datasets)":60.46,"Retrieval Average (15 datasets)":57.05,"STS Average (10 datasets)":84.82,"Summarization Average (1 datasets)":30.83}
+{"index":48,"Rank":17,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":65.66,"Classification Average (12 datasets)":78.53,"Clustering Average (11 datasets)":50.14,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":59.8,"Retrieval Average (15 datasets)":55.09,"STS Average (10 datasets)":83.26,"Summarization Average (1 datasets)":29.82}
+{"index":19,"Rank":18,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":65.39,"Classification Average (12 datasets)":77.75,"Clustering Average (11 datasets)":47.96,"PairClassification Average (3 datasets)":84.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":57.91,"STS Average (10 datasets)":81.43,"Summarization Average (1 datasets)":30.91}
+{"index":70,"Rank":19,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (56 datasets)":65.01,"Classification Average (12 datasets)":75.92,"Clustering Average (11 datasets)":46.45,"PairClassification Average (3 datasets)":87.79,"Reranking Average (4 datasets)":59.68,"Retrieval Average (15 datasets)":56.63,"STS Average (10 datasets)":83.58,"Summarization Average (1 datasets)":30.94}
+{"index":72,"Rank":20,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":64.8,"Classification Average (12 datasets)":76.63,"Clustering Average (11 datasets)":45.54,"PairClassification Average (3 datasets)":87.99,"Reranking Average (4 datasets)":58.42,"Retrieval Average (15 datasets)":55.99,"STS Average (10 datasets)":84.09,"Summarization Average (1 datasets)":29.96}
+{"index":191,"Rank":21,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":77.43,"Clustering Average (11 datasets)":46.32,"PairClassification Average (3 datasets)":87.34,"Reranking Average (4 datasets)":58.14,"Retrieval Average (15 datasets)":55.52,"STS Average (10 datasets)":82.56,"Summarization Average (1 datasets)":30.73}
+{"index":207,"Rank":22,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":75.64,"Clustering Average (11 datasets)":46.71,"PairClassification Average (3 datasets)":87.2,"Reranking Average (4 datasets)":60.11,"Retrieval Average (15 datasets)":54.39,"STS Average (10 datasets)":85.0,"Summarization Average (1 datasets)":32.71}
+{"index":117,"Rank":23,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.64,"Classification Average (12 datasets)":75.58,"Clustering Average (11 datasets)":46.73,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":59.88,"Retrieval Average (15 datasets)":54.66,"STS Average (10 datasets)":84.54,"Summarization Average (1 datasets)":32.03}
+{"index":8,"Rank":24,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":64.49,"Classification Average (12 datasets)":74.79,"Clustering Average (11 datasets)":47.4,"PairClassification Average (3 datasets)":86.57,"Reranking Average (4 datasets)":59.74,"Retrieval Average (15 datasets)":55.58,"STS Average (10 datasets)":82.93,"Summarization Average (1 datasets)":30.97}
+{"index":36,"Rank":25,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.47,"Classification Average (12 datasets)":76.49,"Clustering Average (11 datasets)":47.43,"PairClassification Average (3 datasets)":85.84,"Reranking Average (4 datasets)":58.01,"Retrieval Average (15 datasets)":55.0,"STS Average (10 datasets)":82.62,"Summarization Average (1 datasets)":30.18}
+{"index":59,"Rank":26,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":64.41,"Classification Average (12 datasets)":77.56,"Clustering Average (11 datasets)":47.1,"PairClassification Average (3 datasets)":86.19,"Reranking Average (4 datasets)":58.58,"Retrieval Average (15 datasets)":52.47,"STS Average (10 datasets)":84.78,"Summarization Average (1 datasets)":30.39}
+{"index":175,"Rank":27,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":64.41,"Classification Average (12 datasets)":77.56,"Clustering Average (11 datasets)":47.1,"PairClassification Average (3 datasets)":86.19,"Reranking Average (4 datasets)":58.58,"Retrieval Average (15 datasets)":52.47,"STS Average (10 datasets)":84.78,"Summarization Average (1 datasets)":30.39}
+{"index":0,"Rank":28,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average (56 datasets)":64.37,"Classification Average (12 datasets)":79.0,"Clustering Average (11 datasets)":45.07,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":57.78,"Retrieval Average (15 datasets)":52.44,"STS Average (10 datasets)":84.93,"Summarization Average (1 datasets)":32.36}
+{"index":129,"Rank":29,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.34,"Classification Average (12 datasets)":76.01,"Clustering Average (11 datasets)":46.55,"PairClassification Average (3 datasets)":86.7,"Reranking Average (4 datasets)":60.05,"Retrieval Average (15 datasets)":53.44,"STS Average (10 datasets)":84.59,"Summarization Average (1 datasets)":30.96}
+{"index":23,"Rank":30,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.23,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":46.08,"PairClassification Average (3 datasets)":87.12,"Reranking Average (4 datasets)":60.03,"Retrieval Average (15 datasets)":54.29,"STS Average (10 datasets)":83.11,"Summarization Average (1 datasets)":31.61}
+{"index":277,"Rank":31,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.21,"Classification Average (12 datasets)":75.16,"Clustering Average (11 datasets)":46.46,"PairClassification Average (3 datasets)":87.07,"Reranking Average (4 datasets)":60.0,"Retrieval Average (15 datasets)":53.3,"STS Average (10 datasets)":85.04,"Summarization Average (1 datasets)":31.93}
+{"index":60,"Rank":32,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.2,"Classification Average (12 datasets)":74.5,"Clustering Average (11 datasets)":46.93,"PairClassification Average (3 datasets)":87.14,"Reranking Average (4 datasets)":59.97,"Retrieval Average (15 datasets)":53.46,"STS Average (10 datasets)":84.99,"Summarization Average (1 datasets)":32.12}
+{"index":68,"Rank":33,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (56 datasets)":64.14,"Classification Average (12 datasets)":76.33,"Clustering Average (11 datasets)":45.24,"PairClassification Average (3 datasets)":88.03,"Reranking Average (4 datasets)":57.38,"Retrieval Average (15 datasets)":54.6,"STS Average (10 datasets)":83.73,"Summarization Average (1 datasets)":28.49}
+{"index":18,"Rank":34,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":64.11,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":46.82,"PairClassification Average (3 datasets)":85.33,"Reranking Average (4 datasets)":57.66,"Retrieval Average (15 datasets)":54.09,"STS Average (10 datasets)":81.97,"Summarization Average (1 datasets)":31.17}
+{"index":38,"Rank":35,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.01,"Classification Average (12 datasets)":76.01,"Clustering Average (11 datasets)":46.6,"PairClassification Average (3 datasets)":86.15,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":53.84,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":30.99}
+{"index":127,"Rank":36,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.71,"Classification Average (12 datasets)":76.03,"Clustering Average (11 datasets)":46.21,"PairClassification Average (3 datasets)":86.32,"Reranking Average (4 datasets)":59.37,"Retrieval Average (15 datasets)":52.31,"STS Average (10 datasets)":83.51,"Summarization Average (1 datasets)":30.87}
+{"index":21,"Rank":37,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.56,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.81,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":195,"Rank":38,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":193,"Rank":39,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":194,"Rank":40,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":192,"Rank":41,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":199,"Rank":42,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.54,"Classification Average (12 datasets)":75.99,"Clustering Average (11 datasets)":45.58,"PairClassification Average (3 datasets)":87.37,"Reranking Average (4 datasets)":60.04,"Retrieval Average (15 datasets)":51.92,"STS Average (10 datasets)":83.34,"Summarization Average (1 datasets)":30.82}
+{"index":183,"Rank":43,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.34,"Classification Average (12 datasets)":73.96,"Clustering Average (11 datasets)":46.61,"PairClassification Average (3 datasets)":86.85,"Reranking Average (4 datasets)":59.86,"Retrieval Average (15 datasets)":51.8,"STS Average (10 datasets)":83.85,"Summarization Average (1 datasets)":31.61}
+{"index":206,"Rank":44,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.25,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":46.07,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":51.42,"STS Average (10 datasets)":84.9,"Summarization Average (1 datasets)":31.55}
+{"index":267,"Rank":45,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.13,"Classification Average (12 datasets)":73.33,"Clustering Average (11 datasets)":46.84,"PairClassification Average (3 datasets)":85.0,"Reranking Average (4 datasets)":59.13,"Retrieval Average (15 datasets)":52.22,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":31.66}
+{"index":131,"Rank":46,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":63.12,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":44.95,"PairClassification Average (3 datasets)":84.99,"Reranking Average (4 datasets)":58.3,"Retrieval Average (15 datasets)":51.99,"STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.6}
+{"index":130,"Rank":47,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":62.72,"Classification Average (12 datasets)":76.11,"Clustering Average (11 datasets)":44.82,"PairClassification Average (3 datasets)":84.68,"Reranking Average (4 datasets)":58.56,"Retrieval Average (15 datasets)":50.43,"STS Average (10 datasets)":83.03,"Summarization Average (1 datasets)":31.14}
+{"index":165,"Rank":48,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.61,"Classification Average (12 datasets)":75.28,"Clustering Average (11 datasets)":44.9,"PairClassification Average (3 datasets)":86.45,"Reranking Average (4 datasets)":58.78,"Retrieval Average (15 datasets)":50.1,"STS Average (10 datasets)":83.02,"Summarization Average (1 datasets)":32.52}
+{"index":266,"Rank":49,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":73.01,"Clustering Average (11 datasets)":46.2,"PairClassification Average (3 datasets)":84.57,"Reranking Average (4 datasets)":58.61,"Retrieval Average (15 datasets)":51.14,"STS Average (10 datasets)":82.3,"Summarization Average (1 datasets)":31.17}
+{"index":30,"Rank":50,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
+{"index":28,"Rank":51,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
+{"index":31,"Rank":52,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":29,"Rank":53,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":28,"Rank":54,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":30,"Rank":55,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":216,"Rank":56,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":31,"Rank":57,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":223,"Rank":58,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.28,"Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":53.01,"STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":307,"Rank":59,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":62.26,"Classification Average (12 datasets)":73.21,"Clustering Average (11 datasets)":46.65,"PairClassification Average (3 datasets)":85.04,"Reranking Average (4 datasets)":56.72,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":81.58,"Summarization Average (1 datasets)":31.12}
-{"index":169,"Rank":60,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":62.2,"Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.26,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":50.56,"STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
-{"index":26,"Rank":61,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":62.17,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":43.82,"PairClassification Average (3 datasets)":84.92,"Reranking Average (4 datasets)":58.36,"Retrieval Average (15 datasets)":51.68,"STS Average (10 datasets)":81.59,"Summarization Average (1 datasets)":30.12}
-{"index":35,"Rank":62,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.01,"Classification Average (12 datasets)":74.31,"Clustering Average (11 datasets)":44.64,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":56.09,"Retrieval Average (15 datasets)":51.34,"STS Average (10 datasets)":80.92,"Summarization Average (1 datasets)":31.29}
-{"index":305,"Rank":63,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (56 datasets)":62.0,"Classification Average (12 datasets)":71.97,"Clustering Average (11 datasets)":46.23,"PairClassification Average (3 datasets)":84.22,"Reranking Average (4 datasets)":57.99,"Retrieval Average (15 datasets)":51.66,"STS Average (10 datasets)":81.04,"Summarization Average (1 datasets)":29.92}
-{"index":221,"Rank":64,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average (56 datasets)":61.96,"Classification Average (12 datasets)":73.24,"Clustering Average (11 datasets)":43.71,"PairClassification Average (3 datasets)":84.59,"Reranking Average (4 datasets)":55.65,"Retrieval Average (15 datasets)":52.4,"STS Average (10 datasets)":81.7,"Summarization Average (1 datasets)":30.47}
-{"index":74,"Rank":65,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (56 datasets)":61.85,"Classification Average (12 datasets)":72.21,"Clustering Average (11 datasets)":43.57,"PairClassification Average (3 datasets)":86.21,"Reranking Average (4 datasets)":55.38,"Retrieval Average (15 datasets)":51.44,"STS Average (10 datasets)":83.58,"Summarization Average (1 datasets)":30.01}
-{"index":164,"Rank":66,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.79,"Classification Average (12 datasets)":73.12,"Clustering Average (11 datasets)":44.74,"PairClassification Average (3 datasets)":86.62,"Reranking Average (4 datasets)":57.29,"Retrieval Average (15 datasets)":49.26,"STS Average (10 datasets)":83.06,"Summarization Average (1 datasets)":32.32}
-{"index":163,"Rank":67,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.59,"Classification Average (12 datasets)":73.86,"Clustering Average (11 datasets)":45.29,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":57.54,"Retrieval Average (15 datasets)":47.57,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":31.84}
-{"index":167,"Rank":68,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.56,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":44.1,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
-{"index":155,"Rank":69,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average (56 datasets)":61.5,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":43.8,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
-{"index":58,"Rank":70,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
-{"index":139,"Rank":71,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
-{"index":262,"Rank":72,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
-{"index":168,"Rank":73,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":61.42,"Classification Average (12 datasets)":73.14,"Clustering Average (11 datasets)":43.33,"PairClassification Average (3 datasets)":85.94,"Reranking Average (4 datasets)":56.53,"Retrieval Average (15 datasets)":49.99,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.97}
-{"index":20,"Rank":74,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":61.4,"Classification Average (12 datasets)":70.89,"Clustering Average (11 datasets)":44.31,"PairClassification Average (3 datasets)":84.24,"Reranking Average (4 datasets)":57.47,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":82.11,"Summarization Average (1 datasets)":30.58}
-{"index":217,"Rank":75,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":61.36,"Classification Average (12 datasets)":73.65,"Clustering Average (11 datasets)":43.7,"PairClassification Average (3 datasets)":84.59,"Reranking Average (4 datasets)":53.32,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":80.22,"Summarization Average (1 datasets)":31.28}
-{"index":268,"Rank":76,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":61.36,"Classification Average (12 datasets)":72.31,"Clustering Average (11 datasets)":44.89,"PairClassification Average (3 datasets)":83.54,"Reranking Average (4 datasets)":57.7,"Retrieval Average (15 datasets)":49.46,"STS Average (10 datasets)":82.07,"Summarization Average (1 datasets)":30.42}
-{"index":220,"Rank":77,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average (56 datasets)":61.04,"Classification Average (12 datasets)":72.1,"Clustering Average (11 datasets)":43.16,"PairClassification Average (3 datasets)":84.09,"Reranking Average (4 datasets)":55.18,"Retrieval Average (15 datasets)":50.81,"STS Average (10 datasets)":81.34,"Summarization Average (1 datasets)":30.05}
-{"index":304,"Rank":78,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":60.99,"Classification Average (12 datasets)":70.93,"Clustering Average (11 datasets)":45.9,"PairClassification Average (3 datasets)":84.89,"Reranking Average (4 datasets)":56.32,"Retrieval Average (15 datasets)":49.25,"STS Average (10 datasets)":80.97,"Summarization Average (1 datasets)":30.8}
-{"index":174,"Rank":79,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":60.89,"Classification Average (12 datasets)":71.77,"Clustering Average (11 datasets)":41.23,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.96,"Retrieval Average (15 datasets)":51.4,"STS Average (10 datasets)":81.62,"Summarization Average (1 datasets)":29.65}
-{"index":182,"Rank":80,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":60.63,"Classification Average (12 datasets)":72.13,"Clustering Average (11 datasets)":40.81,"PairClassification Average (3 datasets)":85.4,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":49.34,"STS Average (10 datasets)":83.01,"Summarization Average (1 datasets)":30.97}
-{"index":166,"Rank":81,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":60.44,"Classification Average (12 datasets)":72.63,"Clustering Average (11 datasets)":42.11,"PairClassification Average (3 datasets)":85.09,"Reranking Average (4 datasets)":55.7,"Retrieval Average (15 datasets)":48.75,"STS Average (10 datasets)":80.96,"Summarization Average (1 datasets)":31.01}
-{"index":188,"Rank":82,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":60.38,"Classification Average (12 datasets)":73.45,"Clustering Average (11 datasets)":41.73,"PairClassification Average (3 datasets)":85.38,"Reranking Average (4 datasets)":56.98,"Retrieval Average (15 datasets)":47.87,"STS Average (10 datasets)":80.7,"Summarization Average (1 datasets)":31.6}
-{"index":125,"Rank":83,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":60.37,"Classification Average (12 datasets)":70.62,"Clustering Average (11 datasets)":40.4,"PairClassification Average (3 datasets)":82.14,"Reranking Average (4 datasets)":57.5,"Retrieval Average (15 datasets)":51.31,"STS Average (10 datasets)":81.54,"Summarization Average (1 datasets)":27.54}
-{"index":109,"Rank":84,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":60.09,"Classification Average (12 datasets)":68.01,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":82.02,"Reranking Average (4 datasets)":55.47,"Retrieval Average (15 datasets)":54.83,"STS Average (10 datasets)":77.08,"Summarization Average (1 datasets)":31.38}
-{"index":287,"Rank":85,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":60.09,"Classification Average (12 datasets)":68.01,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":82.02,"Reranking Average (4 datasets)":55.47,"Retrieval Average (15 datasets)":54.83,"STS Average (10 datasets)":77.08,"Summarization Average (1 datasets)":31.38}
-{"index":37,"Rank":86,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":60.08,"Classification Average (12 datasets)":70.57,"Clustering Average (11 datasets)":41.98,"PairClassification Average (3 datasets)":83.95,"Reranking Average (4 datasets)":55.06,"Retrieval Average (15 datasets)":50.15,"STS Average (10 datasets)":80.09,"Summarization Average (1 datasets)":30.41}
-{"index":172,"Rank":87,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":59.93,"Classification Average (12 datasets)":72.94,"Clustering Average (11 datasets)":39.92,"PairClassification Average (3 datasets)":84.67,"Reranking Average (4 datasets)":54.32,"Retrieval Average (15 datasets)":49.04,"STS Average (10 datasets)":80.39,"Summarization Average (1 datasets)":31.16}
-{"index":180,"Rank":88,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":59.86,"Classification Average (12 datasets)":71.91,"Clustering Average (11 datasets)":40.74,"PairClassification Average (3 datasets)":84.06,"Reranking Average (4 datasets)":54.9,"Retrieval Average (15 datasets)":47.67,"STS Average (10 datasets)":82.37,"Summarization Average (1 datasets)":30.62}
-{"index":218,"Rank":89,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":59.85,"Classification Average (12 datasets)":71.17,"Clustering Average (11 datasets)":42.52,"PairClassification Average (3 datasets)":83.67,"Reranking Average (4 datasets)":54.99,"Retrieval Average (15 datasets)":48.0,"STS Average (10 datasets)":80.84,"Summarization Average (1 datasets)":30.72}
-{"index":107,"Rank":90,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":59.84,"Classification Average (12 datasets)":67.07,"Clustering Average (11 datasets)":41.49,"PairClassification Average (3 datasets)":80.8,"Reranking Average (4 datasets)":55.46,"Retrieval Average (15 datasets)":55.98,"STS Average (10 datasets)":75.48,"Summarization Average (1 datasets)":30.84}
-{"index":286,"Rank":91,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":59.84,"Classification Average (12 datasets)":67.07,"Clustering Average (11 datasets)":41.49,"PairClassification Average (3 datasets)":80.8,"Reranking Average (4 datasets)":55.46,"Retrieval Average (15 datasets)":55.98,"STS Average (10 datasets)":75.48,"Summarization Average (1 datasets)":30.84}
-{"index":108,"Rank":92,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.79,"Classification Average (12 datasets)":68.23,"Clustering Average (11 datasets)":41.87,"PairClassification Average (3 datasets)":81.07,"Reranking Average (4 datasets)":55.42,"Retrieval Average (15 datasets)":54.91,"STS Average (10 datasets)":75.03,"Summarization Average (1 datasets)":30.31}
-{"index":162,"Rank":93,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.54,"Classification Average (12 datasets)":72.36,"Clustering Average (11 datasets)":41.9,"PairClassification Average (3 datasets)":83.51,"Reranking Average (4 datasets)":56.2,"Retrieval Average (15 datasets)":45.12,"STS Average (10 datasets)":82.29,"Summarization Average (1 datasets)":29.85}
-{"index":258,"Rank":94,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.51,"Classification Average (12 datasets)":73.42,"Clustering Average (11 datasets)":43.72,"PairClassification Average (3 datasets)":85.06,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":42.24,"STS Average (10 datasets)":82.63,"Summarization Average (1 datasets)":30.08}
-{"index":219,"Rank":95,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (56 datasets)":59.34,"Classification Average (12 datasets)":69.7,"Clustering Average (11 datasets)":42.24,"PairClassification Average (3 datasets)":83.54,"Reranking Average (4 datasets)":54.56,"Retrieval Average (15 datasets)":47.75,"STS Average (10 datasets)":80.74,"Summarization Average (1 datasets)":29.59}
-{"index":198,"Rank":96,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":59.29,"Classification Average (12 datasets)":72.25,"Clustering Average (11 datasets)":43.48,"PairClassification Average (3 datasets)":79.23,"Reranking Average (4 datasets)":57.12,"Retrieval Average (15 datasets)":44.99,"STS Average (10 datasets)":80.47,"Summarization Average (1 datasets)":29.02}
-{"index":173,"Rank":97,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":59.11,"Classification Average (12 datasets)":69.76,"Clustering Average (11 datasets)":39.62,"PairClassification Average (3 datasets)":83.57,"Reranking Average (4 datasets)":55.03,"Retrieval Average (15 datasets)":48.87,"STS Average (10 datasets)":80.31,"Summarization Average (1 datasets)":30.23}
-{"index":128,"Rank":98,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":59.0,"Classification Average (12 datasets)":72.72,"Clustering Average (11 datasets)":39.48,"PairClassification Average (3 datasets)":83.39,"Reranking Average (4 datasets)":57.95,"Retrieval Average (15 datasets)":45.12,"STS Average (10 datasets)":80.72,"Summarization Average (1 datasets)":31.22}
-{"index":250,"Rank":99,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":58.97,"Classification Average (12 datasets)":67.41,"Clustering Average (11 datasets)":42.42,"PairClassification Average (3 datasets)":86.12,"Reranking Average (4 datasets)":56.66,"Retrieval Average (15 datasets)":48.48,"STS Average (10 datasets)":78.38,"Summarization Average (1 datasets)":30.64}
-{"index":111,"Rank":100,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.94,"Classification Average (12 datasets)":65.65,"Clustering Average (11 datasets)":40.88,"PairClassification Average (3 datasets)":82.07,"Reranking Average (4 datasets)":55.31,"Retrieval Average (15 datasets)":51.98,"STS Average (10 datasets)":78.44,"Summarization Average (1 datasets)":31.75}
-{"index":290,"Rank":101,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":58.94,"Classification Average (12 datasets)":65.65,"Clustering Average (11 datasets)":40.88,"PairClassification Average (3 datasets)":82.07,"Reranking Average (4 datasets)":55.31,"Retrieval Average (15 datasets)":51.98,"STS Average (10 datasets)":78.44,"Summarization Average (1 datasets)":31.75}
-{"index":171,"Rank":102,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.94,"Classification Average (12 datasets)":71.67,"Clustering Average (11 datasets)":39.73,"PairClassification Average (3 datasets)":85.08,"Reranking Average (4 datasets)":54.45,"Retrieval Average (15 datasets)":46.01,"STS Average (10 datasets)":80.87,"Summarization Average (1 datasets)":31.39}
-{"index":91,"Rank":103,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":58.93,"Classification Average (12 datasets)":68.13,"Clustering Average (11 datasets)":40.34,"PairClassification Average (3 datasets)":82.0,"Reranking Average (4 datasets)":56.56,"Retrieval Average (15 datasets)":50.25,"STS Average (10 datasets)":78.1,"Summarization Average (1 datasets)":31.46}
-{"index":115,"Rank":104,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.69,"Classification Average (12 datasets)":70.35,"Clustering Average (11 datasets)":42.09,"PairClassification Average (3 datasets)":82.83,"Reranking Average (4 datasets)":55.77,"Retrieval Average (15 datasets)":44.92,"STS Average (10 datasets)":80.46,"Summarization Average (1 datasets)":29.47}
-{"index":249,"Rank":105,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":58.42,"Classification Average (12 datasets)":67.11,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":86.13,"Reranking Average (4 datasets)":55.96,"Retrieval Average (15 datasets)":47.96,"STS Average (10 datasets)":77.8,"Summarization Average (1 datasets)":30.21}
-{"index":179,"Rank":106,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (56 datasets)":58.29,"Classification Average (12 datasets)":70.17,"Clustering Average (11 datasets)":39.11,"PairClassification Average (3 datasets)":83.11,"Reranking Average (4 datasets)":54.28,"Retrieval Average (15 datasets)":45.27,"STS Average (10 datasets)":81.52,"Summarization Average (1 datasets)":31.1}
-{"index":248,"Rank":107,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":58.28,"Classification Average (12 datasets)":67.14,"Clustering Average (11 datasets)":41.6,"PairClassification Average (3 datasets)":85.32,"Reranking Average (4 datasets)":55.36,"Retrieval Average (15 datasets)":47.42,"STS Average (10 datasets)":78.19,"Summarization Average (1 datasets)":29.5}
-{"index":77,"Rank":108,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.07,"Classification Average (12 datasets)":70.25,"Clustering Average (11 datasets)":40.7,"PairClassification Average (3 datasets)":83.32,"Reranking Average (4 datasets)":55.34,"Retrieval Average (15 datasets)":43.97,"STS Average (10 datasets)":79.89,"Summarization Average (1 datasets)":31.27}
-{"index":190,"Rank":109,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average (56 datasets)":58.0,"Classification Average (12 datasets)":68.82,"Clustering Average (11 datasets)":40.08,"PairClassification Average (3 datasets)":84.44,"Reranking Average (4 datasets)":55.09,"Retrieval Average (15 datasets)":45.14,"STS Average (10 datasets)":80.0,"Summarization Average (1 datasets)":30.56}
-{"index":197,"Rank":110,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":57.97,"Classification Average (12 datasets)":70.55,"Clustering Average (11 datasets)":42.97,"PairClassification Average (3 datasets)":77.83,"Reranking Average (4 datasets)":55.6,"Retrieval Average (15 datasets)":43.39,"STS Average (10 datasets)":79.02,"Summarization Average (1 datasets)":30.25}
-{"index":257,"Rank":111,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.87,"Classification Average (12 datasets)":72.84,"Clustering Average (11 datasets)":42.34,"PairClassification Average (3 datasets)":86.06,"Reranking Average (4 datasets)":54.71,"Retrieval Average (15 datasets)":38.47,"STS Average (10 datasets)":81.66,"Summarization Average (1 datasets)":29.91}
-{"index":242,"Rank":112,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":57.78,"Classification Average (12 datasets)":65.03,"Clustering Average (11 datasets)":43.69,"PairClassification Average (3 datasets)":83.04,"Reranking Average (4 datasets)":59.36,"Retrieval Average (15 datasets)":43.81,"STS Average (10 datasets)":80.32,"Summarization Average (1 datasets)":27.49}
-{"index":134,"Rank":113,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":57.59,"Classification Average (12 datasets)":66.19,"Clustering Average (11 datasets)":38.93,"PairClassification Average (3 datasets)":81.9,"Reranking Average (4 datasets)":55.65,"Retrieval Average (15 datasets)":48.22,"STS Average (10 datasets)":77.74,"Summarization Average (1 datasets)":33.6}
-{"index":185,"Rank":114,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":57.38,"Classification Average (12 datasets)":67.76,"Clustering Average (11 datasets)":37.15,"PairClassification Average (3 datasets)":84.8,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":44.81,"STS Average (10 datasets)":80.96,"Summarization Average (1 datasets)":29.85}
-{"index":90,"Rank":115,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":57.17,"Classification Average (12 datasets)":67.13,"Clustering Average (11 datasets)":39.83,"PairClassification Average (3 datasets)":80.65,"Reranking Average (4 datasets)":54.67,"Retrieval Average (15 datasets)":46.54,"STS Average (10 datasets)":76.83,"Summarization Average (1 datasets)":31.03}
-{"index":256,"Rank":116,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.06,"Classification Average (12 datasets)":72.31,"Clustering Average (11 datasets)":41.65,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":54.0,"Retrieval Average (15 datasets)":36.71,"STS Average (10 datasets)":81.83,"Summarization Average (1 datasets)":29.64}
-{"index":176,"Rank":117,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":57.04,"Classification Average (12 datasets)":67.03,"Clustering Average (11 datasets)":37.22,"PairClassification Average (3 datasets)":82.65,"Reranking Average (4 datasets)":52.9,"Retrieval Average (15 datasets)":46.63,"STS Average (10 datasets)":79.16,"Summarization Average (1 datasets)":30.04}
-{"index":112,"Rank":118,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.98,"Classification Average (12 datasets)":62.94,"Clustering Average (11 datasets)":38.86,"PairClassification Average (3 datasets)":81.33,"Reranking Average (4 datasets)":54.4,"Retrieval Average (15 datasets)":50.15,"STS Average (10 datasets)":76.39,"Summarization Average (1 datasets)":30.1}
-{"index":196,"Rank":119,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":56.81,"Classification Average (12 datasets)":69.65,"Clustering Average (11 datasets)":40.86,"PairClassification Average (3 datasets)":76.9,"Reranking Average (4 datasets)":55.5,"Retrieval Average (15 datasets)":41.41,"STS Average (10 datasets)":79.11,"Summarization Average (1 datasets)":31.01}
-{"index":73,"Rank":120,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":56.8,"Classification Average (12 datasets)":74.07,"Clustering Average (11 datasets)":40.63,"PairClassification Average (3 datasets)":80.94,"Reranking Average (4 datasets)":53.98,"Retrieval Average (15 datasets)":38.05,"STS Average (10 datasets)":78.5,"Summarization Average (1 datasets)":30.19}
-{"index":114,"Rank":121,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.57,"Classification Average (12 datasets)":68.04,"Clustering Average (11 datasets)":39.18,"PairClassification Average (3 datasets)":82.81,"Reranking Average (4 datasets)":54.29,"Retrieval Average (15 datasets)":42.56,"STS Average (10 datasets)":78.65,"Summarization Average (1 datasets)":29.87}
-{"index":240,"Rank":122,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.53,"Classification Average (12 datasets)":63.21,"Clustering Average (11 datasets)":41.81,"PairClassification Average (3 datasets)":82.41,"Reranking Average (4 datasets)":58.44,"Retrieval Average (15 datasets)":42.69,"STS Average (10 datasets)":79.8,"Summarization Average (1 datasets)":27.9}
-{"index":308,"Rank":123,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (56 datasets)":56.33,"Classification Average (12 datasets)":65.94,"Clustering Average (11 datasets)":32.28,"PairClassification Average (3 datasets)":81.32,"Reranking Average (4 datasets)":53.27,"Retrieval Average (15 datasets)":50.02,"STS Average (10 datasets)":76.95,"Summarization Average (1 datasets)":31.03}
-{"index":184,"Rank":124,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.26,"Classification Average (12 datasets)":66.07,"Clustering Average (11 datasets)":35.88,"PairClassification Average (3 datasets)":83.04,"Reranking Average (4 datasets)":55.84,"Retrieval Average (15 datasets)":44.03,"STS Average (10 datasets)":79.93,"Summarization Average (1 datasets)":30.71}
-{"index":71,"Rank":125,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (56 datasets)":56.23,"Classification Average (12 datasets)":71.88,"Clustering Average (11 datasets)":41.99,"PairClassification Average (3 datasets)":78.01,"Reranking Average (4 datasets)":53.09,"Retrieval Average (15 datasets)":39.19,"STS Average (10 datasets)":75.86,"Summarization Average (1 datasets)":31.45}
-{"index":87,"Rank":126,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":56.2,"Classification Average (12 datasets)":66.52,"Clustering Average (11 datasets)":39.92,"PairClassification Average (3 datasets)":79.58,"Reranking Average (4 datasets)":54.0,"Retrieval Average (15 datasets)":44.49,"STS Average (10 datasets)":75.74,"Summarization Average (1 datasets)":30.43}
-{"index":247,"Rank":127,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.19,"Classification Average (12 datasets)":65.25,"Clustering Average (11 datasets)":38.63,"PairClassification Average (3 datasets)":83.85,"Reranking Average (4 datasets)":54.23,"Retrieval Average (15 datasets)":44.67,"STS Average (10 datasets)":77.07,"Summarization Average (1 datasets)":29.67}
-{"index":241,"Rank":128,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.1,"Classification Average (12 datasets)":62.62,"Clustering Average (11 datasets)":41.94,"PairClassification Average (3 datasets)":82.37,"Reranking Average (4 datasets)":58.04,"Retrieval Average (15 datasets)":41.95,"STS Average (10 datasets)":78.95,"Summarization Average (1 datasets)":30.81}
-{"index":222,"Rank":129,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average (56 datasets)":56.1,"Classification Average (12 datasets)":66.48,"Clustering Average (11 datasets)":40.31,"PairClassification Average (3 datasets)":82.26,"Reranking Average (4 datasets)":53.42,"Retrieval Average (15 datasets)":40.92,"STS Average (10 datasets)":79.79,"Summarization Average (1 datasets)":28.41}
-{"index":224,"Rank":130,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.0,"Classification Average (12 datasets)":66.68,"Clustering Average (11 datasets)":41.1,"PairClassification Average (3 datasets)":82.54,"Reranking Average (4 datasets)":53.14,"Retrieval Average (15 datasets)":41.88,"STS Average (10 datasets)":76.51,"Summarization Average (1 datasets)":30.36}
-{"index":181,"Rank":131,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (56 datasets)":55.81,"Classification Average (12 datasets)":68.04,"Clustering Average (11 datasets)":36.89,"PairClassification Average (3 datasets)":81.05,"Reranking Average (4 datasets)":52.6,"Retrieval Average (15 datasets)":41.19,"STS Average (10 datasets)":79.93,"Summarization Average (1 datasets)":32.06}
-{"index":113,"Rank":132,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":55.71,"Classification Average (12 datasets)":66.35,"Clustering Average (11 datasets)":39.46,"PairClassification Average (3 datasets)":81.77,"Reranking Average (4 datasets)":54.28,"Retrieval Average (15 datasets)":40.82,"STS Average (10 datasets)":78.37,"Summarization Average (1 datasets)":31.16}
-{"index":69,"Rank":133,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (56 datasets)":55.36,"Classification Average (12 datasets)":71.57,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":77.88,"Reranking Average (4 datasets)":52.95,"Retrieval Average (15 datasets)":36.75,"STS Average (10 datasets)":76.4,"Summarization Average (1 datasets)":31.38}
-{"index":255,"Rank":134,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":55.27,"Classification Average (12 datasets)":69.81,"Clustering Average (11 datasets)":40.21,"PairClassification Average (3 datasets)":85.18,"Reranking Average (4 datasets)":53.09,"Retrieval Average (15 datasets)":33.63,"STS Average (10 datasets)":81.14,"Summarization Average (1 datasets)":31.39}
-{"index":76,"Rank":135,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":55.04,"Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.6,"PairClassification Average (3 datasets)":82.69,"Reranking Average (4 datasets)":53.49,"Retrieval Average (15 datasets)":37.94,"STS Average (10 datasets)":79.18,"Summarization Average (1 datasets)":30.97}
-{"index":254,"Rank":136,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":54.64,"Classification Average (12 datasets)":67.46,"Clustering Average (11 datasets)":38.5,"PairClassification Average (3 datasets)":80.81,"Reranking Average (4 datasets)":53.8,"Retrieval Average (15 datasets)":35.34,"STS Average (10 datasets)":80.77,"Summarization Average (1 datasets)":31.57}
-{"index":126,"Rank":137,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average (56 datasets)":54.42,"Classification Average (12 datasets)":67.8,"Clustering Average (11 datasets)":38.03,"PairClassification Average (3 datasets)":81.4,"Reranking Average (4 datasets)":53.64,"Retrieval Average (15 datasets)":36.08,"STS Average (10 datasets)":78.59,"Summarization Average (1 datasets)":29.83}
-{"index":49,"Rank":138,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average (56 datasets)":54.24,"Classification Average (12 datasets)":67.3,"Clustering Average (11 datasets)":40.9,"PairClassification Average (3 datasets)":80.4,"Reranking Average (4 datasets)":53.95,"Retrieval Average (15 datasets)":36.99,"STS Average (10 datasets)":73.7,"Summarization Average (1 datasets)":31.23}
-{"index":92,"Rank":139,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":53.74,"Classification Average (12 datasets)":70.14,"Clustering Average (11 datasets)":36.98,"PairClassification Average (3 datasets)":77.03,"Reranking Average (4 datasets)":52.33,"Retrieval Average (15 datasets)":32.34,"STS Average (10 datasets)":80.53,"Summarization Average (1 datasets)":30.38}
-{"index":151,"Rank":140,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":53.29,"Classification Average (12 datasets)":61.67,"Clustering Average (11 datasets)":35.67,"PairClassification Average (3 datasets)":80.86,"Reranking Average (4 datasets)":54.58,"Retrieval Average (15 datasets)":41.17,"STS Average (10 datasets)":74.23,"Summarization Average (1 datasets)":31.05}
-{"index":253,"Rank":141,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":52.45,"Classification Average (12 datasets)":64.31,"Clustering Average (11 datasets)":37.14,"PairClassification Average (3 datasets)":78.45,"Reranking Average (4 datasets)":53.62,"Retrieval Average (15 datasets)":32.45,"STS Average (10 datasets)":78.96,"Summarization Average (1 datasets)":30.67}
-{"index":251,"Rank":142,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":52.35,"Classification Average (12 datasets)":64.71,"Clustering Average (11 datasets)":37.64,"PairClassification Average (3 datasets)":81.74,"Reranking Average (4 datasets)":51.84,"Retrieval Average (15 datasets)":32.96,"STS Average (10 datasets)":76.47,"Summarization Average (1 datasets)":29.5}
-{"index":186,"Rank":143,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":52.33,"Classification Average (12 datasets)":60.56,"Clustering Average (11 datasets)":32.56,"PairClassification Average (3 datasets)":79.22,"Reranking Average (4 datasets)":53.07,"Retrieval Average (15 datasets)":38.91,"STS Average (10 datasets)":78.06,"Summarization Average (1 datasets)":31.25}
-{"index":88,"Rank":144,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":51.25,"Classification Average (12 datasets)":60.72,"Clustering Average (11 datasets)":35.79,"PairClassification Average (3 datasets)":75.23,"Reranking Average (4 datasets)":50.58,"Retrieval Average (15 datasets)":37.04,"STS Average (10 datasets)":73.41,"Summarization Average (1 datasets)":29.71}
-{"index":80,"Rank":145,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":50.94,"Classification Average (12 datasets)":65.72,"Clustering Average (11 datasets)":32.91,"PairClassification Average (3 datasets)":80.62,"Reranking Average (4 datasets)":50.29,"Retrieval Average (15 datasets)":29.33,"STS Average (10 datasets)":78.81,"Summarization Average (1 datasets)":30.71}
-{"index":300,"Rank":146,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (56 datasets)":49.52,"Classification Average (12 datasets)":70.44,"Clustering Average (11 datasets)":37.52,"PairClassification Average (3 datasets)":76.86,"Reranking Average (4 datasets)":49.02,"Retrieval Average (15 datasets)":18.36,"STS Average (10 datasets)":78.6,"Summarization Average (1 datasets)":26.94}
-{"index":75,"Rank":147,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (56 datasets)":49.42,"Classification Average (12 datasets)":67.67,"Clustering Average (11 datasets)":37.45,"PairClassification Average (3 datasets)":72.21,"Reranking Average (4 datasets)":47.7,"Retrieval Average (15 datasets)":25.93,"STS Average (10 datasets)":71.61,"Summarization Average (1 datasets)":31.23}
-{"index":272,"Rank":148,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":49.17,"Classification Average (12 datasets)":63.05,"Clustering Average (11 datasets)":33.94,"PairClassification Average (3 datasets)":77.78,"Reranking Average (4 datasets)":50.24,"Retrieval Average (15 datasets)":28.14,"STS Average (10 datasets)":73.67,"Summarization Average (1 datasets)":30.45}
-{"index":229,"Rank":149,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":48.87,"Classification Average (12 datasets)":67.32,"Clustering Average (11 datasets)":33.43,"PairClassification Average (3 datasets)":73.68,"Reranking Average (4 datasets)":47.54,"Retrieval Average (15 datasets)":21.82,"STS Average (10 datasets)":79.12,"Summarization Average (1 datasets)":31.17}
-{"index":78,"Rank":150,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":48.61,"Classification Average (12 datasets)":64.86,"Clustering Average (11 datasets)":30.21,"PairClassification Average (3 datasets)":78.57,"Reranking Average (4 datasets)":48.51,"Retrieval Average (15 datasets)":26.17,"STS Average (10 datasets)":75.9,"Summarization Average (1 datasets)":30.3}
-{"index":79,"Rank":151,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":48.17,"Classification Average (12 datasets)":67.77,"Clustering Average (11 datasets)":28.01,"PairClassification Average (3 datasets)":80.57,"Reranking Average (4 datasets)":49.41,"Retrieval Average (15 datasets)":25.51,"STS Average (10 datasets)":72.43,"Summarization Average (1 datasets)":29.91}
-{"index":270,"Rank":152,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.29,"Classification Average (12 datasets)":61.16,"Clustering Average (11 datasets)":31.75,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":27.79,"STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
-{"index":89,"Rank":153,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":45.97,"Classification Average (12 datasets)":61.46,"Clustering Average (11 datasets)":30.95,"PairClassification Average (3 datasets)":71.78,"Reranking Average (4 datasets)":47.56,"Retrieval Average (15 datasets)":20.9,"STS Average (10 datasets)":74.71,"Summarization Average (1 datasets)":30.26}
-{"index":230,"Rank":154,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":45.45,"Classification Average (12 datasets)":62.5,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":70.33,"Reranking Average (4 datasets)":46.47,"Retrieval Average (15 datasets)":20.29,"STS Average (10 datasets)":74.33,"Summarization Average (1 datasets)":31.15}
-{"index":239,"Rank":155,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":45.21,"Classification Average (12 datasets)":62.71,"Clustering Average (11 datasets)":29.55,"PairClassification Average (3 datasets)":78.87,"Reranking Average (4 datasets)":48.42,"Retrieval Average (15 datasets)":18.99,"STS Average (10 datasets)":70.8,"Summarization Average (1 datasets)":31.05}
-{"index":245,"Rank":156,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":42.06,"Classification Average (12 datasets)":57.65,"Clustering Average (11 datasets)":26.57,"PairClassification Average (3 datasets)":72.94,"Reranking Average (4 datasets)":44.75,"Retrieval Average (15 datasets)":21.22,"STS Average (10 datasets)":62.46,"Summarization Average (1 datasets)":30.49}
-{"index":156,"Rank":157,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":42.02,"Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":26.2,"PairClassification Average (3 datasets)":71.4,"Reranking Average (4 datasets)":46.18,"Retrieval Average (15 datasets)":13.47,"STS Average (10 datasets)":67.23,"Summarization Average (1 datasets)":30.56}
-{"index":244,"Rank":158,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":41.96,"Classification Average (12 datasets)":57.29,"Clustering Average (11 datasets)":27.73,"PairClassification Average (3 datasets)":70.92,"Reranking Average (4 datasets)":43.29,"Retrieval Average (15 datasets)":21.62,"STS Average (10 datasets)":61.85,"Summarization Average (1 datasets)":28.87}
-{"index":243,"Rank":159,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":40.28,"Classification Average (12 datasets)":52.37,"Clustering Average (11 datasets)":34.06,"PairClassification Average (3 datasets)":61.37,"Reranking Average (4 datasets)":48.1,"Retrieval Average (15 datasets)":15.88,"STS Average (10 datasets)":61.02,"Summarization Average (1 datasets)":27.66}
-{"index":133,"Rank":160,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":38.33,"Classification Average (12 datasets)":61.66,"Clustering Average (11 datasets)":30.12,"PairClassification Average (3 datasets)":56.33,"Reranking Average (4 datasets)":43.44,"Retrieval Average (15 datasets)":10.59,"STS Average (10 datasets)":54.36,"Summarization Average (1 datasets)":29.82}
-{"index":11,"Rank":161,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (56 datasets)":34.95,"Classification Average (12 datasets)":53.18,"Clustering Average (11 datasets)":15.28,"PairClassification Average (3 datasets)":68.86,"Reranking Average (4 datasets)":41.44,"Retrieval Average (15 datasets)":7.94,"STS Average (10 datasets)":63.27,"Summarization Average (1 datasets)":26.8}
-{"index":2,"Rank":162,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":4,"Rank":164,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":5,"Rank":165,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":7,"Rank":166,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":10,"Rank":167,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":12,"Rank":168,"Model":"bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":39.84,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":13,"Rank":169,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":24,"Rank":171,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":27,"Rank":172,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":32,"Rank":173,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":31.67,"PairClassification Average (3 datasets)":76.96,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":39,"Rank":176,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":40,"Rank":177,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":41,"Rank":178,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":43,"Rank":180,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":44,"Rank":181,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":45,"Rank":182,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":46,"Rank":183,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":56,"Rank":190,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":57,"Rank":191,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.49,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
-{"index":61,"Rank":192,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":71.14,"Clustering Average (11 datasets)":42.03,"PairClassification Average (3 datasets)":85.0,"Reranking Average (4 datasets)":55.4,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.26}
-{"index":62,"Rank":193,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":72.95,"Clustering Average (11 datasets)":44.62,"PairClassification Average (3 datasets)":85.61,"Reranking Average (4 datasets)":56.26,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":86.02,"Summarization Average (1 datasets)":31.14}
-{"index":63,"Rank":194,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":64,"Rank":195,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.77,"Clustering Average (11 datasets)":39.16,"PairClassification Average (3 datasets)":82.95,"Reranking Average (4 datasets)":53.37,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.93,"Summarization Average (1 datasets)":29.23}
-{"index":66,"Rank":196,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
-{"index":67,"Rank":197,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.85,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":74.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.11,"Summarization Average (1 datasets)":""}
-{"index":81,"Rank":198,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":62.81,"Clustering Average (11 datasets)":35.96,"PairClassification Average (3 datasets)":80.73,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":82,"Rank":199,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.47,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":83,"Rank":200,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.47,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":84,"Rank":201,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":68.13,"Clustering Average (11 datasets)":39.54,"PairClassification Average (3 datasets)":82.59,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":85,"Rank":202,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":63.54,"Clustering Average (11 datasets)":35.78,"PairClassification Average (3 datasets)":80.4,"Reranking Average (4 datasets)":51.68,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":76.56,"Summarization Average (1 datasets)":30.52}
-{"index":86,"Rank":203,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":64.56,"Clustering Average (11 datasets)":33.15,"PairClassification Average (3 datasets)":79.7,"Reranking Average (4 datasets)":50.55,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.37,"Summarization Average (1 datasets)":29.33}
-{"index":93,"Rank":204,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":94,"Rank":205,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":95,"Rank":206,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":96,"Rank":207,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":97,"Rank":208,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":98,"Rank":209,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":99,"Rank":210,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":100,"Rank":211,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":101,"Rank":212,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":105,"Rank":214,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.62}
-{"index":106,"Rank":215,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":79.84,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":32.47}
-{"index":110,"Rank":216,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":116,"Rank":217,"Model":"e5-R-mistral-7b-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":118,"Rank":218,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":120,"Rank":220,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":121,"Rank":221,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":122,"Rank":222,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":123,"Rank":223,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":124,"Rank":224,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":132,"Rank":225,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":135,"Rank":226,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":73.13,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.48,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":136,"Rank":227,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":137,"Rank":228,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":138,"Rank":229,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
-{"index":140,"Rank":230,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":141,"Rank":231,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":142,"Rank":232,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":143,"Rank":233,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":47.85,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":70.81,"Summarization Average (1 datasets)":29.02}
-{"index":144,"Rank":234,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":61.44,"Clustering Average (11 datasets)":37.92,"PairClassification Average (3 datasets)":82.11,"Reranking Average (4 datasets)":55.24,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":145,"Rank":235,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":146,"Rank":236,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":147,"Rank":237,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":66.95,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":81.03,"Reranking Average (4 datasets)":54.63,"Retrieval Average (15 datasets)":38.79,"STS Average (10 datasets)":80.17,"Summarization Average (1 datasets)":""}
-{"index":148,"Rank":238,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":149,"Rank":239,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":150,"Rank":240,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":152,"Rank":241,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":157,"Rank":242,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":158,"Rank":243,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":159,"Rank":244,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":160,"Rank":245,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":161,"Rank":246,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":177,"Rank":247,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":178,"Rank":248,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":187,"Rank":249,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
-{"index":189,"Rank":250,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
-{"index":200,"Rank":251,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":201,"Rank":252,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":202,"Rank":253,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":203,"Rank":254,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":204,"Rank":255,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":205,"Rank":256,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":63.67,"Clustering Average (11 datasets)":39.94,"PairClassification Average (3 datasets)":82.37,"Reranking Average (4 datasets)":58.04,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":209,"Rank":258,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":210,"Rank":259,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":74.98,"Clustering Average (11 datasets)":45.06,"PairClassification Average (3 datasets)":86.24,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.79,"Summarization Average (1 datasets)":""}
-{"index":211,"Rank":260,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":72.62,"Clustering Average (11 datasets)":42.88,"PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":57.18,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.19,"Summarization Average (1 datasets)":""}
-{"index":212,"Rank":261,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":86.74,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":84.18,"Summarization Average (1 datasets)":""}
-{"index":213,"Rank":262,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":85.06,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.5,"Summarization Average (1 datasets)":""}
-{"index":214,"Rank":263,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.52,"Clustering Average (11 datasets)":42.63,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.04,"Summarization Average (1 datasets)":""}
-{"index":215,"Rank":264,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":68.55,"Clustering Average (11 datasets)":38.37,"PairClassification Average (3 datasets)":81.93,"Reranking Average (4 datasets)":54.14,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":78.53,"Summarization Average (1 datasets)":""}
-{"index":227,"Rank":265,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":60.9,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":228,"Rank":266,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
-{"index":232,"Rank":267,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":233,"Rank":268,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":234,"Rank":269,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":235,"Rank":270,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":236,"Rank":271,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":237,"Rank":272,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":238,"Rank":273,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":246,"Rank":274,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":64.67,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.61,"Reranking Average (4 datasets)":48.82,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.6,"Summarization Average (1 datasets)":""}
-{"index":252,"Rank":275,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":259,"Rank":276,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":260,"Rank":277,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":23.75,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":261,"Rank":278,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":62.23,"Clustering Average (11 datasets)":30.61,"PairClassification Average (3 datasets)":76.49,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.24,"Summarization Average (1 datasets)":30.1}
-{"index":264,"Rank":280,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":50.78,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":265,"Rank":281,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":66.01,"Clustering Average (11 datasets)":33.47,"PairClassification Average (3 datasets)":77.75,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":269,"Rank":282,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":41.73,"Clustering Average (11 datasets)":18.0,"PairClassification Average (3 datasets)":30.61,"Reranking Average (4 datasets)":34.44,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":39.1,"Summarization Average (1 datasets)":""}
-{"index":271,"Rank":283,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":61.37,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
-{"index":273,"Rank":284,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.45,"Clustering Average (11 datasets)":35.71,"PairClassification Average (3 datasets)":76.23,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":72.04,"Summarization Average (1 datasets)":29.42}
-{"index":274,"Rank":285,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.82,"PairClassification Average (3 datasets)":79.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":74.05,"Summarization Average (1 datasets)":29.01}
-{"index":275,"Rank":286,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":34.82,"PairClassification Average (3 datasets)":75.43,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.39,"Summarization Average (1 datasets)":30.79}
-{"index":276,"Rank":287,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":65.78,"Clustering Average (11 datasets)":35.06,"PairClassification Average (3 datasets)":79.62,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.35,"Summarization Average (1 datasets)":29.71}
-{"index":278,"Rank":288,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":43.43,"PairClassification Average (3 datasets)":82.83,"Reranking Average (4 datasets)":54.29,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.57}
-{"index":279,"Rank":289,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":0.41,"PairClassification Average (3 datasets)":0.79,"Reranking Average (4 datasets)":0.53,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":0.29}
-{"index":280,"Rank":290,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.45,"Clustering Average (11 datasets)":41.73,"PairClassification Average (3 datasets)":85.38,"Reranking Average (4 datasets)":56.98,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.7,"Summarization Average (1 datasets)":31.6}
-{"index":281,"Rank":291,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":282,"Rank":292,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":283,"Rank":293,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":284,"Rank":294,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":40.54,"PairClassification Average (3 datasets)":85.41,"Reranking Average (4 datasets)":54.46,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.59,"Summarization Average (1 datasets)":29.78}
-{"index":285,"Rank":295,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":288,"Rank":296,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":289,"Rank":297,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":291,"Rank":298,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.88,"Summarization Average (1 datasets)":""}
-{"index":292,"Rank":299,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.58,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.9,"Summarization Average (1 datasets)":""}
-{"index":293,"Rank":300,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":71.7,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.09,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.5,"Summarization Average (1 datasets)":""}
-{"index":294,"Rank":301,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":79.66,"Summarization Average (1 datasets)":""}
-{"index":295,"Rank":302,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":296,"Rank":303,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":297,"Rank":304,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":298,"Rank":305,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":299,"Rank":306,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":301,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.46,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.79,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":303,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":75.9,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":216,"Rank":54,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
+{"index":223,"Rank":55,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.28,"Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":53.01,"STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
+{"index":308,"Rank":56,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":62.26,"Classification Average (12 datasets)":73.21,"Clustering Average (11 datasets)":46.65,"PairClassification Average (3 datasets)":85.04,"Reranking Average (4 datasets)":56.72,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":81.58,"Summarization Average (1 datasets)":31.12}
+{"index":169,"Rank":57,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":62.2,"Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.26,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":50.56,"STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
+{"index":26,"Rank":58,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":62.17,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":43.82,"PairClassification Average (3 datasets)":84.92,"Reranking Average (4 datasets)":58.36,"Retrieval Average (15 datasets)":51.68,"STS Average (10 datasets)":81.59,"Summarization Average (1 datasets)":30.12}
+{"index":35,"Rank":59,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.01,"Classification Average (12 datasets)":74.31,"Clustering Average (11 datasets)":44.64,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":56.09,"Retrieval Average (15 datasets)":51.34,"STS Average (10 datasets)":80.92,"Summarization Average (1 datasets)":31.29}
+{"index":306,"Rank":60,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (56 datasets)":62.0,"Classification Average (12 datasets)":71.97,"Clustering Average (11 datasets)":46.23,"PairClassification Average (3 datasets)":84.22,"Reranking Average (4 datasets)":57.99,"Retrieval Average (15 datasets)":51.66,"STS Average (10 datasets)":81.04,"Summarization Average (1 datasets)":29.92}
+{"index":221,"Rank":61,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average (56 datasets)":61.96,"Classification Average (12 datasets)":73.24,"Clustering Average (11 datasets)":43.71,"PairClassification Average (3 datasets)":84.59,"Reranking Average (4 datasets)":55.65,"Retrieval Average (15 datasets)":52.4,"STS Average (10 datasets)":81.7,"Summarization Average (1 datasets)":30.47}
+{"index":74,"Rank":62,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (56 datasets)":61.85,"Classification Average (12 datasets)":72.21,"Clustering Average (11 datasets)":43.57,"PairClassification Average (3 datasets)":86.21,"Reranking Average (4 datasets)":55.38,"Retrieval Average (15 datasets)":51.44,"STS Average (10 datasets)":83.58,"Summarization Average (1 datasets)":30.01}
+{"index":164,"Rank":63,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.79,"Classification Average (12 datasets)":73.12,"Clustering Average (11 datasets)":44.74,"PairClassification Average (3 datasets)":86.62,"Reranking Average (4 datasets)":57.29,"Retrieval Average (15 datasets)":49.26,"STS Average (10 datasets)":83.06,"Summarization Average (1 datasets)":32.32}
+{"index":163,"Rank":64,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.59,"Classification Average (12 datasets)":73.86,"Clustering Average (11 datasets)":45.29,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":57.54,"Retrieval Average (15 datasets)":47.57,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":31.84}
+{"index":167,"Rank":65,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.56,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":44.1,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
+{"index":155,"Rank":66,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average (56 datasets)":61.5,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":43.8,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
+{"index":139,"Rank":67,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
+{"index":262,"Rank":68,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
+{"index":58,"Rank":69,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
+{"index":168,"Rank":70,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":61.42,"Classification Average (12 datasets)":73.14,"Clustering Average (11 datasets)":43.33,"PairClassification Average (3 datasets)":85.94,"Reranking Average (4 datasets)":56.53,"Retrieval Average (15 datasets)":49.99,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.97}
+{"index":20,"Rank":71,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":61.4,"Classification Average (12 datasets)":70.89,"Clustering Average (11 datasets)":44.31,"PairClassification Average (3 datasets)":84.24,"Reranking Average (4 datasets)":57.47,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":82.11,"Summarization Average (1 datasets)":30.58}
+{"index":217,"Rank":72,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":61.36,"Classification Average (12 datasets)":73.65,"Clustering Average (11 datasets)":43.7,"PairClassification Average (3 datasets)":84.59,"Reranking Average (4 datasets)":53.32,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":80.22,"Summarization Average (1 datasets)":31.28}
+{"index":268,"Rank":73,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":61.36,"Classification Average (12 datasets)":72.31,"Clustering Average (11 datasets)":44.89,"PairClassification Average (3 datasets)":83.54,"Reranking Average (4 datasets)":57.7,"Retrieval Average (15 datasets)":49.46,"STS Average (10 datasets)":82.07,"Summarization Average (1 datasets)":30.42}
+{"index":220,"Rank":74,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average (56 datasets)":61.04,"Classification Average (12 datasets)":72.1,"Clustering Average (11 datasets)":43.16,"PairClassification Average (3 datasets)":84.09,"Reranking Average (4 datasets)":55.18,"Retrieval Average (15 datasets)":50.81,"STS Average (10 datasets)":81.34,"Summarization Average (1 datasets)":30.05}
+{"index":305,"Rank":75,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":60.99,"Classification Average (12 datasets)":70.93,"Clustering Average (11 datasets)":45.9,"PairClassification Average (3 datasets)":84.89,"Reranking Average (4 datasets)":56.32,"Retrieval Average (15 datasets)":49.25,"STS Average (10 datasets)":80.97,"Summarization Average (1 datasets)":30.8}
+{"index":174,"Rank":76,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":60.89,"Classification Average (12 datasets)":71.77,"Clustering Average (11 datasets)":41.23,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.96,"Retrieval Average (15 datasets)":51.4,"STS Average (10 datasets)":81.62,"Summarization Average (1 datasets)":29.65}
+{"index":182,"Rank":77,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":60.63,"Classification Average (12 datasets)":72.13,"Clustering Average (11 datasets)":40.81,"PairClassification Average (3 datasets)":85.4,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":49.34,"STS Average (10 datasets)":83.01,"Summarization Average (1 datasets)":30.97}
+{"index":166,"Rank":78,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":60.44,"Classification Average (12 datasets)":72.63,"Clustering Average (11 datasets)":42.11,"PairClassification Average (3 datasets)":85.09,"Reranking Average (4 datasets)":55.7,"Retrieval Average (15 datasets)":48.75,"STS Average (10 datasets)":80.96,"Summarization Average (1 datasets)":31.01}
+{"index":188,"Rank":79,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":60.38,"Classification Average (12 datasets)":73.45,"Clustering Average (11 datasets)":41.73,"PairClassification Average (3 datasets)":85.38,"Reranking Average (4 datasets)":56.98,"Retrieval Average (15 datasets)":47.87,"STS Average (10 datasets)":80.7,"Summarization Average (1 datasets)":31.6}
+{"index":125,"Rank":80,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":60.37,"Classification Average (12 datasets)":70.62,"Clustering Average (11 datasets)":40.4,"PairClassification Average (3 datasets)":82.14,"Reranking Average (4 datasets)":57.5,"Retrieval Average (15 datasets)":51.31,"STS Average (10 datasets)":81.54,"Summarization Average (1 datasets)":27.54}
+{"index":109,"Rank":81,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":60.09,"Classification Average (12 datasets)":68.01,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":82.02,"Reranking Average (4 datasets)":55.47,"Retrieval Average (15 datasets)":54.83,"STS Average (10 datasets)":77.08,"Summarization Average (1 datasets)":31.38}
+{"index":287,"Rank":82,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":60.09,"Classification Average (12 datasets)":68.01,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":82.02,"Reranking Average (4 datasets)":55.47,"Retrieval Average (15 datasets)":54.83,"STS Average (10 datasets)":77.08,"Summarization Average (1 datasets)":31.38}
+{"index":37,"Rank":83,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":60.08,"Classification Average (12 datasets)":70.57,"Clustering Average (11 datasets)":41.98,"PairClassification Average (3 datasets)":83.95,"Reranking Average (4 datasets)":55.06,"Retrieval Average (15 datasets)":50.15,"STS Average (10 datasets)":80.09,"Summarization Average (1 datasets)":30.41}
+{"index":172,"Rank":84,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":59.93,"Classification Average (12 datasets)":72.94,"Clustering Average (11 datasets)":39.92,"PairClassification Average (3 datasets)":84.67,"Reranking Average (4 datasets)":54.32,"Retrieval Average (15 datasets)":49.04,"STS Average (10 datasets)":80.39,"Summarization Average (1 datasets)":31.16}
+{"index":180,"Rank":85,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":59.86,"Classification Average (12 datasets)":71.91,"Clustering Average (11 datasets)":40.74,"PairClassification Average (3 datasets)":84.06,"Reranking Average (4 datasets)":54.9,"Retrieval Average (15 datasets)":47.67,"STS Average (10 datasets)":82.37,"Summarization Average (1 datasets)":30.62}
+{"index":218,"Rank":86,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":59.85,"Classification Average (12 datasets)":71.17,"Clustering Average (11 datasets)":42.52,"PairClassification Average (3 datasets)":83.67,"Reranking Average (4 datasets)":54.99,"Retrieval Average (15 datasets)":48.0,"STS Average (10 datasets)":80.84,"Summarization Average (1 datasets)":30.72}
+{"index":286,"Rank":87,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":59.84,"Classification Average (12 datasets)":67.07,"Clustering Average (11 datasets)":41.49,"PairClassification Average (3 datasets)":80.8,"Reranking Average (4 datasets)":55.46,"Retrieval Average (15 datasets)":55.98,"STS Average (10 datasets)":75.48,"Summarization Average (1 datasets)":30.84}
+{"index":107,"Rank":88,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":59.84,"Classification Average (12 datasets)":67.07,"Clustering Average (11 datasets)":41.49,"PairClassification Average (3 datasets)":80.8,"Reranking Average (4 datasets)":55.46,"Retrieval Average (15 datasets)":55.98,"STS Average (10 datasets)":75.48,"Summarization Average (1 datasets)":30.84}
+{"index":108,"Rank":89,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.79,"Classification Average (12 datasets)":68.23,"Clustering Average (11 datasets)":41.87,"PairClassification Average (3 datasets)":81.07,"Reranking Average (4 datasets)":55.42,"Retrieval Average (15 datasets)":54.91,"STS Average (10 datasets)":75.03,"Summarization Average (1 datasets)":30.31}
+{"index":162,"Rank":90,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.54,"Classification Average (12 datasets)":72.36,"Clustering Average (11 datasets)":41.9,"PairClassification Average (3 datasets)":83.51,"Reranking Average (4 datasets)":56.2,"Retrieval Average (15 datasets)":45.12,"STS Average (10 datasets)":82.29,"Summarization Average (1 datasets)":29.85}
+{"index":258,"Rank":91,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.51,"Classification Average (12 datasets)":73.42,"Clustering Average (11 datasets)":43.72,"PairClassification Average (3 datasets)":85.06,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":42.24,"STS Average (10 datasets)":82.63,"Summarization Average (1 datasets)":30.08}
+{"index":219,"Rank":92,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (56 datasets)":59.34,"Classification Average (12 datasets)":69.7,"Clustering Average (11 datasets)":42.24,"PairClassification Average (3 datasets)":83.54,"Reranking Average (4 datasets)":54.56,"Retrieval Average (15 datasets)":47.75,"STS Average (10 datasets)":80.74,"Summarization Average (1 datasets)":29.59}
+{"index":198,"Rank":93,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":59.29,"Classification Average (12 datasets)":72.25,"Clustering Average (11 datasets)":43.48,"PairClassification Average (3 datasets)":79.23,"Reranking Average (4 datasets)":57.12,"Retrieval Average (15 datasets)":44.99,"STS Average (10 datasets)":80.47,"Summarization Average (1 datasets)":29.02}
+{"index":173,"Rank":94,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":59.11,"Classification Average (12 datasets)":69.76,"Clustering Average (11 datasets)":39.62,"PairClassification Average (3 datasets)":83.57,"Reranking Average (4 datasets)":55.03,"Retrieval Average (15 datasets)":48.87,"STS Average (10 datasets)":80.31,"Summarization Average (1 datasets)":30.23}
+{"index":128,"Rank":95,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":59.0,"Classification Average (12 datasets)":72.72,"Clustering Average (11 datasets)":39.48,"PairClassification Average (3 datasets)":83.39,"Reranking Average (4 datasets)":57.95,"Retrieval Average (15 datasets)":45.12,"STS Average (10 datasets)":80.72,"Summarization Average (1 datasets)":31.22}
+{"index":250,"Rank":96,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":58.97,"Classification Average (12 datasets)":67.41,"Clustering Average (11 datasets)":42.42,"PairClassification Average (3 datasets)":86.12,"Reranking Average (4 datasets)":56.66,"Retrieval Average (15 datasets)":48.48,"STS Average (10 datasets)":78.38,"Summarization Average (1 datasets)":30.64}
+{"index":111,"Rank":97,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.94,"Classification Average (12 datasets)":65.65,"Clustering Average (11 datasets)":40.88,"PairClassification Average (3 datasets)":82.07,"Reranking Average (4 datasets)":55.31,"Retrieval Average (15 datasets)":51.98,"STS Average (10 datasets)":78.44,"Summarization Average (1 datasets)":31.75}
+{"index":290,"Rank":98,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":58.94,"Classification Average (12 datasets)":65.65,"Clustering Average (11 datasets)":40.88,"PairClassification Average (3 datasets)":82.07,"Reranking Average (4 datasets)":55.31,"Retrieval Average (15 datasets)":51.98,"STS Average (10 datasets)":78.44,"Summarization Average (1 datasets)":31.75}
+{"index":171,"Rank":99,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.94,"Classification Average (12 datasets)":71.67,"Clustering Average (11 datasets)":39.73,"PairClassification Average (3 datasets)":85.08,"Reranking Average (4 datasets)":54.45,"Retrieval Average (15 datasets)":46.01,"STS Average (10 datasets)":80.87,"Summarization Average (1 datasets)":31.39}
+{"index":91,"Rank":100,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":58.93,"Classification Average (12 datasets)":68.13,"Clustering Average (11 datasets)":40.34,"PairClassification Average (3 datasets)":82.0,"Reranking Average (4 datasets)":56.56,"Retrieval Average (15 datasets)":50.25,"STS Average (10 datasets)":78.1,"Summarization Average (1 datasets)":31.46}
+{"index":115,"Rank":101,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.69,"Classification Average (12 datasets)":70.35,"Clustering Average (11 datasets)":42.09,"PairClassification Average (3 datasets)":82.83,"Reranking Average (4 datasets)":55.77,"Retrieval Average (15 datasets)":44.92,"STS Average (10 datasets)":80.46,"Summarization Average (1 datasets)":29.47}
+{"index":249,"Rank":102,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":58.42,"Classification Average (12 datasets)":67.11,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":86.13,"Reranking Average (4 datasets)":55.96,"Retrieval Average (15 datasets)":47.96,"STS Average (10 datasets)":77.8,"Summarization Average (1 datasets)":30.21}
+{"index":179,"Rank":103,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (56 datasets)":58.29,"Classification Average (12 datasets)":70.17,"Clustering Average (11 datasets)":39.11,"PairClassification Average (3 datasets)":83.11,"Reranking Average (4 datasets)":54.28,"Retrieval Average (15 datasets)":45.27,"STS Average (10 datasets)":81.52,"Summarization Average (1 datasets)":31.1}
+{"index":248,"Rank":104,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":58.28,"Classification Average (12 datasets)":67.14,"Clustering Average (11 datasets)":41.6,"PairClassification Average (3 datasets)":85.32,"Reranking Average (4 datasets)":55.36,"Retrieval Average (15 datasets)":47.42,"STS Average (10 datasets)":78.19,"Summarization Average (1 datasets)":29.5}
+{"index":77,"Rank":105,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.07,"Classification Average (12 datasets)":70.25,"Clustering Average (11 datasets)":40.7,"PairClassification Average (3 datasets)":83.32,"Reranking Average (4 datasets)":55.34,"Retrieval Average (15 datasets)":43.97,"STS Average (10 datasets)":79.89,"Summarization Average (1 datasets)":31.27}
+{"index":190,"Rank":106,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average (56 datasets)":58.0,"Classification Average (12 datasets)":68.82,"Clustering Average (11 datasets)":40.08,"PairClassification Average (3 datasets)":84.44,"Reranking Average (4 datasets)":55.09,"Retrieval Average (15 datasets)":45.14,"STS Average (10 datasets)":80.0,"Summarization Average (1 datasets)":30.56}
+{"index":197,"Rank":107,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":57.97,"Classification Average (12 datasets)":70.55,"Clustering Average (11 datasets)":42.97,"PairClassification Average (3 datasets)":77.83,"Reranking Average (4 datasets)":55.6,"Retrieval Average (15 datasets)":43.39,"STS Average (10 datasets)":79.02,"Summarization Average (1 datasets)":30.25}
+{"index":257,"Rank":108,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.87,"Classification Average (12 datasets)":72.84,"Clustering Average (11 datasets)":42.34,"PairClassification Average (3 datasets)":86.06,"Reranking Average (4 datasets)":54.71,"Retrieval Average (15 datasets)":38.47,"STS Average (10 datasets)":81.66,"Summarization Average (1 datasets)":29.91}
+{"index":134,"Rank":109,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":57.59,"Classification Average (12 datasets)":66.19,"Clustering Average (11 datasets)":38.93,"PairClassification Average (3 datasets)":81.9,"Reranking Average (4 datasets)":55.65,"Retrieval Average (15 datasets)":48.22,"STS Average (10 datasets)":77.74,"Summarization Average (1 datasets)":33.6}
+{"index":185,"Rank":110,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":57.38,"Classification Average (12 datasets)":67.76,"Clustering Average (11 datasets)":37.15,"PairClassification Average (3 datasets)":84.8,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":44.81,"STS Average (10 datasets)":80.96,"Summarization Average (1 datasets)":29.85}
+{"index":90,"Rank":111,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":57.17,"Classification Average (12 datasets)":67.13,"Clustering Average (11 datasets)":39.83,"PairClassification Average (3 datasets)":80.65,"Reranking Average (4 datasets)":54.67,"Retrieval Average (15 datasets)":46.54,"STS Average (10 datasets)":76.83,"Summarization Average (1 datasets)":31.03}
+{"index":256,"Rank":112,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.06,"Classification Average (12 datasets)":72.31,"Clustering Average (11 datasets)":41.65,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":54.0,"Retrieval Average (15 datasets)":36.71,"STS Average (10 datasets)":81.83,"Summarization Average (1 datasets)":29.64}
+{"index":176,"Rank":113,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":57.04,"Classification Average (12 datasets)":67.03,"Clustering Average (11 datasets)":37.22,"PairClassification Average (3 datasets)":82.65,"Reranking Average (4 datasets)":52.9,"Retrieval Average (15 datasets)":46.63,"STS Average (10 datasets)":79.16,"Summarization Average (1 datasets)":30.04}
+{"index":112,"Rank":114,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.98,"Classification Average (12 datasets)":62.94,"Clustering Average (11 datasets)":38.86,"PairClassification Average (3 datasets)":81.33,"Reranking Average (4 datasets)":54.4,"Retrieval Average (15 datasets)":50.15,"STS Average (10 datasets)":76.39,"Summarization Average (1 datasets)":30.1}
+{"index":196,"Rank":115,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":56.81,"Classification Average (12 datasets)":69.65,"Clustering Average (11 datasets)":40.86,"PairClassification Average (3 datasets)":76.9,"Reranking Average (4 datasets)":55.5,"Retrieval Average (15 datasets)":41.41,"STS Average (10 datasets)":79.11,"Summarization Average (1 datasets)":31.01}
+{"index":73,"Rank":116,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":56.8,"Classification Average (12 datasets)":74.07,"Clustering Average (11 datasets)":40.63,"PairClassification Average (3 datasets)":80.94,"Reranking Average (4 datasets)":53.98,"Retrieval Average (15 datasets)":38.05,"STS Average (10 datasets)":78.5,"Summarization Average (1 datasets)":30.19}
+{"index":114,"Rank":117,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.57,"Classification Average (12 datasets)":68.04,"Clustering Average (11 datasets)":39.18,"PairClassification Average (3 datasets)":82.81,"Reranking Average (4 datasets)":54.29,"Retrieval Average (15 datasets)":42.56,"STS Average (10 datasets)":78.65,"Summarization Average (1 datasets)":29.87}
+{"index":240,"Rank":118,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.53,"Classification Average (12 datasets)":63.21,"Clustering Average (11 datasets)":41.81,"PairClassification Average (3 datasets)":82.41,"Reranking Average (4 datasets)":58.44,"Retrieval Average (15 datasets)":42.69,"STS Average (10 datasets)":79.8,"Summarization Average (1 datasets)":27.9}
+{"index":309,"Rank":119,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (56 datasets)":56.33,"Classification Average (12 datasets)":65.94,"Clustering Average (11 datasets)":32.28,"PairClassification Average (3 datasets)":81.32,"Reranking Average (4 datasets)":53.27,"Retrieval Average (15 datasets)":50.02,"STS Average (10 datasets)":76.95,"Summarization Average (1 datasets)":31.03}
+{"index":184,"Rank":120,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.26,"Classification Average (12 datasets)":66.07,"Clustering Average (11 datasets)":35.88,"PairClassification Average (3 datasets)":83.04,"Reranking Average (4 datasets)":55.84,"Retrieval Average (15 datasets)":44.03,"STS Average (10 datasets)":79.93,"Summarization Average (1 datasets)":30.71}
+{"index":71,"Rank":121,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (56 datasets)":56.23,"Classification Average (12 datasets)":71.88,"Clustering Average (11 datasets)":41.99,"PairClassification Average (3 datasets)":78.01,"Reranking Average (4 datasets)":53.09,"Retrieval Average (15 datasets)":39.19,"STS Average (10 datasets)":75.86,"Summarization Average (1 datasets)":31.45}
+{"index":87,"Rank":122,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":56.2,"Classification Average (12 datasets)":66.52,"Clustering Average (11 datasets)":39.92,"PairClassification Average (3 datasets)":79.58,"Reranking Average (4 datasets)":54.0,"Retrieval Average (15 datasets)":44.49,"STS Average (10 datasets)":75.74,"Summarization Average (1 datasets)":30.43}
+{"index":247,"Rank":123,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.19,"Classification Average (12 datasets)":65.25,"Clustering Average (11 datasets)":38.63,"PairClassification Average (3 datasets)":83.85,"Reranking Average (4 datasets)":54.23,"Retrieval Average (15 datasets)":44.67,"STS Average (10 datasets)":77.07,"Summarization Average (1 datasets)":29.67}
+{"index":241,"Rank":124,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.1,"Classification Average (12 datasets)":62.62,"Clustering Average (11 datasets)":41.94,"PairClassification Average (3 datasets)":82.37,"Reranking Average (4 datasets)":58.04,"Retrieval Average (15 datasets)":41.95,"STS Average (10 datasets)":78.95,"Summarization Average (1 datasets)":30.81}
+{"index":222,"Rank":125,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average (56 datasets)":56.1,"Classification Average (12 datasets)":66.48,"Clustering Average (11 datasets)":40.31,"PairClassification Average (3 datasets)":82.26,"Reranking Average (4 datasets)":53.42,"Retrieval Average (15 datasets)":40.92,"STS Average (10 datasets)":79.79,"Summarization Average (1 datasets)":28.41}
+{"index":224,"Rank":126,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.0,"Classification Average (12 datasets)":66.68,"Clustering Average (11 datasets)":41.1,"PairClassification Average (3 datasets)":82.54,"Reranking Average (4 datasets)":53.14,"Retrieval Average (15 datasets)":41.88,"STS Average (10 datasets)":76.51,"Summarization Average (1 datasets)":30.36}
+{"index":181,"Rank":127,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (56 datasets)":55.81,"Classification Average (12 datasets)":68.04,"Clustering Average (11 datasets)":36.89,"PairClassification Average (3 datasets)":81.05,"Reranking Average (4 datasets)":52.6,"Retrieval Average (15 datasets)":41.19,"STS Average (10 datasets)":79.93,"Summarization Average (1 datasets)":32.06}
+{"index":113,"Rank":128,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":55.71,"Classification Average (12 datasets)":66.35,"Clustering Average (11 datasets)":39.46,"PairClassification Average (3 datasets)":81.77,"Reranking Average (4 datasets)":54.28,"Retrieval Average (15 datasets)":40.82,"STS Average (10 datasets)":78.37,"Summarization Average (1 datasets)":31.16}
+{"index":69,"Rank":129,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (56 datasets)":55.36,"Classification Average (12 datasets)":71.57,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":77.88,"Reranking Average (4 datasets)":52.95,"Retrieval Average (15 datasets)":36.75,"STS Average (10 datasets)":76.4,"Summarization Average (1 datasets)":31.38}
+{"index":255,"Rank":130,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":55.27,"Classification Average (12 datasets)":69.81,"Clustering Average (11 datasets)":40.21,"PairClassification Average (3 datasets)":85.18,"Reranking Average (4 datasets)":53.09,"Retrieval Average (15 datasets)":33.63,"STS Average (10 datasets)":81.14,"Summarization Average (1 datasets)":31.39}
+{"index":76,"Rank":131,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":55.04,"Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.6,"PairClassification Average (3 datasets)":82.69,"Reranking Average (4 datasets)":53.49,"Retrieval Average (15 datasets)":37.94,"STS Average (10 datasets)":79.18,"Summarization Average (1 datasets)":30.97}
+{"index":254,"Rank":132,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":54.64,"Classification Average (12 datasets)":67.46,"Clustering Average (11 datasets)":38.5,"PairClassification Average (3 datasets)":80.81,"Reranking Average (4 datasets)":53.8,"Retrieval Average (15 datasets)":35.34,"STS Average (10 datasets)":80.77,"Summarization Average (1 datasets)":31.57}
+{"index":126,"Rank":133,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average (56 datasets)":54.42,"Classification Average (12 datasets)":67.8,"Clustering Average (11 datasets)":38.03,"PairClassification Average (3 datasets)":81.4,"Reranking Average (4 datasets)":53.64,"Retrieval Average (15 datasets)":36.08,"STS Average (10 datasets)":78.59,"Summarization Average (1 datasets)":29.83}
+{"index":49,"Rank":134,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average (56 datasets)":54.24,"Classification Average (12 datasets)":67.3,"Clustering Average (11 datasets)":40.9,"PairClassification Average (3 datasets)":80.4,"Reranking Average (4 datasets)":53.95,"Retrieval Average (15 datasets)":36.99,"STS Average (10 datasets)":73.7,"Summarization Average (1 datasets)":31.23}
+{"index":92,"Rank":135,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":53.74,"Classification Average (12 datasets)":70.14,"Clustering Average (11 datasets)":36.98,"PairClassification Average (3 datasets)":77.03,"Reranking Average (4 datasets)":52.33,"Retrieval Average (15 datasets)":32.34,"STS Average (10 datasets)":80.53,"Summarization Average (1 datasets)":30.38}
+{"index":151,"Rank":136,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":53.29,"Classification Average (12 datasets)":61.67,"Clustering Average (11 datasets)":35.67,"PairClassification Average (3 datasets)":80.86,"Reranking Average (4 datasets)":54.58,"Retrieval Average (15 datasets)":41.17,"STS Average (10 datasets)":74.23,"Summarization Average (1 datasets)":31.05}
+{"index":253,"Rank":137,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":52.45,"Classification Average (12 datasets)":64.31,"Clustering Average (11 datasets)":37.14,"PairClassification Average (3 datasets)":78.45,"Reranking Average (4 datasets)":53.62,"Retrieval Average (15 datasets)":32.45,"STS Average (10 datasets)":78.96,"Summarization Average (1 datasets)":30.67}
+{"index":251,"Rank":138,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":52.35,"Classification Average (12 datasets)":64.71,"Clustering Average (11 datasets)":37.64,"PairClassification Average (3 datasets)":81.74,"Reranking Average (4 datasets)":51.84,"Retrieval Average (15 datasets)":32.96,"STS Average (10 datasets)":76.47,"Summarization Average (1 datasets)":29.5}
+{"index":186,"Rank":139,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":52.33,"Classification Average (12 datasets)":60.56,"Clustering Average (11 datasets)":32.56,"PairClassification Average (3 datasets)":79.22,"Reranking Average (4 datasets)":53.07,"Retrieval Average (15 datasets)":38.91,"STS Average (10 datasets)":78.06,"Summarization Average (1 datasets)":31.25}
+{"index":88,"Rank":140,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":51.25,"Classification Average (12 datasets)":60.72,"Clustering Average (11 datasets)":35.79,"PairClassification Average (3 datasets)":75.23,"Reranking Average (4 datasets)":50.58,"Retrieval Average (15 datasets)":37.04,"STS Average (10 datasets)":73.41,"Summarization Average (1 datasets)":29.71}
+{"index":80,"Rank":141,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":50.94,"Classification Average (12 datasets)":65.72,"Clustering Average (11 datasets)":32.91,"PairClassification Average (3 datasets)":80.62,"Reranking Average (4 datasets)":50.29,"Retrieval Average (15 datasets)":29.33,"STS Average (10 datasets)":78.81,"Summarization Average (1 datasets)":30.71}
+{"index":301,"Rank":142,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (56 datasets)":49.52,"Classification Average (12 datasets)":70.44,"Clustering Average (11 datasets)":37.52,"PairClassification Average (3 datasets)":76.86,"Reranking Average (4 datasets)":49.02,"Retrieval Average (15 datasets)":18.36,"STS Average (10 datasets)":78.6,"Summarization Average (1 datasets)":26.94}
+{"index":75,"Rank":143,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (56 datasets)":49.42,"Classification Average (12 datasets)":67.67,"Clustering Average (11 datasets)":37.45,"PairClassification Average (3 datasets)":72.21,"Reranking Average (4 datasets)":47.7,"Retrieval Average (15 datasets)":25.93,"STS Average (10 datasets)":71.61,"Summarization Average (1 datasets)":31.23}
+{"index":272,"Rank":144,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":49.17,"Classification Average (12 datasets)":63.05,"Clustering Average (11 datasets)":33.94,"PairClassification Average (3 datasets)":77.78,"Reranking Average (4 datasets)":50.24,"Retrieval Average (15 datasets)":28.14,"STS Average (10 datasets)":73.67,"Summarization Average (1 datasets)":30.45}
+{"index":229,"Rank":145,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":48.87,"Classification Average (12 datasets)":67.32,"Clustering Average (11 datasets)":33.43,"PairClassification Average (3 datasets)":73.68,"Reranking Average (4 datasets)":47.54,"Retrieval Average (15 datasets)":21.82,"STS Average (10 datasets)":79.12,"Summarization Average (1 datasets)":31.17}
+{"index":78,"Rank":146,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":48.61,"Classification Average (12 datasets)":64.86,"Clustering Average (11 datasets)":30.21,"PairClassification Average (3 datasets)":78.57,"Reranking Average (4 datasets)":48.51,"Retrieval Average (15 datasets)":26.17,"STS Average (10 datasets)":75.9,"Summarization Average (1 datasets)":30.3}
+{"index":79,"Rank":147,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":48.17,"Classification Average (12 datasets)":67.77,"Clustering Average (11 datasets)":28.01,"PairClassification Average (3 datasets)":80.57,"Reranking Average (4 datasets)":49.41,"Retrieval Average (15 datasets)":25.51,"STS Average (10 datasets)":72.43,"Summarization Average (1 datasets)":29.91}
+{"index":270,"Rank":148,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.29,"Classification Average (12 datasets)":61.16,"Clustering Average (11 datasets)":31.75,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":27.79,"STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
+{"index":89,"Rank":149,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":45.97,"Classification Average (12 datasets)":61.46,"Clustering Average (11 datasets)":30.95,"PairClassification Average (3 datasets)":71.78,"Reranking Average (4 datasets)":47.56,"Retrieval Average (15 datasets)":20.9,"STS Average (10 datasets)":74.71,"Summarization Average (1 datasets)":30.26}
+{"index":230,"Rank":150,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":45.45,"Classification Average (12 datasets)":62.5,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":70.33,"Reranking Average (4 datasets)":46.47,"Retrieval Average (15 datasets)":20.29,"STS Average (10 datasets)":74.33,"Summarization Average (1 datasets)":31.15}
+{"index":239,"Rank":151,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":45.21,"Classification Average (12 datasets)":62.71,"Clustering Average (11 datasets)":29.55,"PairClassification Average (3 datasets)":78.87,"Reranking Average (4 datasets)":48.42,"Retrieval Average (15 datasets)":18.99,"STS Average (10 datasets)":70.8,"Summarization Average (1 datasets)":31.05}
+{"index":245,"Rank":152,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":42.06,"Classification Average (12 datasets)":57.65,"Clustering Average (11 datasets)":26.57,"PairClassification Average (3 datasets)":72.94,"Reranking Average (4 datasets)":44.75,"Retrieval Average (15 datasets)":21.22,"STS Average (10 datasets)":62.46,"Summarization Average (1 datasets)":30.49}
+{"index":156,"Rank":153,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":42.02,"Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":26.2,"PairClassification Average (3 datasets)":71.4,"Reranking Average (4 datasets)":46.18,"Retrieval Average (15 datasets)":13.47,"STS Average (10 datasets)":67.23,"Summarization Average (1 datasets)":30.56}
+{"index":244,"Rank":154,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":41.96,"Classification Average (12 datasets)":57.29,"Clustering Average (11 datasets)":27.73,"PairClassification Average (3 datasets)":70.92,"Reranking Average (4 datasets)":43.29,"Retrieval Average (15 datasets)":21.62,"STS Average (10 datasets)":61.85,"Summarization Average (1 datasets)":28.87}
+{"index":243,"Rank":155,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":40.28,"Classification Average (12 datasets)":52.37,"Clustering Average (11 datasets)":34.06,"PairClassification Average (3 datasets)":61.37,"Reranking Average (4 datasets)":48.1,"Retrieval Average (15 datasets)":15.88,"STS Average (10 datasets)":61.02,"Summarization Average (1 datasets)":27.66}
+{"index":133,"Rank":156,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":38.33,"Classification Average (12 datasets)":61.66,"Clustering Average (11 datasets)":30.12,"PairClassification Average (3 datasets)":56.33,"Reranking Average (4 datasets)":43.44,"Retrieval Average (15 datasets)":10.59,"STS Average (10 datasets)":54.36,"Summarization Average (1 datasets)":29.82}
+{"index":11,"Rank":157,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (56 datasets)":34.95,"Classification Average (12 datasets)":53.18,"Clustering Average (11 datasets)":15.28,"PairClassification Average (3 datasets)":68.86,"Reranking Average (4 datasets)":41.44,"Retrieval Average (15 datasets)":7.94,"STS Average (10 datasets)":63.27,"Summarization Average (1 datasets)":26.8}
+{"index":1,"Rank":158,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":81.17,"Clustering Average (11 datasets)":47.48,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":58.9,"Retrieval Average (15 datasets)":55.7,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":2,"Rank":159,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":4,"Rank":161,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":5,"Rank":162,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":6,"Rank":163,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":81.49,"Clustering Average (11 datasets)":53.35,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":60.09,"Retrieval Average (15 datasets)":58.28,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":7,"Rank":164,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":10,"Rank":165,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":12,"Rank":166,"Model":"bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":39.84,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":13,"Rank":167,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":24,"Rank":169,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":27,"Rank":170,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":32,"Rank":171,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":31.67,"PairClassification Average (3 datasets)":76.96,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":39,"Rank":174,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":40,"Rank":175,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":41,"Rank":176,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":43,"Rank":178,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":44,"Rank":179,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":45,"Rank":180,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":46,"Rank":181,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":56,"Rank":188,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":57,"Rank":189,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.49,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
+{"index":61,"Rank":190,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":71.14,"Clustering Average (11 datasets)":42.03,"PairClassification Average (3 datasets)":85.0,"Reranking Average (4 datasets)":55.4,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.26}
+{"index":62,"Rank":191,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":72.95,"Clustering Average (11 datasets)":44.62,"PairClassification Average (3 datasets)":85.61,"Reranking Average (4 datasets)":56.26,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":86.02,"Summarization Average (1 datasets)":31.14}
+{"index":63,"Rank":192,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":64,"Rank":193,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.77,"Clustering Average (11 datasets)":39.16,"PairClassification Average (3 datasets)":82.95,"Reranking Average (4 datasets)":53.37,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.93,"Summarization Average (1 datasets)":29.23}
+{"index":66,"Rank":194,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
+{"index":67,"Rank":195,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.85,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":74.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.11,"Summarization Average (1 datasets)":""}
+{"index":81,"Rank":196,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":62.81,"Clustering Average (11 datasets)":35.96,"PairClassification Average (3 datasets)":80.73,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":82,"Rank":197,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.47,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":83,"Rank":198,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.47,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":84,"Rank":199,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":68.13,"Clustering Average (11 datasets)":39.54,"PairClassification Average (3 datasets)":82.59,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":85,"Rank":200,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":63.54,"Clustering Average (11 datasets)":35.78,"PairClassification Average (3 datasets)":80.4,"Reranking Average (4 datasets)":51.68,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":76.56,"Summarization Average (1 datasets)":30.52}
+{"index":86,"Rank":201,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":64.56,"Clustering Average (11 datasets)":33.15,"PairClassification Average (3 datasets)":79.7,"Reranking Average (4 datasets)":50.55,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.37,"Summarization Average (1 datasets)":29.33}
+{"index":93,"Rank":202,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":94,"Rank":203,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":95,"Rank":204,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":96,"Rank":205,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":97,"Rank":206,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":98,"Rank":207,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":99,"Rank":208,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":100,"Rank":209,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":101,"Rank":210,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
+{"index":105,"Rank":212,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.62}
+{"index":106,"Rank":213,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":79.84,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":32.47}
+{"index":110,"Rank":214,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":116,"Rank":215,"Model":"e5-R-mistral-7b-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":118,"Rank":216,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":120,"Rank":218,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
+{"index":121,"Rank":219,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":122,"Rank":220,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":123,"Rank":221,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":124,"Rank":222,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":132,"Rank":223,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":135,"Rank":224,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":73.13,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.48,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":136,"Rank":225,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
+{"index":137,"Rank":226,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":138,"Rank":227,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
+{"index":140,"Rank":228,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":141,"Rank":229,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":142,"Rank":230,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":143,"Rank":231,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":47.85,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":70.81,"Summarization Average (1 datasets)":29.02}
+{"index":144,"Rank":232,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":61.44,"Clustering Average (11 datasets)":37.92,"PairClassification Average (3 datasets)":82.11,"Reranking Average (4 datasets)":55.24,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":145,"Rank":233,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":146,"Rank":234,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":147,"Rank":235,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":66.95,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":81.03,"Reranking Average (4 datasets)":54.63,"Retrieval Average (15 datasets)":38.79,"STS Average (10 datasets)":80.17,"Summarization Average (1 datasets)":""}
+{"index":148,"Rank":236,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":149,"Rank":237,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":150,"Rank":238,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":152,"Rank":239,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":157,"Rank":240,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":158,"Rank":241,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":159,"Rank":242,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":160,"Rank":243,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":161,"Rank":244,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":177,"Rank":245,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":178,"Rank":246,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":187,"Rank":247,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
+{"index":189,"Rank":248,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
+{"index":200,"Rank":249,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":201,"Rank":250,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":202,"Rank":251,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":203,"Rank":252,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":204,"Rank":253,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":205,"Rank":254,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":63.67,"Clustering Average (11 datasets)":39.94,"PairClassification Average (3 datasets)":82.37,"Reranking Average (4 datasets)":58.04,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":209,"Rank":256,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":210,"Rank":257,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":74.98,"Clustering Average (11 datasets)":45.06,"PairClassification Average (3 datasets)":86.24,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.79,"Summarization Average (1 datasets)":""}
+{"index":211,"Rank":258,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":72.62,"Clustering Average (11 datasets)":42.88,"PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":57.18,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.19,"Summarization Average (1 datasets)":""}
+{"index":212,"Rank":259,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":86.74,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":84.18,"Summarization Average (1 datasets)":""}
+{"index":213,"Rank":260,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":85.06,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.5,"Summarization Average (1 datasets)":""}
+{"index":214,"Rank":261,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.52,"Clustering Average (11 datasets)":42.63,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.04,"Summarization Average (1 datasets)":""}
+{"index":215,"Rank":262,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":68.55,"Clustering Average (11 datasets)":38.37,"PairClassification Average (3 datasets)":81.93,"Reranking Average (4 datasets)":54.14,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":78.53,"Summarization Average (1 datasets)":""}
+{"index":227,"Rank":263,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":60.9,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":228,"Rank":264,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
+{"index":232,"Rank":265,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":233,"Rank":266,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":234,"Rank":267,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":235,"Rank":268,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":236,"Rank":269,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":237,"Rank":270,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":238,"Rank":271,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":242,"Rank":272,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":65.03,"Clustering Average (11 datasets)":43.69,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":59.36,"Retrieval Average (15 datasets)":43.81,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":246,"Rank":273,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":64.67,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.61,"Reranking Average (4 datasets)":48.82,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.6,"Summarization Average (1 datasets)":""}
+{"index":252,"Rank":274,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":259,"Rank":275,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":260,"Rank":276,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":23.75,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":261,"Rank":277,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":62.23,"Clustering Average (11 datasets)":30.61,"PairClassification Average (3 datasets)":76.49,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.24,"Summarization Average (1 datasets)":30.1}
+{"index":264,"Rank":279,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":50.78,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":265,"Rank":280,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":66.01,"Clustering Average (11 datasets)":33.47,"PairClassification Average (3 datasets)":77.75,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":269,"Rank":281,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":41.73,"Clustering Average (11 datasets)":18.0,"PairClassification Average (3 datasets)":30.61,"Reranking Average (4 datasets)":34.44,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":39.1,"Summarization Average (1 datasets)":""}
+{"index":271,"Rank":282,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":61.37,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
+{"index":273,"Rank":283,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.45,"Clustering Average (11 datasets)":35.71,"PairClassification Average (3 datasets)":76.23,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":72.04,"Summarization Average (1 datasets)":29.42}
+{"index":274,"Rank":284,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.82,"PairClassification Average (3 datasets)":79.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":74.05,"Summarization Average (1 datasets)":29.01}
+{"index":275,"Rank":285,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":34.82,"PairClassification Average (3 datasets)":75.43,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.39,"Summarization Average (1 datasets)":30.79}
+{"index":276,"Rank":286,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":65.78,"Clustering Average (11 datasets)":35.06,"PairClassification Average (3 datasets)":79.62,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.35,"Summarization Average (1 datasets)":29.71}
+{"index":278,"Rank":287,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":43.43,"PairClassification Average (3 datasets)":82.83,"Reranking Average (4 datasets)":54.29,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.57}
+{"index":279,"Rank":288,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":0.41,"PairClassification Average (3 datasets)":0.79,"Reranking Average (4 datasets)":0.53,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":0.29}
+{"index":280,"Rank":289,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.45,"Clustering Average (11 datasets)":41.73,"PairClassification Average (3 datasets)":85.38,"Reranking Average (4 datasets)":56.98,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.7,"Summarization Average (1 datasets)":31.6}
+{"index":281,"Rank":290,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":282,"Rank":291,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":283,"Rank":292,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":284,"Rank":293,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":40.54,"PairClassification Average (3 datasets)":85.41,"Reranking Average (4 datasets)":54.46,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.59,"Summarization Average (1 datasets)":29.78}
+{"index":285,"Rank":294,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":288,"Rank":295,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":289,"Rank":296,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":291,"Rank":297,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.88,"Summarization Average (1 datasets)":""}
+{"index":292,"Rank":298,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.58,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.9,"Summarization Average (1 datasets)":""}
+{"index":293,"Rank":299,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":71.7,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.09,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.5,"Summarization Average (1 datasets)":""}
+{"index":294,"Rank":300,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":79.66,"Summarization Average (1 datasets)":""}
+{"index":295,"Rank":301,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
+{"index":296,"Rank":302,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":297,"Rank":303,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":298,"Rank":304,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":299,"Rank":305,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":300,"Rank":306,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":302,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.46,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":303,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.79,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":304,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":75.9,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":307,"Rank":310,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (56 datasets)":"","Classification Average (12 datasets)":75.45,"Clustering Average (11 datasets)":49.01,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":59.16,"Retrieval Average (15 datasets)":55.44,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
diff --git a/boards_data/en/data_tasks/Classification/default.jsonl b/boards_data/en/data_tasks/Classification/default.jsonl
index d80561ff67c2f77665f1141b82ad02f26d052708..f5029c74ddc0188575ddc6098da157b3f6a08680 100644
--- a/boards_data/en/data_tasks/Classification/default.jsonl
+++ b/boards_data/en/data_tasks/Classification/default.jsonl
@@ -18,8 +18,8 @@
{"index":170,"Rank":18,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.47,"AmazonCounterfactualClassification (en)":78.69,"AmazonPolarityClassification":95.91,"AmazonReviewsClassification (en)":55.79,"Banking77Classification":88.23,"EmotionClassification":49.77,"ImdbClassification":94.78,"MassiveIntentClassification (en)":80.57,"MassiveScenarioClassification (en)":82.39,"MTOPDomainClassification (en)":96.12,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":69.59,"TweetSentimentExtractionClassification":63.72}
{"index":104,"Rank":19,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.33,"AmazonCounterfactualClassification (en)":77.93,"AmazonPolarityClassification":95.97,"AmazonReviewsClassification (en)":54.35,"Banking77Classification":88.81,"EmotionClassification":50.24,"ImdbClassification":94.79,"MassiveIntentClassification (en)":79.99,"MassiveScenarioClassification (en)":82.2,"MTOPDomainClassification (en)":96.36,"MTOPIntentClassification (en)":86.3,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":63.64}
{"index":19,"Rank":20,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":77.75,"AmazonCounterfactualClassification (en)":73.01,"AmazonPolarityClassification":93.97,"AmazonReviewsClassification (en)":54.2,"Banking77Classification":87.33,"EmotionClassification":46.77,"ImdbClassification":92.1,"MassiveIntentClassification (en)":78.94,"MassiveScenarioClassification (en)":81.41,"MTOPDomainClassification (en)":96.6,"MTOPIntentClassification (en)":82.9,"ToxicConversationsClassification":82.61,"TweetSentimentExtractionClassification":63.16}
-{"index":175,"Rank":21,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
-{"index":59,"Rank":22,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
+{"index":59,"Rank":21,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
+{"index":175,"Rank":22,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
{"index":191,"Rank":23,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.43,"AmazonCounterfactualClassification (en)":82.97,"AmazonPolarityClassification":90.98,"AmazonReviewsClassification (en)":48.71,"Banking77Classification":88.15,"EmotionClassification":52.18,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.67,"MassiveScenarioClassification (en)":82.82,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":85.75,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":62.4}
{"index":231,"Rank":24,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.17,"AmazonCounterfactualClassification (en)":79.66,"AmazonPolarityClassification":94.48,"AmazonReviewsClassification (en)":48.16,"Banking77Classification":88.91,"EmotionClassification":52.01,"ImdbClassification":89.47,"MassiveIntentClassification (en)":80.12,"MassiveScenarioClassification (en)":82.7,"MTOPDomainClassification (en)":96.46,"MTOPIntentClassification (en)":85.38,"ToxicConversationsClassification":66.18,"TweetSentimentExtractionClassification":62.54}
{"index":18,"Rank":25,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.17,"AmazonCounterfactualClassification (en)":74.79,"AmazonPolarityClassification":93.02,"AmazonReviewsClassification (en)":53.31,"Banking77Classification":86.73,"EmotionClassification":46.39,"ImdbClassification":87.48,"MassiveIntentClassification (en)":77.67,"MassiveScenarioClassification (en)":81.77,"MTOPDomainClassification (en)":96.5,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":83.98,"TweetSentimentExtractionClassification":61.57}
@@ -36,186 +36,187 @@
{"index":70,"Rank":36,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.92,"AmazonCounterfactualClassification (en)":79.94,"AmazonPolarityClassification":86.07,"AmazonReviewsClassification (en)":46.84,"Banking77Classification":88.05,"EmotionClassification":51.2,"ImdbClassification":82.94,"MassiveIntentClassification (en)":79.8,"MassiveScenarioClassification (en)":81.52,"MTOPDomainClassification (en)":96.14,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":70.59,"TweetSentimentExtractionClassification":61.9}
{"index":207,"Rank":37,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.64,"AmazonCounterfactualClassification (en)":75.04,"AmazonPolarityClassification":93.84,"AmazonReviewsClassification (en)":49.18,"Banking77Classification":87.82,"EmotionClassification":50.88,"ImdbClassification":92.83,"MassiveIntentClassification (en)":76.24,"MassiveScenarioClassification (en)":79.95,"MTOPDomainClassification (en)":93.95,"MTOPIntentClassification (en)":76.79,"ToxicConversationsClassification":71.48,"TweetSentimentExtractionClassification":59.71}
{"index":117,"Rank":38,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.58,"AmazonCounterfactualClassification (en)":75.55,"AmazonPolarityClassification":92.84,"AmazonReviewsClassification (en)":48.29,"Banking77Classification":87.69,"EmotionClassification":51.75,"ImdbClassification":92.78,"MassiveIntentClassification (en)":76.5,"MassiveScenarioClassification (en)":79.75,"MTOPDomainClassification (en)":94.02,"MTOPIntentClassification (en)":76.92,"ToxicConversationsClassification":71.09,"TweetSentimentExtractionClassification":59.75}
-{"index":194,"Rank":39,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":132,"Rank":39,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":21,"Rank":40,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":195,"Rank":41,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":192,"Rank":42,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":193,"Rank":43,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":132,"Rank":44,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
-{"index":306,"Rank":45,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.45,"AmazonCounterfactualClassification (en)":78.93,"AmazonPolarityClassification":92.85,"AmazonReviewsClassification (en)":48.7,"Banking77Classification":85.69,"EmotionClassification":51.58,"ImdbClassification":87.67,"MassiveIntentClassification (en)":74.64,"MassiveScenarioClassification (en)":79.79,"MTOPDomainClassification (en)":95.36,"MTOPIntentClassification (en)":75.07,"ToxicConversationsClassification":72.92,"TweetSentimentExtractionClassification":62.22}
+{"index":193,"Rank":42,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":194,"Rank":43,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":192,"Rank":44,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
+{"index":307,"Rank":45,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.45,"AmazonCounterfactualClassification (en)":78.93,"AmazonPolarityClassification":92.85,"AmazonReviewsClassification (en)":48.7,"Banking77Classification":85.69,"EmotionClassification":51.58,"ImdbClassification":87.67,"MassiveIntentClassification (en)":74.64,"MassiveScenarioClassification (en)":79.79,"MTOPDomainClassification (en)":95.36,"MTOPIntentClassification (en)":75.07,"ToxicConversationsClassification":72.92,"TweetSentimentExtractionClassification":62.22}
{"index":165,"Rank":46,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":75.28,"AmazonCounterfactualClassification (en)":77.19,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.61,"Banking77Classification":84.73,"EmotionClassification":54.47,"ImdbClassification":91.31,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":78.28,"MTOPDomainClassification (en)":93.5,"MTOPIntentClassification (en)":71.06,"ToxicConversationsClassification":72.99,"TweetSentimentExtractionClassification":63.07}
{"index":57,"Rank":47,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.24,"AmazonCounterfactualClassification (en)":79.22,"AmazonPolarityClassification":93.75,"AmazonReviewsClassification (en)":48.61,"Banking77Classification":84.55,"EmotionClassification":49.45,"ImdbClassification":91.69,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.11,"MTOPDomainClassification (en)":94.62,"MTOPIntentClassification (en)":77.14,"ToxicConversationsClassification":70.9,"TweetSentimentExtractionClassification":60.94}
{"index":169,"Rank":48,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.24,"AmazonCounterfactualClassification (en)":79.22,"AmazonPolarityClassification":93.75,"AmazonReviewsClassification (en)":48.61,"Banking77Classification":84.55,"EmotionClassification":49.45,"ImdbClassification":91.69,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.11,"MTOPDomainClassification (en)":94.62,"MTOPIntentClassification (en)":77.14,"ToxicConversationsClassification":70.9,"TweetSentimentExtractionClassification":60.94}
{"index":277,"Rank":49,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.16,"AmazonCounterfactualClassification (en)":75.18,"AmazonPolarityClassification":93.07,"AmazonReviewsClassification (en)":48.42,"Banking77Classification":88.03,"EmotionClassification":51.93,"ImdbClassification":91.91,"MassiveIntentClassification (en)":75.91,"MassiveScenarioClassification (en)":79.43,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":76.61,"ToxicConversationsClassification":67.91,"TweetSentimentExtractionClassification":59.22}
{"index":210,"Rank":50,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.98,"AmazonCounterfactualClassification (en)":76.16,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":48.21,"Banking77Classification":86.35,"EmotionClassification":51.27,"ImdbClassification":89.72,"MassiveIntentClassification (en)":75.16,"MassiveScenarioClassification (en)":78.93,"MTOPDomainClassification (en)":93.95,"MTOPIntentClassification (en)":75.26,"ToxicConversationsClassification":72.12,"TweetSentimentExtractionClassification":59.67}
-{"index":58,"Rank":51,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
+{"index":262,"Rank":51,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":139,"Rank":52,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
-{"index":262,"Rank":53,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
+{"index":58,"Rank":53,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":8,"Rank":54,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.79,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":96.41,"AmazonReviewsClassification (en)":57.06,"Banking77Classification":81.64,"EmotionClassification":48.29,"ImdbClassification":95.49,"MassiveIntentClassification (en)":71.29,"MassiveScenarioClassification (en)":76.74,"MTOPDomainClassification (en)":96.3,"MTOPIntentClassification (en)":67.93,"ToxicConversationsClassification":75.45,"TweetSentimentExtractionClassification":59.44}
{"index":60,"Rank":55,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":74.5,"AmazonCounterfactualClassification (en)":72.39,"AmazonPolarityClassification":93.71,"AmazonReviewsClassification (en)":50.85,"Banking77Classification":85.41,"EmotionClassification":55.93,"ImdbClassification":93.57,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":77.42,"MTOPDomainClassification (en)":94.25,"MTOPIntentClassification (en)":67.51,"ToxicConversationsClassification":67.3,"TweetSentimentExtractionClassification":61.76}
{"index":35,"Rank":56,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.31,"AmazonCounterfactualClassification (en)":78.63,"AmazonPolarityClassification":94.8,"AmazonReviewsClassification (en)":51.02,"Banking77Classification":79.7,"EmotionClassification":52.74,"ImdbClassification":92.17,"MassiveIntentClassification (en)":70.01,"MassiveScenarioClassification (en)":76.34,"MTOPDomainClassification (en)":93.63,"MTOPIntentClassification (en)":64.93,"ToxicConversationsClassification":73.04,"TweetSentimentExtractionClassification":64.72}
{"index":26,"Rank":57,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":74.14,"AmazonCounterfactualClassification (en)":73.79,"AmazonPolarityClassification":92.75,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":85.74,"EmotionClassification":47.84,"ImdbClassification":90.61,"MassiveIntentClassification (en)":74.81,"MassiveScenarioClassification (en)":78.7,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":74.75,"ToxicConversationsClassification":69.89,"TweetSentimentExtractionClassification":60.51}
{"index":206,"Rank":58,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":74.14,"AmazonCounterfactualClassification (en)":74.76,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":46.16,"Banking77Classification":86.65,"EmotionClassification":49.32,"ImdbClassification":90.4,"MassiveIntentClassification (en)":73.87,"MassiveScenarioClassification (en)":78.17,"MTOPDomainClassification (en)":93.1,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":71.53,"TweetSentimentExtractionClassification":59.25}
-{"index":29,"Rank":59,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
-{"index":216,"Rank":60,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":216,"Rank":59,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":29,"Rank":60,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":31,"Rank":61,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
-{"index":30,"Rank":62,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
-{"index":28,"Rank":63,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":28,"Rank":62,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
+{"index":30,"Rank":63,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":73,"Rank":64,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":74.07,"AmazonCounterfactualClassification (en)":76.94,"AmazonPolarityClassification":85.29,"AmazonReviewsClassification (en)":47.09,"Banking77Classification":86.16,"EmotionClassification":48.88,"ImdbClassification":77.95,"MassiveIntentClassification (en)":76.65,"MassiveScenarioClassification (en)":79.99,"MTOPDomainClassification (en)":95.48,"MTOPIntentClassification (en)":82.84,"ToxicConversationsClassification":70.71,"TweetSentimentExtractionClassification":60.9}
{"index":183,"Rank":65,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.96,"AmazonCounterfactualClassification (en)":70.85,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":48.94,"Banking77Classification":84.61,"EmotionClassification":54.9,"ImdbClassification":93.14,"MassiveIntentClassification (en)":73.49,"MassiveScenarioClassification (en)":77.38,"MTOPDomainClassification (en)":93.64,"MTOPIntentClassification (en)":66.01,"ToxicConversationsClassification":71.19,"TweetSentimentExtractionClassification":61.55}
{"index":163,"Rank":66,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.86,"AmazonCounterfactualClassification (en)":88.13,"AmazonPolarityClassification":91.53,"AmazonReviewsClassification (en)":47.86,"Banking77Classification":78.51,"EmotionClassification":52.73,"ImdbClassification":88.32,"MassiveIntentClassification (en)":68.9,"MassiveScenarioClassification (en)":73.35,"MTOPDomainClassification (en)":93.89,"MTOPIntentClassification (en)":67.98,"ToxicConversationsClassification":71.05,"TweetSentimentExtractionClassification":64.13}
{"index":167,"Rank":67,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.84,"AmazonCounterfactualClassification (en)":77.78,"AmazonPolarityClassification":92.81,"AmazonReviewsClassification (en)":46.71,"Banking77Classification":83.53,"EmotionClassification":46.95,"ImdbClassification":86.15,"MassiveIntentClassification (en)":73.04,"MassiveScenarioClassification (en)":77.65,"MTOPDomainClassification (en)":93.69,"MTOPIntentClassification (en)":75.31,"ToxicConversationsClassification":72.11,"TweetSentimentExtractionClassification":60.39}
{"index":155,"Rank":68,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":73.84,"AmazonCounterfactualClassification (en)":77.78,"AmazonPolarityClassification":92.81,"AmazonReviewsClassification (en)":46.71,"Banking77Classification":83.53,"EmotionClassification":46.95,"ImdbClassification":86.15,"MassiveIntentClassification (en)":73.04,"MassiveScenarioClassification (en)":77.65,"MTOPDomainClassification (en)":93.69,"MTOPIntentClassification (en)":75.31,"ToxicConversationsClassification":72.11,"TweetSentimentExtractionClassification":60.39}
{"index":217,"Rank":69,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.65,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":90.41,"AmazonReviewsClassification (en)":47.81,"Banking77Classification":83.82,"EmotionClassification":48.81,"ImdbClassification":83.78,"MassiveIntentClassification (en)":72.76,"MassiveScenarioClassification (en)":76.7,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":75.27,"ToxicConversationsClassification":71.39,"TweetSentimentExtractionClassification":60.87}
-{"index":223,"Rank":70,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
-{"index":120,"Rank":71,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":295,"Rank":70,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":101,"Rank":71,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
{"index":136,"Rank":72,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
-{"index":101,"Rank":73,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
-{"index":214,"Rank":74,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.52,"AmazonCounterfactualClassification (en)":74.19,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.72,"Banking77Classification":85.1,"EmotionClassification":46.84,"ImdbClassification":89.35,"MassiveIntentClassification (en)":74.01,"MassiveScenarioClassification (en)":77.96,"MTOPDomainClassification (en)":92.67,"MTOPIntentClassification (en)":74.03,"ToxicConversationsClassification":69.5,"TweetSentimentExtractionClassification":60.02}
-{"index":188,"Rank":75,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
+{"index":223,"Rank":73,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":120,"Rank":74,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
+{"index":214,"Rank":75,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.52,"AmazonCounterfactualClassification (en)":74.19,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.72,"Banking77Classification":85.1,"EmotionClassification":46.84,"ImdbClassification":89.35,"MassiveIntentClassification (en)":74.01,"MassiveScenarioClassification (en)":77.96,"MTOPDomainClassification (en)":92.67,"MTOPIntentClassification (en)":74.03,"ToxicConversationsClassification":69.5,"TweetSentimentExtractionClassification":60.02}
{"index":280,"Rank":76,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
-{"index":258,"Rank":77,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":73.42,"AmazonCounterfactualClassification (en)":77.07,"AmazonPolarityClassification":92.79,"AmazonReviewsClassification (en)":48.93,"Banking77Classification":82.31,"EmotionClassification":48.57,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.44,"MassiveScenarioClassification (en)":74.82,"MTOPDomainClassification (en)":92.49,"MTOPIntentClassification (en)":68.33,"ToxicConversationsClassification":70.04,"TweetSentimentExtractionClassification":62.01}
-{"index":267,"Rank":78,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.33,"AmazonCounterfactualClassification (en)":72.63,"AmazonPolarityClassification":92.52,"AmazonReviewsClassification (en)":49.07,"Banking77Classification":86.06,"EmotionClassification":47.88,"ImdbClassification":88.46,"MassiveIntentClassification (en)":72.62,"MassiveScenarioClassification (en)":76.77,"MTOPDomainClassification (en)":93.51,"MTOPIntentClassification (en)":73.25,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":56.58}
-{"index":221,"Rank":79,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.24,"AmazonCounterfactualClassification (en)":74.27,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.97,"Banking77Classification":84.15,"EmotionClassification":47.73,"ImdbClassification":85.47,"MassiveIntentClassification (en)":73.07,"MassiveScenarioClassification (en)":76.82,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":74.27,"ToxicConversationsClassification":71.25,"TweetSentimentExtractionClassification":60.4}
-{"index":307,"Rank":80,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.21,"AmazonCounterfactualClassification (en)":76.42,"AmazonPolarityClassification":90.84,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.01,"EmotionClassification":50.63,"ImdbClassification":83.66,"MassiveIntentClassification (en)":72.86,"MassiveScenarioClassification (en)":76.84,"MTOPDomainClassification (en)":93.91,"MTOPIntentClassification (en)":70.98,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":61.72}
-{"index":168,"Rank":81,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.14,"AmazonCounterfactualClassification (en)":77.69,"AmazonPolarityClassification":90.05,"AmazonReviewsClassification (en)":43.02,"Banking77Classification":84.14,"EmotionClassification":48.05,"ImdbClassification":82.11,"MassiveIntentClassification (en)":73.22,"MassiveScenarioClassification (en)":77.39,"MTOPDomainClassification (en)":93.86,"MTOPIntentClassification (en)":76.4,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":61.21}
-{"index":135,"Rank":82,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.13,"AmazonCounterfactualClassification (en)":75.63,"AmazonPolarityClassification":91.01,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":81.93,"EmotionClassification":50.16,"ImdbClassification":87.84,"MassiveIntentClassification (en)":71.08,"MassiveScenarioClassification (en)":76.64,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":66.58,"ToxicConversationsClassification":72.6,"TweetSentimentExtractionClassification":63.71}
-{"index":164,"Rank":83,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":73.12,"AmazonCounterfactualClassification (en)":85.09,"AmazonPolarityClassification":86.54,"AmazonReviewsClassification (en)":42.96,"Banking77Classification":82.66,"EmotionClassification":53.24,"ImdbClassification":79.79,"MassiveIntentClassification (en)":71.48,"MassiveScenarioClassification (en)":76.47,"MTOPDomainClassification (en)":95.07,"MTOPIntentClassification (en)":72.26,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":61.58}
-{"index":266,"Rank":84,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":73.01,"AmazonCounterfactualClassification (en)":74.18,"AmazonPolarityClassification":91.77,"AmazonReviewsClassification (en)":48.96,"Banking77Classification":85.07,"EmotionClassification":48.65,"ImdbClassification":85.95,"MassiveIntentClassification (en)":71.47,"MassiveScenarioClassification (en)":76.38,"MTOPDomainClassification (en)":93.03,"MTOPIntentClassification (en)":72.04,"ToxicConversationsClassification":71.61,"TweetSentimentExtractionClassification":57.01}
-{"index":62,"Rank":85,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.95,"AmazonCounterfactualClassification (en)":78.19,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":47.94,"Banking77Classification":80.99,"EmotionClassification":50.21,"ImdbClassification":88.77,"MassiveIntentClassification (en)":72.02,"MassiveScenarioClassification (en)":76.6,"MTOPDomainClassification (en)":92.43,"MTOPIntentClassification (en)":69.24,"ToxicConversationsClassification":65.57,"TweetSentimentExtractionClassification":62.8}
-{"index":172,"Rank":86,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.94,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":91.27,"AmazonReviewsClassification (en)":45.88,"Banking77Classification":81.64,"EmotionClassification":47.06,"ImdbClassification":86.0,"MassiveIntentClassification (en)":71.62,"MassiveScenarioClassification (en)":76.36,"MTOPDomainClassification (en)":92.7,"MTOPIntentClassification (en)":72.56,"ToxicConversationsClassification":71.1,"TweetSentimentExtractionClassification":61.46}
-{"index":257,"Rank":87,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":72.84,"AmazonCounterfactualClassification (en)":76.01,"AmazonPolarityClassification":93.17,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":80.88,"EmotionClassification":51.95,"ImdbClassification":87.54,"MassiveIntentClassification (en)":72.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":90.73,"MTOPIntentClassification (en)":68.15,"ToxicConversationsClassification":70.95,"TweetSentimentExtractionClassification":61.21}
-{"index":128,"Rank":88,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":72.72,"AmazonCounterfactualClassification (en)":72.9,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":42.56,"Banking77Classification":84.24,"EmotionClassification":52.06,"ImdbClassification":78.54,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":76.68,"MTOPDomainClassification (en)":94.78,"MTOPIntentClassification (en)":77.72,"ToxicConversationsClassification":72.9,"TweetSentimentExtractionClassification":59.85}
-{"index":166,"Rank":89,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":72.63,"AmazonCounterfactualClassification (en)":79.72,"AmazonPolarityClassification":87.96,"AmazonReviewsClassification (en)":42.65,"Banking77Classification":83.33,"EmotionClassification":49.44,"ImdbClassification":75.96,"MassiveIntentClassification (en)":72.25,"MassiveScenarioClassification (en)":76.76,"MTOPDomainClassification (en)":93.21,"MTOPIntentClassification (en)":74.77,"ToxicConversationsClassification":74.12,"TweetSentimentExtractionClassification":61.38}
-{"index":211,"Rank":90,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.62,"AmazonCounterfactualClassification (en)":75.39,"AmazonPolarityClassification":90.73,"AmazonReviewsClassification (en)":45.49,"Banking77Classification":84.3,"EmotionClassification":46.7,"ImdbClassification":83.15,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":77.54,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":72.49,"ToxicConversationsClassification":70.92,"TweetSentimentExtractionClassification":59.49}
-{"index":162,"Rank":91,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.36,"AmazonCounterfactualClassification (en)":86.21,"AmazonPolarityClassification":88.36,"AmazonReviewsClassification (en)":44.64,"Banking77Classification":77.04,"EmotionClassification":51.76,"ImdbClassification":81.17,"MassiveIntentClassification (en)":67.48,"MassiveScenarioClassification (en)":72.59,"MTOPDomainClassification (en)":93.72,"MTOPIntentClassification (en)":70.26,"ToxicConversationsClassification":71.82,"TweetSentimentExtractionClassification":63.31}
-{"index":268,"Rank":92,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.31,"AmazonCounterfactualClassification (en)":73.22,"AmazonPolarityClassification":91.82,"AmazonReviewsClassification (en)":48.03,"Banking77Classification":84.08,"EmotionClassification":46.56,"ImdbClassification":86.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":75.64,"MTOPDomainClassification (en)":93.05,"MTOPIntentClassification (en)":69.65,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":58.22}
-{"index":256,"Rank":93,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":72.31,"AmazonCounterfactualClassification (en)":75.51,"AmazonPolarityClassification":92.87,"AmazonReviewsClassification (en)":47.12,"Banking77Classification":78.46,"EmotionClassification":51.74,"ImdbClassification":87.01,"MassiveIntentClassification (en)":71.78,"MassiveScenarioClassification (en)":73.16,"MTOPDomainClassification (en)":90.99,"MTOPIntentClassification (en)":64.98,"ToxicConversationsClassification":71.73,"TweetSentimentExtractionClassification":62.33}
-{"index":198,"Rank":94,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.25,"AmazonCounterfactualClassification (en)":66.94,"AmazonPolarityClassification":94.7,"AmazonReviewsClassification (en)":51.59,"Banking77Classification":80.34,"EmotionClassification":47.83,"ImdbClassification":89.66,"MassiveIntentClassification (en)":70.27,"MassiveScenarioClassification (en)":74.51,"MTOPDomainClassification (en)":93.77,"MTOPIntentClassification (en)":67.8,"ToxicConversationsClassification":70.85,"TweetSentimentExtractionClassification":58.71}
-{"index":74,"Rank":95,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":82.05,"AmazonReviewsClassification (en)":40.81,"Banking77Classification":86.01,"EmotionClassification":48.38,"ImdbClassification":75.33,"MassiveIntentClassification (en)":75.58,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.09,"MTOPIntentClassification (en)":77.05,"ToxicConversationsClassification":69.92,"TweetSentimentExtractionClassification":60.76}
-{"index":182,"Rank":96,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":72.13,"AmazonCounterfactualClassification (en)":73.12,"AmazonPolarityClassification":88.89,"AmazonReviewsClassification (en)":43.2,"Banking77Classification":85.36,"EmotionClassification":48.77,"ImdbClassification":78.46,"MassiveIntentClassification (en)":72.04,"MassiveScenarioClassification (en)":76.86,"MTOPDomainClassification (en)":93.43,"MTOPIntentClassification (en)":71.73,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":62.14}
-{"index":220,"Rank":97,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":72.1,"AmazonCounterfactualClassification (en)":72.94,"AmazonPolarityClassification":91.35,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.69,"EmotionClassification":45.88,"ImdbClassification":83.99,"MassiveIntentClassification (en)":71.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":72.47,"ToxicConversationsClassification":70.87,"TweetSentimentExtractionClassification":59.2}
-{"index":305,"Rank":98,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.97,"AmazonCounterfactualClassification (en)":73.96,"AmazonPolarityClassification":91.32,"AmazonReviewsClassification (en)":46.03,"Banking77Classification":83.19,"EmotionClassification":45.8,"ImdbClassification":85.93,"MassiveIntentClassification (en)":71.12,"MassiveScenarioClassification (en)":75.56,"MTOPDomainClassification (en)":92.76,"MTOPIntentClassification (en)":70.45,"ToxicConversationsClassification":68.52,"TweetSentimentExtractionClassification":58.98}
-{"index":180,"Rank":99,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":71.91,"AmazonCounterfactualClassification (en)":78.9,"AmazonPolarityClassification":87.98,"AmazonReviewsClassification (en)":42.58,"Banking77Classification":84.16,"EmotionClassification":47.88,"ImdbClassification":77.7,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":77.19,"MTOPDomainClassification (en)":92.34,"MTOPIntentClassification (en)":70.63,"ToxicConversationsClassification":72.13,"TweetSentimentExtractionClassification":61.04}
-{"index":71,"Rank":100,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":71.88,"AmazonCounterfactualClassification (en)":75.7,"AmazonPolarityClassification":80.68,"AmazonReviewsClassification (en)":40.0,"Banking77Classification":84.77,"EmotionClassification":47.08,"ImdbClassification":75.19,"MassiveIntentClassification (en)":75.01,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.47,"MTOPIntentClassification (en)":81.09,"ToxicConversationsClassification":71.85,"TweetSentimentExtractionClassification":57.61}
-{"index":174,"Rank":101,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.77,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.2,"Banking77Classification":75.88,"EmotionClassification":47.58,"ImdbClassification":90.23,"MassiveIntentClassification (en)":68.51,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":91.81,"MTOPIntentClassification (en)":64.29,"ToxicConversationsClassification":66.01,"TweetSentimentExtractionClassification":62.8}
-{"index":293,"Rank":102,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.7,"AmazonCounterfactualClassification (en)":72.88,"AmazonPolarityClassification":91.03,"AmazonReviewsClassification (en)":46.94,"Banking77Classification":83.47,"EmotionClassification":45.8,"ImdbClassification":85.01,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.29,"MTOPDomainClassification (en)":92.51,"MTOPIntentClassification (en)":69.62,"ToxicConversationsClassification":69.8,"TweetSentimentExtractionClassification":57.82}
-{"index":171,"Rank":103,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":71.67,"AmazonCounterfactualClassification (en)":76.22,"AmazonPolarityClassification":87.53,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.87,"EmotionClassification":46.86,"ImdbClassification":75.55,"MassiveIntentClassification (en)":72.22,"MassiveScenarioClassification (en)":75.78,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":72.76,"TweetSentimentExtractionClassification":63.31}
-{"index":69,"Rank":104,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":71.57,"AmazonCounterfactualClassification (en)":76.91,"AmazonPolarityClassification":79.05,"AmazonReviewsClassification (en)":40.08,"Banking77Classification":84.65,"EmotionClassification":46.58,"ImdbClassification":75.68,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":79.17,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":79.54,"ToxicConversationsClassification":71.81,"TweetSentimentExtractionClassification":57.17}
-{"index":218,"Rank":105,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":71.17,"AmazonCounterfactualClassification (en)":76.99,"AmazonPolarityClassification":87.54,"AmazonReviewsClassification (en)":46.81,"Banking77Classification":81.09,"EmotionClassification":47.65,"ImdbClassification":86.32,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":74.03,"MTOPDomainClassification (en)":92.36,"MTOPIntentClassification (en)":65.2,"ToxicConversationsClassification":72.96,"TweetSentimentExtractionClassification":55.28}
-{"index":61,"Rank":106,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.14,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":89.51,"AmazonReviewsClassification (en)":46.1,"Banking77Classification":78.46,"EmotionClassification":47.11,"ImdbClassification":87.39,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":75.25,"MTOPDomainClassification (en)":92.86,"MTOPIntentClassification (en)":64.85,"ToxicConversationsClassification":63.38,"TweetSentimentExtractionClassification":62.47}
-{"index":304,"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.93,"AmazonCounterfactualClassification (en)":75.94,"AmazonPolarityClassification":86.72,"AmazonReviewsClassification (en)":44.78,"Banking77Classification":80.66,"EmotionClassification":48.74,"ImdbClassification":77.98,"MassiveIntentClassification (en)":70.15,"MassiveScenarioClassification (en)":75.33,"MTOPDomainClassification (en)":92.13,"MTOPIntentClassification (en)":64.68,"ToxicConversationsClassification":72.29,"TweetSentimentExtractionClassification":61.81}
-{"index":20,"Rank":108,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":70.89,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":80.72,"AmazonReviewsClassification (en)":43.64,"Banking77Classification":85.36,"EmotionClassification":47.95,"ImdbClassification":74.91,"MassiveIntentClassification (en)":72.13,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":92.54,"MTOPIntentClassification (en)":72.58,"ToxicConversationsClassification":71.03,"TweetSentimentExtractionClassification":57.6}
-{"index":125,"Rank":109,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.62,"AmazonCounterfactualClassification (en)":79.31,"AmazonPolarityClassification":76.66,"AmazonReviewsClassification (en)":35.28,"Banking77Classification":84.31,"EmotionClassification":55.61,"ImdbClassification":82.39,"MassiveIntentClassification (en)":69.24,"MassiveScenarioClassification (en)":74.11,"MTOPDomainClassification (en)":90.46,"MTOPIntentClassification (en)":66.0,"ToxicConversationsClassification":74.52,"TweetSentimentExtractionClassification":59.59}
-{"index":37,"Rank":110,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.57,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":46.55,"Banking77Classification":78.12,"EmotionClassification":46.66,"ImdbClassification":85.64,"MassiveIntentClassification (en)":67.42,"MassiveScenarioClassification (en)":72.61,"MTOPDomainClassification (en)":91.86,"MTOPIntentClassification (en)":62.18,"ToxicConversationsClassification":70.66,"TweetSentimentExtractionClassification":64.46}
-{"index":197,"Rank":111,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.55,"AmazonCounterfactualClassification (en)":68.61,"AmazonPolarityClassification":93.38,"AmazonReviewsClassification (en)":50.64,"Banking77Classification":78.5,"EmotionClassification":46.37,"ImdbClassification":88.54,"MassiveIntentClassification (en)":67.24,"MassiveScenarioClassification (en)":72.98,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":59.82,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":58.89}
-{"index":300,"Rank":112,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.44,"AmazonCounterfactualClassification (en)":76.4,"AmazonPolarityClassification":92.83,"AmazonReviewsClassification (en)":47.45,"Banking77Classification":68.04,"EmotionClassification":50.33,"ImdbClassification":89.38,"MassiveIntentClassification (en)":65.17,"MassiveScenarioClassification (en)":67.67,"MTOPDomainClassification (en)":89.89,"MTOPIntentClassification (en)":64.8,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":63.35}
-{"index":115,"Rank":113,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.35,"AmazonCounterfactualClassification (en)":71.76,"AmazonPolarityClassification":86.61,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.73,"EmotionClassification":44.71,"ImdbClassification":80.54,"MassiveIntentClassification (en)":70.13,"MassiveScenarioClassification (en)":74.86,"MTOPDomainClassification (en)":91.76,"MTOPIntentClassification (en)":69.9,"ToxicConversationsClassification":70.97,"TweetSentimentExtractionClassification":58.57}
-{"index":77,"Rank":114,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.25,"AmazonCounterfactualClassification (en)":72.1,"AmazonPolarityClassification":86.69,"AmazonReviewsClassification (en)":42.7,"Banking77Classification":81.92,"EmotionClassification":45.44,"ImdbClassification":80.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":74.89,"MTOPDomainClassification (en)":92.12,"MTOPIntentClassification (en)":71.86,"ToxicConversationsClassification":65.46,"TweetSentimentExtractionClassification":58.66}
-{"index":179,"Rank":115,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.17,"AmazonCounterfactualClassification (en)":69.94,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":41.08,"Banking77Classification":82.89,"EmotionClassification":46.84,"ImdbClassification":74.45,"MassiveIntentClassification (en)":67.93,"MassiveScenarioClassification (en)":75.72,"MTOPDomainClassification (en)":92.18,"MTOPIntentClassification (en)":70.3,"ToxicConversationsClassification":72.01,"TweetSentimentExtractionClassification":61.51}
-{"index":92,"Rank":116,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":70.14,"AmazonCounterfactualClassification (en)":74.07,"AmazonPolarityClassification":82.31,"AmazonReviewsClassification (en)":41.58,"Banking77Classification":81.74,"EmotionClassification":49.92,"ImdbClassification":74.33,"MassiveIntentClassification (en)":70.0,"MassiveScenarioClassification (en)":75.03,"MTOPDomainClassification (en)":89.64,"MTOPIntentClassification (en)":70.68,"ToxicConversationsClassification":69.93,"TweetSentimentExtractionClassification":62.44}
-{"index":255,"Rank":117,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":69.81,"AmazonCounterfactualClassification (en)":75.82,"AmazonPolarityClassification":85.12,"AmazonReviewsClassification (en)":44.94,"Banking77Classification":76.48,"EmotionClassification":51.35,"ImdbClassification":77.34,"MassiveIntentClassification (en)":69.74,"MassiveScenarioClassification (en)":72.32,"MTOPDomainClassification (en)":90.34,"MTOPIntentClassification (en)":63.32,"ToxicConversationsClassification":68.2,"TweetSentimentExtractionClassification":62.71}
-{"index":173,"Rank":118,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.76,"AmazonCounterfactualClassification (en)":77.36,"AmazonPolarityClassification":91.76,"AmazonReviewsClassification (en)":47.54,"Banking77Classification":73.53,"EmotionClassification":45.68,"ImdbClassification":84.29,"MassiveIntentClassification (en)":65.71,"MassiveScenarioClassification (en)":71.57,"MTOPDomainClassification (en)":90.9,"MTOPIntentClassification (en)":61.6,"ToxicConversationsClassification":64.33,"TweetSentimentExtractionClassification":62.8}
-{"index":219,"Rank":119,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":69.7,"AmazonCounterfactualClassification (en)":69.78,"AmazonPolarityClassification":88.74,"AmazonReviewsClassification (en)":43.11,"Banking77Classification":82.78,"EmotionClassification":42.92,"ImdbClassification":80.87,"MassiveIntentClassification (en)":69.34,"MassiveScenarioClassification (en)":74.21,"MTOPDomainClassification (en)":89.61,"MTOPIntentClassification (en)":68.9,"ToxicConversationsClassification":68.16,"TweetSentimentExtractionClassification":57.99}
-{"index":196,"Rank":120,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.65,"AmazonCounterfactualClassification (en)":70.12,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":50.52,"Banking77Classification":75.59,"EmotionClassification":45.98,"ImdbClassification":90.22,"MassiveIntentClassification (en)":65.03,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":88.63,"MTOPIntentClassification (en)":58.08,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":58.25}
-{"index":228,"Rank":121,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
-{"index":189,"Rank":122,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
-{"index":190,"Rank":123,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":68.82,"AmazonCounterfactualClassification (en)":71.36,"AmazonPolarityClassification":82.9,"AmazonReviewsClassification (en)":40.89,"Banking77Classification":78.25,"EmotionClassification":44.01,"ImdbClassification":73.64,"MassiveIntentClassification (en)":67.61,"MassiveScenarioClassification (en)":69.75,"MTOPDomainClassification (en)":93.96,"MTOPIntentClassification (en)":72.5,"ToxicConversationsClassification":71.54,"TweetSentimentExtractionClassification":59.4}
-{"index":215,"Rank":124,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.55,"AmazonCounterfactualClassification (en)":70.72,"AmazonPolarityClassification":83.34,"AmazonReviewsClassification (en)":40.99,"Banking77Classification":81.25,"EmotionClassification":41.66,"ImdbClassification":74.81,"MassiveIntentClassification (en)":69.8,"MassiveScenarioClassification (en)":74.54,"MTOPDomainClassification (en)":91.22,"MTOPIntentClassification (en)":69.39,"ToxicConversationsClassification":67.44,"TweetSentimentExtractionClassification":57.48}
-{"index":108,"Rank":125,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":68.23,"AmazonCounterfactualClassification (en)":76.81,"AmazonPolarityClassification":82.83,"AmazonReviewsClassification (en)":38.93,"Banking77Classification":80.34,"EmotionClassification":46.54,"ImdbClassification":74.08,"MassiveIntentClassification (en)":66.92,"MassiveScenarioClassification (en)":72.75,"MTOPDomainClassification (en)":92.73,"MTOPIntentClassification (en)":65.18,"ToxicConversationsClassification":64.93,"TweetSentimentExtractionClassification":56.73}
-{"index":91,"Rank":126,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":68.13,"AmazonCounterfactualClassification (en)":69.22,"AmazonPolarityClassification":71.26,"AmazonReviewsClassification (en)":39.19,"Banking77Classification":84.49,"EmotionClassification":49.66,"ImdbClassification":66.64,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":72.42,"ToxicConversationsClassification":67.71,"TweetSentimentExtractionClassification":56.85}
-{"index":84,"Rank":127,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":68.13,"AmazonCounterfactualClassification (en)":71.84,"AmazonPolarityClassification":80.04,"AmazonReviewsClassification (en)":39.75,"Banking77Classification":80.92,"EmotionClassification":44.88,"ImdbClassification":71.96,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":74.16,"MTOPDomainClassification (en)":90.87,"MTOPIntentClassification (en)":68.53,"ToxicConversationsClassification":66.04,"TweetSentimentExtractionClassification":59.43}
-{"index":181,"Rank":128,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.04,"AmazonCounterfactualClassification (en)":72.36,"AmazonPolarityClassification":83.81,"AmazonReviewsClassification (en)":38.97,"Banking77Classification":80.97,"EmotionClassification":44.77,"ImdbClassification":72.21,"MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":89.93,"MTOPIntentClassification (en)":66.56,"ToxicConversationsClassification":67.96,"TweetSentimentExtractionClassification":59.6}
-{"index":114,"Rank":129,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":68.04,"AmazonCounterfactualClassification (en)":67.76,"AmazonPolarityClassification":79.75,"AmazonReviewsClassification (en)":37.45,"Banking77Classification":81.17,"EmotionClassification":44.53,"ImdbClassification":76.46,"MassiveIntentClassification (en)":68.58,"MassiveScenarioClassification (en)":73.92,"MTOPDomainClassification (en)":90.67,"MTOPIntentClassification (en)":68.29,"ToxicConversationsClassification":70.23,"TweetSentimentExtractionClassification":57.64}
-{"index":109,"Rank":130,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
-{"index":287,"Rank":131,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
-{"index":187,"Rank":132,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
-{"index":66,"Rank":133,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
-{"index":138,"Rank":134,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
-{"index":274,"Rank":135,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.9,"AmazonCounterfactualClassification (en)":76.19,"AmazonPolarityClassification":69.63,"AmazonReviewsClassification (en)":35.53,"Banking77Classification":78.13,"EmotionClassification":45.48,"ImdbClassification":64.06,"MassiveIntentClassification (en)":71.69,"MassiveScenarioClassification (en)":77.2,"MTOPDomainClassification (en)":92.94,"MTOPIntentClassification (en)":74.43,"ToxicConversationsClassification":70.17,"TweetSentimentExtractionClassification":59.31}
-{"index":76,"Rank":136,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.9,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":78.79,"AmazonReviewsClassification (en)":39.31,"Banking77Classification":80.58,"EmotionClassification":44.79,"ImdbClassification":71.53,"MassiveIntentClassification (en)":68.84,"MassiveScenarioClassification (en)":73.75,"MTOPDomainClassification (en)":90.79,"MTOPIntentClassification (en)":68.72,"ToxicConversationsClassification":66.29,"TweetSentimentExtractionClassification":59.49}
-{"index":126,"Rank":137,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":67.8,"AmazonCounterfactualClassification (en)":68.75,"AmazonPolarityClassification":81.3,"AmazonReviewsClassification (en)":38.57,"Banking77Classification":79.98,"EmotionClassification":40.09,"ImdbClassification":80.09,"MassiveIntentClassification (en)":67.58,"MassiveScenarioClassification (en)":73.47,"MTOPDomainClassification (en)":90.36,"MTOPIntentClassification (en)":66.45,"ToxicConversationsClassification":69.34,"TweetSentimentExtractionClassification":57.6}
-{"index":79,"Rank":138,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":67.77,"AmazonCounterfactualClassification (en)":73.18,"AmazonPolarityClassification":79.99,"AmazonReviewsClassification (en)":39.66,"Banking77Classification":77.95,"EmotionClassification":44.38,"ImdbClassification":73.02,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":72.36,"MTOPDomainClassification (en)":89.87,"MTOPIntentClassification (en)":71.03,"ToxicConversationsClassification":64.41,"TweetSentimentExtractionClassification":59.66}
-{"index":64,"Rank":139,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.77,"AmazonCounterfactualClassification (en)":74.28,"AmazonPolarityClassification":82.2,"AmazonReviewsClassification (en)":40.22,"Banking77Classification":80.31,"EmotionClassification":40.81,"ImdbClassification":73.7,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":89.73,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":62.52,"TweetSentimentExtractionClassification":59.6}
-{"index":185,"Rank":140,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":67.76,"AmazonCounterfactualClassification (en)":68.93,"AmazonPolarityClassification":69.14,"AmazonReviewsClassification (en)":31.38,"Banking77Classification":85.34,"EmotionClassification":45.84,"ImdbClassification":66.42,"MassiveIntentClassification (en)":72.73,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":92.83,"MTOPIntentClassification (en)":76.09,"ToxicConversationsClassification":69.13,"TweetSentimentExtractionClassification":58.16}
-{"index":75,"Rank":141,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.67,"AmazonCounterfactualClassification (en)":72.93,"AmazonPolarityClassification":74.28,"AmazonReviewsClassification (en)":36.14,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"MassiveIntentClassification (en)":69.99,"MassiveScenarioClassification (en)":75.15,"MTOPDomainClassification (en)":91.24,"MTOPIntentClassification (en)":74.08,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
-{"index":82,"Rank":142,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
+{"index":188,"Rank":77,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
+{"index":258,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":73.42,"AmazonCounterfactualClassification (en)":77.07,"AmazonPolarityClassification":92.79,"AmazonReviewsClassification (en)":48.93,"Banking77Classification":82.31,"EmotionClassification":48.57,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.44,"MassiveScenarioClassification (en)":74.82,"MTOPDomainClassification (en)":92.49,"MTOPIntentClassification (en)":68.33,"ToxicConversationsClassification":70.04,"TweetSentimentExtractionClassification":62.01}
+{"index":267,"Rank":79,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.33,"AmazonCounterfactualClassification (en)":72.63,"AmazonPolarityClassification":92.52,"AmazonReviewsClassification (en)":49.07,"Banking77Classification":86.06,"EmotionClassification":47.88,"ImdbClassification":88.46,"MassiveIntentClassification (en)":72.62,"MassiveScenarioClassification (en)":76.77,"MTOPDomainClassification (en)":93.51,"MTOPIntentClassification (en)":73.25,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":56.58}
+{"index":221,"Rank":80,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.24,"AmazonCounterfactualClassification (en)":74.27,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.97,"Banking77Classification":84.15,"EmotionClassification":47.73,"ImdbClassification":85.47,"MassiveIntentClassification (en)":73.07,"MassiveScenarioClassification (en)":76.82,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":74.27,"ToxicConversationsClassification":71.25,"TweetSentimentExtractionClassification":60.4}
+{"index":308,"Rank":81,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.21,"AmazonCounterfactualClassification (en)":76.42,"AmazonPolarityClassification":90.84,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.01,"EmotionClassification":50.63,"ImdbClassification":83.66,"MassiveIntentClassification (en)":72.86,"MassiveScenarioClassification (en)":76.84,"MTOPDomainClassification (en)":93.91,"MTOPIntentClassification (en)":70.98,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":61.72}
+{"index":168,"Rank":82,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.14,"AmazonCounterfactualClassification (en)":77.69,"AmazonPolarityClassification":90.05,"AmazonReviewsClassification (en)":43.02,"Banking77Classification":84.14,"EmotionClassification":48.05,"ImdbClassification":82.11,"MassiveIntentClassification (en)":73.22,"MassiveScenarioClassification (en)":77.39,"MTOPDomainClassification (en)":93.86,"MTOPIntentClassification (en)":76.4,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":61.21}
+{"index":135,"Rank":83,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.13,"AmazonCounterfactualClassification (en)":75.63,"AmazonPolarityClassification":91.01,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":81.93,"EmotionClassification":50.16,"ImdbClassification":87.84,"MassiveIntentClassification (en)":71.08,"MassiveScenarioClassification (en)":76.64,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":66.58,"ToxicConversationsClassification":72.6,"TweetSentimentExtractionClassification":63.71}
+{"index":164,"Rank":84,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":73.12,"AmazonCounterfactualClassification (en)":85.09,"AmazonPolarityClassification":86.54,"AmazonReviewsClassification (en)":42.96,"Banking77Classification":82.66,"EmotionClassification":53.24,"ImdbClassification":79.79,"MassiveIntentClassification (en)":71.48,"MassiveScenarioClassification (en)":76.47,"MTOPDomainClassification (en)":95.07,"MTOPIntentClassification (en)":72.26,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":61.58}
+{"index":266,"Rank":85,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":73.01,"AmazonCounterfactualClassification (en)":74.18,"AmazonPolarityClassification":91.77,"AmazonReviewsClassification (en)":48.96,"Banking77Classification":85.07,"EmotionClassification":48.65,"ImdbClassification":85.95,"MassiveIntentClassification (en)":71.47,"MassiveScenarioClassification (en)":76.38,"MTOPDomainClassification (en)":93.03,"MTOPIntentClassification (en)":72.04,"ToxicConversationsClassification":71.61,"TweetSentimentExtractionClassification":57.01}
+{"index":62,"Rank":86,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.95,"AmazonCounterfactualClassification (en)":78.19,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":47.94,"Banking77Classification":80.99,"EmotionClassification":50.21,"ImdbClassification":88.77,"MassiveIntentClassification (en)":72.02,"MassiveScenarioClassification (en)":76.6,"MTOPDomainClassification (en)":92.43,"MTOPIntentClassification (en)":69.24,"ToxicConversationsClassification":65.57,"TweetSentimentExtractionClassification":62.8}
+{"index":172,"Rank":87,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.94,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":91.27,"AmazonReviewsClassification (en)":45.88,"Banking77Classification":81.64,"EmotionClassification":47.06,"ImdbClassification":86.0,"MassiveIntentClassification (en)":71.62,"MassiveScenarioClassification (en)":76.36,"MTOPDomainClassification (en)":92.7,"MTOPIntentClassification (en)":72.56,"ToxicConversationsClassification":71.1,"TweetSentimentExtractionClassification":61.46}
+{"index":257,"Rank":88,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":72.84,"AmazonCounterfactualClassification (en)":76.01,"AmazonPolarityClassification":93.17,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":80.88,"EmotionClassification":51.95,"ImdbClassification":87.54,"MassiveIntentClassification (en)":72.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":90.73,"MTOPIntentClassification (en)":68.15,"ToxicConversationsClassification":70.95,"TweetSentimentExtractionClassification":61.21}
+{"index":128,"Rank":89,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":72.72,"AmazonCounterfactualClassification (en)":72.9,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":42.56,"Banking77Classification":84.24,"EmotionClassification":52.06,"ImdbClassification":78.54,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":76.68,"MTOPDomainClassification (en)":94.78,"MTOPIntentClassification (en)":77.72,"ToxicConversationsClassification":72.9,"TweetSentimentExtractionClassification":59.85}
+{"index":166,"Rank":90,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":72.63,"AmazonCounterfactualClassification (en)":79.72,"AmazonPolarityClassification":87.96,"AmazonReviewsClassification (en)":42.65,"Banking77Classification":83.33,"EmotionClassification":49.44,"ImdbClassification":75.96,"MassiveIntentClassification (en)":72.25,"MassiveScenarioClassification (en)":76.76,"MTOPDomainClassification (en)":93.21,"MTOPIntentClassification (en)":74.77,"ToxicConversationsClassification":74.12,"TweetSentimentExtractionClassification":61.38}
+{"index":211,"Rank":91,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.62,"AmazonCounterfactualClassification (en)":75.39,"AmazonPolarityClassification":90.73,"AmazonReviewsClassification (en)":45.49,"Banking77Classification":84.3,"EmotionClassification":46.7,"ImdbClassification":83.15,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":77.54,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":72.49,"ToxicConversationsClassification":70.92,"TweetSentimentExtractionClassification":59.49}
+{"index":162,"Rank":92,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.36,"AmazonCounterfactualClassification (en)":86.21,"AmazonPolarityClassification":88.36,"AmazonReviewsClassification (en)":44.64,"Banking77Classification":77.04,"EmotionClassification":51.76,"ImdbClassification":81.17,"MassiveIntentClassification (en)":67.48,"MassiveScenarioClassification (en)":72.59,"MTOPDomainClassification (en)":93.72,"MTOPIntentClassification (en)":70.26,"ToxicConversationsClassification":71.82,"TweetSentimentExtractionClassification":63.31}
+{"index":268,"Rank":93,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.31,"AmazonCounterfactualClassification (en)":73.22,"AmazonPolarityClassification":91.82,"AmazonReviewsClassification (en)":48.03,"Banking77Classification":84.08,"EmotionClassification":46.56,"ImdbClassification":86.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":75.64,"MTOPDomainClassification (en)":93.05,"MTOPIntentClassification (en)":69.65,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":58.22}
+{"index":256,"Rank":94,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":72.31,"AmazonCounterfactualClassification (en)":75.51,"AmazonPolarityClassification":92.87,"AmazonReviewsClassification (en)":47.12,"Banking77Classification":78.46,"EmotionClassification":51.74,"ImdbClassification":87.01,"MassiveIntentClassification (en)":71.78,"MassiveScenarioClassification (en)":73.16,"MTOPDomainClassification (en)":90.99,"MTOPIntentClassification (en)":64.98,"ToxicConversationsClassification":71.73,"TweetSentimentExtractionClassification":62.33}
+{"index":198,"Rank":95,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.25,"AmazonCounterfactualClassification (en)":66.94,"AmazonPolarityClassification":94.7,"AmazonReviewsClassification (en)":51.59,"Banking77Classification":80.34,"EmotionClassification":47.83,"ImdbClassification":89.66,"MassiveIntentClassification (en)":70.27,"MassiveScenarioClassification (en)":74.51,"MTOPDomainClassification (en)":93.77,"MTOPIntentClassification (en)":67.8,"ToxicConversationsClassification":70.85,"TweetSentimentExtractionClassification":58.71}
+{"index":74,"Rank":96,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":82.05,"AmazonReviewsClassification (en)":40.81,"Banking77Classification":86.01,"EmotionClassification":48.38,"ImdbClassification":75.33,"MassiveIntentClassification (en)":75.58,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.09,"MTOPIntentClassification (en)":77.05,"ToxicConversationsClassification":69.92,"TweetSentimentExtractionClassification":60.76}
+{"index":182,"Rank":97,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":72.13,"AmazonCounterfactualClassification (en)":73.12,"AmazonPolarityClassification":88.89,"AmazonReviewsClassification (en)":43.2,"Banking77Classification":85.36,"EmotionClassification":48.77,"ImdbClassification":78.46,"MassiveIntentClassification (en)":72.04,"MassiveScenarioClassification (en)":76.86,"MTOPDomainClassification (en)":93.43,"MTOPIntentClassification (en)":71.73,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":62.14}
+{"index":220,"Rank":98,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":72.1,"AmazonCounterfactualClassification (en)":72.94,"AmazonPolarityClassification":91.35,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.69,"EmotionClassification":45.88,"ImdbClassification":83.99,"MassiveIntentClassification (en)":71.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":72.47,"ToxicConversationsClassification":70.87,"TweetSentimentExtractionClassification":59.2}
+{"index":306,"Rank":99,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.97,"AmazonCounterfactualClassification (en)":73.96,"AmazonPolarityClassification":91.32,"AmazonReviewsClassification (en)":46.03,"Banking77Classification":83.19,"EmotionClassification":45.8,"ImdbClassification":85.93,"MassiveIntentClassification (en)":71.12,"MassiveScenarioClassification (en)":75.56,"MTOPDomainClassification (en)":92.76,"MTOPIntentClassification (en)":70.45,"ToxicConversationsClassification":68.52,"TweetSentimentExtractionClassification":58.98}
+{"index":180,"Rank":100,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":71.91,"AmazonCounterfactualClassification (en)":78.9,"AmazonPolarityClassification":87.98,"AmazonReviewsClassification (en)":42.58,"Banking77Classification":84.16,"EmotionClassification":47.88,"ImdbClassification":77.7,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":77.19,"MTOPDomainClassification (en)":92.34,"MTOPIntentClassification (en)":70.63,"ToxicConversationsClassification":72.13,"TweetSentimentExtractionClassification":61.04}
+{"index":71,"Rank":101,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":71.88,"AmazonCounterfactualClassification (en)":75.7,"AmazonPolarityClassification":80.68,"AmazonReviewsClassification (en)":40.0,"Banking77Classification":84.77,"EmotionClassification":47.08,"ImdbClassification":75.19,"MassiveIntentClassification (en)":75.01,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.47,"MTOPIntentClassification (en)":81.09,"ToxicConversationsClassification":71.85,"TweetSentimentExtractionClassification":57.61}
+{"index":174,"Rank":102,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.77,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.2,"Banking77Classification":75.88,"EmotionClassification":47.58,"ImdbClassification":90.23,"MassiveIntentClassification (en)":68.51,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":91.81,"MTOPIntentClassification (en)":64.29,"ToxicConversationsClassification":66.01,"TweetSentimentExtractionClassification":62.8}
+{"index":293,"Rank":103,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.7,"AmazonCounterfactualClassification (en)":72.88,"AmazonPolarityClassification":91.03,"AmazonReviewsClassification (en)":46.94,"Banking77Classification":83.47,"EmotionClassification":45.8,"ImdbClassification":85.01,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.29,"MTOPDomainClassification (en)":92.51,"MTOPIntentClassification (en)":69.62,"ToxicConversationsClassification":69.8,"TweetSentimentExtractionClassification":57.82}
+{"index":171,"Rank":104,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":71.67,"AmazonCounterfactualClassification (en)":76.22,"AmazonPolarityClassification":87.53,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.87,"EmotionClassification":46.86,"ImdbClassification":75.55,"MassiveIntentClassification (en)":72.22,"MassiveScenarioClassification (en)":75.78,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":72.76,"TweetSentimentExtractionClassification":63.31}
+{"index":69,"Rank":105,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":71.57,"AmazonCounterfactualClassification (en)":76.91,"AmazonPolarityClassification":79.05,"AmazonReviewsClassification (en)":40.08,"Banking77Classification":84.65,"EmotionClassification":46.58,"ImdbClassification":75.68,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":79.17,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":79.54,"ToxicConversationsClassification":71.81,"TweetSentimentExtractionClassification":57.17}
+{"index":218,"Rank":106,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":71.17,"AmazonCounterfactualClassification (en)":76.99,"AmazonPolarityClassification":87.54,"AmazonReviewsClassification (en)":46.81,"Banking77Classification":81.09,"EmotionClassification":47.65,"ImdbClassification":86.32,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":74.03,"MTOPDomainClassification (en)":92.36,"MTOPIntentClassification (en)":65.2,"ToxicConversationsClassification":72.96,"TweetSentimentExtractionClassification":55.28}
+{"index":61,"Rank":107,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.14,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":89.51,"AmazonReviewsClassification (en)":46.1,"Banking77Classification":78.46,"EmotionClassification":47.11,"ImdbClassification":87.39,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":75.25,"MTOPDomainClassification (en)":92.86,"MTOPIntentClassification (en)":64.85,"ToxicConversationsClassification":63.38,"TweetSentimentExtractionClassification":62.47}
+{"index":305,"Rank":108,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.93,"AmazonCounterfactualClassification (en)":75.94,"AmazonPolarityClassification":86.72,"AmazonReviewsClassification (en)":44.78,"Banking77Classification":80.66,"EmotionClassification":48.74,"ImdbClassification":77.98,"MassiveIntentClassification (en)":70.15,"MassiveScenarioClassification (en)":75.33,"MTOPDomainClassification (en)":92.13,"MTOPIntentClassification (en)":64.68,"ToxicConversationsClassification":72.29,"TweetSentimentExtractionClassification":61.81}
+{"index":20,"Rank":109,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":70.89,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":80.72,"AmazonReviewsClassification (en)":43.64,"Banking77Classification":85.36,"EmotionClassification":47.95,"ImdbClassification":74.91,"MassiveIntentClassification (en)":72.13,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":92.54,"MTOPIntentClassification (en)":72.58,"ToxicConversationsClassification":71.03,"TweetSentimentExtractionClassification":57.6}
+{"index":125,"Rank":110,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.62,"AmazonCounterfactualClassification (en)":79.31,"AmazonPolarityClassification":76.66,"AmazonReviewsClassification (en)":35.28,"Banking77Classification":84.31,"EmotionClassification":55.61,"ImdbClassification":82.39,"MassiveIntentClassification (en)":69.24,"MassiveScenarioClassification (en)":74.11,"MTOPDomainClassification (en)":90.46,"MTOPIntentClassification (en)":66.0,"ToxicConversationsClassification":74.52,"TweetSentimentExtractionClassification":59.59}
+{"index":37,"Rank":111,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.57,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":46.55,"Banking77Classification":78.12,"EmotionClassification":46.66,"ImdbClassification":85.64,"MassiveIntentClassification (en)":67.42,"MassiveScenarioClassification (en)":72.61,"MTOPDomainClassification (en)":91.86,"MTOPIntentClassification (en)":62.18,"ToxicConversationsClassification":70.66,"TweetSentimentExtractionClassification":64.46}
+{"index":197,"Rank":112,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.55,"AmazonCounterfactualClassification (en)":68.61,"AmazonPolarityClassification":93.38,"AmazonReviewsClassification (en)":50.64,"Banking77Classification":78.5,"EmotionClassification":46.37,"ImdbClassification":88.54,"MassiveIntentClassification (en)":67.24,"MassiveScenarioClassification (en)":72.98,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":59.82,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":58.89}
+{"index":301,"Rank":113,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.44,"AmazonCounterfactualClassification (en)":76.4,"AmazonPolarityClassification":92.83,"AmazonReviewsClassification (en)":47.45,"Banking77Classification":68.04,"EmotionClassification":50.33,"ImdbClassification":89.38,"MassiveIntentClassification (en)":65.17,"MassiveScenarioClassification (en)":67.67,"MTOPDomainClassification (en)":89.89,"MTOPIntentClassification (en)":64.8,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":63.35}
+{"index":115,"Rank":114,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.35,"AmazonCounterfactualClassification (en)":71.76,"AmazonPolarityClassification":86.61,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.73,"EmotionClassification":44.71,"ImdbClassification":80.54,"MassiveIntentClassification (en)":70.13,"MassiveScenarioClassification (en)":74.86,"MTOPDomainClassification (en)":91.76,"MTOPIntentClassification (en)":69.9,"ToxicConversationsClassification":70.97,"TweetSentimentExtractionClassification":58.57}
+{"index":77,"Rank":115,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.25,"AmazonCounterfactualClassification (en)":72.1,"AmazonPolarityClassification":86.69,"AmazonReviewsClassification (en)":42.7,"Banking77Classification":81.92,"EmotionClassification":45.44,"ImdbClassification":80.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":74.89,"MTOPDomainClassification (en)":92.12,"MTOPIntentClassification (en)":71.86,"ToxicConversationsClassification":65.46,"TweetSentimentExtractionClassification":58.66}
+{"index":179,"Rank":116,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.17,"AmazonCounterfactualClassification (en)":69.94,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":41.08,"Banking77Classification":82.89,"EmotionClassification":46.84,"ImdbClassification":74.45,"MassiveIntentClassification (en)":67.93,"MassiveScenarioClassification (en)":75.72,"MTOPDomainClassification (en)":92.18,"MTOPIntentClassification (en)":70.3,"ToxicConversationsClassification":72.01,"TweetSentimentExtractionClassification":61.51}
+{"index":92,"Rank":117,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":70.14,"AmazonCounterfactualClassification (en)":74.07,"AmazonPolarityClassification":82.31,"AmazonReviewsClassification (en)":41.58,"Banking77Classification":81.74,"EmotionClassification":49.92,"ImdbClassification":74.33,"MassiveIntentClassification (en)":70.0,"MassiveScenarioClassification (en)":75.03,"MTOPDomainClassification (en)":89.64,"MTOPIntentClassification (en)":70.68,"ToxicConversationsClassification":69.93,"TweetSentimentExtractionClassification":62.44}
+{"index":255,"Rank":118,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":69.81,"AmazonCounterfactualClassification (en)":75.82,"AmazonPolarityClassification":85.12,"AmazonReviewsClassification (en)":44.94,"Banking77Classification":76.48,"EmotionClassification":51.35,"ImdbClassification":77.34,"MassiveIntentClassification (en)":69.74,"MassiveScenarioClassification (en)":72.32,"MTOPDomainClassification (en)":90.34,"MTOPIntentClassification (en)":63.32,"ToxicConversationsClassification":68.2,"TweetSentimentExtractionClassification":62.71}
+{"index":173,"Rank":119,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.76,"AmazonCounterfactualClassification (en)":77.36,"AmazonPolarityClassification":91.76,"AmazonReviewsClassification (en)":47.54,"Banking77Classification":73.53,"EmotionClassification":45.68,"ImdbClassification":84.29,"MassiveIntentClassification (en)":65.71,"MassiveScenarioClassification (en)":71.57,"MTOPDomainClassification (en)":90.9,"MTOPIntentClassification (en)":61.6,"ToxicConversationsClassification":64.33,"TweetSentimentExtractionClassification":62.8}
+{"index":219,"Rank":120,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":69.7,"AmazonCounterfactualClassification (en)":69.78,"AmazonPolarityClassification":88.74,"AmazonReviewsClassification (en)":43.11,"Banking77Classification":82.78,"EmotionClassification":42.92,"ImdbClassification":80.87,"MassiveIntentClassification (en)":69.34,"MassiveScenarioClassification (en)":74.21,"MTOPDomainClassification (en)":89.61,"MTOPIntentClassification (en)":68.9,"ToxicConversationsClassification":68.16,"TweetSentimentExtractionClassification":57.99}
+{"index":196,"Rank":121,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.65,"AmazonCounterfactualClassification (en)":70.12,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":50.52,"Banking77Classification":75.59,"EmotionClassification":45.98,"ImdbClassification":90.22,"MassiveIntentClassification (en)":65.03,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":88.63,"MTOPIntentClassification (en)":58.08,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":58.25}
+{"index":228,"Rank":122,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
+{"index":189,"Rank":123,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
+{"index":190,"Rank":124,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":68.82,"AmazonCounterfactualClassification (en)":71.36,"AmazonPolarityClassification":82.9,"AmazonReviewsClassification (en)":40.89,"Banking77Classification":78.25,"EmotionClassification":44.01,"ImdbClassification":73.64,"MassiveIntentClassification (en)":67.61,"MassiveScenarioClassification (en)":69.75,"MTOPDomainClassification (en)":93.96,"MTOPIntentClassification (en)":72.5,"ToxicConversationsClassification":71.54,"TweetSentimentExtractionClassification":59.4}
+{"index":215,"Rank":125,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.55,"AmazonCounterfactualClassification (en)":70.72,"AmazonPolarityClassification":83.34,"AmazonReviewsClassification (en)":40.99,"Banking77Classification":81.25,"EmotionClassification":41.66,"ImdbClassification":74.81,"MassiveIntentClassification (en)":69.8,"MassiveScenarioClassification (en)":74.54,"MTOPDomainClassification (en)":91.22,"MTOPIntentClassification (en)":69.39,"ToxicConversationsClassification":67.44,"TweetSentimentExtractionClassification":57.48}
+{"index":108,"Rank":126,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":68.23,"AmazonCounterfactualClassification (en)":76.81,"AmazonPolarityClassification":82.83,"AmazonReviewsClassification (en)":38.93,"Banking77Classification":80.34,"EmotionClassification":46.54,"ImdbClassification":74.08,"MassiveIntentClassification (en)":66.92,"MassiveScenarioClassification (en)":72.75,"MTOPDomainClassification (en)":92.73,"MTOPIntentClassification (en)":65.18,"ToxicConversationsClassification":64.93,"TweetSentimentExtractionClassification":56.73}
+{"index":91,"Rank":127,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":68.13,"AmazonCounterfactualClassification (en)":69.22,"AmazonPolarityClassification":71.26,"AmazonReviewsClassification (en)":39.19,"Banking77Classification":84.49,"EmotionClassification":49.66,"ImdbClassification":66.64,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":72.42,"ToxicConversationsClassification":67.71,"TweetSentimentExtractionClassification":56.85}
+{"index":84,"Rank":128,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":68.13,"AmazonCounterfactualClassification (en)":71.84,"AmazonPolarityClassification":80.04,"AmazonReviewsClassification (en)":39.75,"Banking77Classification":80.92,"EmotionClassification":44.88,"ImdbClassification":71.96,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":74.16,"MTOPDomainClassification (en)":90.87,"MTOPIntentClassification (en)":68.53,"ToxicConversationsClassification":66.04,"TweetSentimentExtractionClassification":59.43}
+{"index":181,"Rank":129,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.04,"AmazonCounterfactualClassification (en)":72.36,"AmazonPolarityClassification":83.81,"AmazonReviewsClassification (en)":38.97,"Banking77Classification":80.97,"EmotionClassification":44.77,"ImdbClassification":72.21,"MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":89.93,"MTOPIntentClassification (en)":66.56,"ToxicConversationsClassification":67.96,"TweetSentimentExtractionClassification":59.6}
+{"index":114,"Rank":130,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":68.04,"AmazonCounterfactualClassification (en)":67.76,"AmazonPolarityClassification":79.75,"AmazonReviewsClassification (en)":37.45,"Banking77Classification":81.17,"EmotionClassification":44.53,"ImdbClassification":76.46,"MassiveIntentClassification (en)":68.58,"MassiveScenarioClassification (en)":73.92,"MTOPDomainClassification (en)":90.67,"MTOPIntentClassification (en)":68.29,"ToxicConversationsClassification":70.23,"TweetSentimentExtractionClassification":57.64}
+{"index":109,"Rank":131,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
+{"index":287,"Rank":132,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
+{"index":187,"Rank":133,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
+{"index":66,"Rank":134,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
+{"index":138,"Rank":135,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
+{"index":274,"Rank":136,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.9,"AmazonCounterfactualClassification (en)":76.19,"AmazonPolarityClassification":69.63,"AmazonReviewsClassification (en)":35.53,"Banking77Classification":78.13,"EmotionClassification":45.48,"ImdbClassification":64.06,"MassiveIntentClassification (en)":71.69,"MassiveScenarioClassification (en)":77.2,"MTOPDomainClassification (en)":92.94,"MTOPIntentClassification (en)":74.43,"ToxicConversationsClassification":70.17,"TweetSentimentExtractionClassification":59.31}
+{"index":76,"Rank":137,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.9,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":78.79,"AmazonReviewsClassification (en)":39.31,"Banking77Classification":80.58,"EmotionClassification":44.79,"ImdbClassification":71.53,"MassiveIntentClassification (en)":68.84,"MassiveScenarioClassification (en)":73.75,"MTOPDomainClassification (en)":90.79,"MTOPIntentClassification (en)":68.72,"ToxicConversationsClassification":66.29,"TweetSentimentExtractionClassification":59.49}
+{"index":126,"Rank":138,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":67.8,"AmazonCounterfactualClassification (en)":68.75,"AmazonPolarityClassification":81.3,"AmazonReviewsClassification (en)":38.57,"Banking77Classification":79.98,"EmotionClassification":40.09,"ImdbClassification":80.09,"MassiveIntentClassification (en)":67.58,"MassiveScenarioClassification (en)":73.47,"MTOPDomainClassification (en)":90.36,"MTOPIntentClassification (en)":66.45,"ToxicConversationsClassification":69.34,"TweetSentimentExtractionClassification":57.6}
+{"index":79,"Rank":139,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":67.77,"AmazonCounterfactualClassification (en)":73.18,"AmazonPolarityClassification":79.99,"AmazonReviewsClassification (en)":39.66,"Banking77Classification":77.95,"EmotionClassification":44.38,"ImdbClassification":73.02,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":72.36,"MTOPDomainClassification (en)":89.87,"MTOPIntentClassification (en)":71.03,"ToxicConversationsClassification":64.41,"TweetSentimentExtractionClassification":59.66}
+{"index":64,"Rank":140,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.77,"AmazonCounterfactualClassification (en)":74.28,"AmazonPolarityClassification":82.2,"AmazonReviewsClassification (en)":40.22,"Banking77Classification":80.31,"EmotionClassification":40.81,"ImdbClassification":73.7,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":89.73,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":62.52,"TweetSentimentExtractionClassification":59.6}
+{"index":185,"Rank":141,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":67.76,"AmazonCounterfactualClassification (en)":68.93,"AmazonPolarityClassification":69.14,"AmazonReviewsClassification (en)":31.38,"Banking77Classification":85.34,"EmotionClassification":45.84,"ImdbClassification":66.42,"MassiveIntentClassification (en)":72.73,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":92.83,"MTOPIntentClassification (en)":76.09,"ToxicConversationsClassification":69.13,"TweetSentimentExtractionClassification":58.16}
+{"index":75,"Rank":142,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.67,"AmazonCounterfactualClassification (en)":72.93,"AmazonPolarityClassification":74.28,"AmazonReviewsClassification (en)":36.14,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"MassiveIntentClassification (en)":69.99,"MassiveScenarioClassification (en)":75.15,"MTOPDomainClassification (en)":91.24,"MTOPIntentClassification (en)":74.08,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
{"index":83,"Rank":143,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
-{"index":254,"Rank":144,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.46,"AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.52,"Banking77Classification":81.1,"EmotionClassification":45.85,"ImdbClassification":64.58,"MassiveIntentClassification (en)":69.32,"MassiveScenarioClassification (en)":75.35,"MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":65.56,"TweetSentimentExtractionClassification":59.04}
-{"index":250,"Rank":145,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.41,"AmazonCounterfactualClassification (en)":67.3,"AmazonPolarityClassification":75.05,"AmazonReviewsClassification (en)":37.3,"Banking77Classification":82.32,"EmotionClassification":43.19,"ImdbClassification":70.8,"MassiveIntentClassification (en)":70.61,"MassiveScenarioClassification (en)":77.77,"MTOPDomainClassification (en)":93.84,"MTOPIntentClassification (en)":67.71,"ToxicConversationsClassification":68.48,"TweetSentimentExtractionClassification":54.54}
-{"index":229,"Rank":146,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":67.32,"AmazonCounterfactualClassification (en)":75.75,"AmazonPolarityClassification":82.47,"AmazonReviewsClassification (en)":39.6,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"MassiveIntentClassification (en)":65.95,"MassiveScenarioClassification (en)":70.78,"MTOPDomainClassification (en)":84.29,"MTOPIntentClassification (en)":63.14,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
-{"index":49,"Rank":147,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":67.3,"AmazonCounterfactualClassification (en)":69.73,"AmazonPolarityClassification":86.9,"AmazonReviewsClassification (en)":44.05,"Banking77Classification":75.41,"EmotionClassification":41.99,"ImdbClassification":79.54,"MassiveIntentClassification (en)":63.34,"MassiveScenarioClassification (en)":72.37,"MTOPDomainClassification (en)":89.67,"MTOPIntentClassification (en)":60.28,"ToxicConversationsClassification":67.94,"TweetSentimentExtractionClassification":56.41}
-{"index":248,"Rank":148,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":67.14,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":73.92,"AmazonReviewsClassification (en)":37.21,"Banking77Classification":81.21,"EmotionClassification":46.33,"ImdbClassification":70.86,"MassiveIntentClassification (en)":70.06,"MassiveScenarioClassification (en)":75.49,"MTOPDomainClassification (en)":94.01,"MTOPIntentClassification (en)":63.86,"ToxicConversationsClassification":68.65,"TweetSentimentExtractionClassification":54.09}
-{"index":90,"Rank":149,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":67.13,"AmazonCounterfactualClassification (en)":67.57,"AmazonPolarityClassification":71.44,"AmazonReviewsClassification (en)":35.75,"Banking77Classification":83.22,"EmotionClassification":49.21,"ImdbClassification":63.53,"MassiveIntentClassification (en)":69.01,"MassiveScenarioClassification (en)":75.9,"MTOPDomainClassification (en)":92.56,"MTOPIntentClassification (en)":71.85,"ToxicConversationsClassification":68.84,"TweetSentimentExtractionClassification":56.69}
-{"index":249,"Rank":150,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":67.11,"AmazonCounterfactualClassification (en)":68.6,"AmazonPolarityClassification":74.58,"AmazonReviewsClassification (en)":38.2,"Banking77Classification":82.22,"EmotionClassification":45.54,"ImdbClassification":68.15,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.94,"MTOPDomainClassification (en)":93.6,"MTOPIntentClassification (en)":65.93,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":54.77}
-{"index":107,"Rank":151,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
-{"index":286,"Rank":152,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
-{"index":176,"Rank":153,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.03,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":88.61,"AmazonReviewsClassification (en)":45.75,"Banking77Classification":70.44,"EmotionClassification":42.86,"ImdbClassification":79.57,"MassiveIntentClassification (en)":63.87,"MassiveScenarioClassification (en)":69.28,"MTOPDomainClassification (en)":88.99,"MTOPIntentClassification (en)":56.69,"ToxicConversationsClassification":63.59,"TweetSentimentExtractionClassification":62.79}
-{"index":147,"Rank":154,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.95,"AmazonCounterfactualClassification (en)":67.06,"AmazonPolarityClassification":70.41,"AmazonReviewsClassification (en)":33.21,"Banking77Classification":82.73,"EmotionClassification":43.47,"ImdbClassification":67.3,"MassiveIntentClassification (en)":71.77,"MassiveScenarioClassification (en)":77.85,"MTOPDomainClassification (en)":91.82,"MTOPIntentClassification (en)":74.7,"ToxicConversationsClassification":67.48,"TweetSentimentExtractionClassification":55.62}
-{"index":224,"Rank":155,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.68,"AmazonCounterfactualClassification (en)":72.19,"AmazonPolarityClassification":68.63,"AmazonReviewsClassification (en)":37.42,"Banking77Classification":80.02,"EmotionClassification":44.77,"ImdbClassification":67.04,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":76.0,"MTOPDomainClassification (en)":93.18,"MTOPIntentClassification (en)":69.31,"ToxicConversationsClassification":67.77,"TweetSentimentExtractionClassification":56.1}
-{"index":87,"Rank":156,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":66.52,"AmazonCounterfactualClassification (en)":65.21,"AmazonPolarityClassification":73.21,"AmazonReviewsClassification (en)":34.96,"Banking77Classification":82.06,"EmotionClassification":46.39,"ImdbClassification":64.05,"MassiveIntentClassification (en)":68.65,"MassiveScenarioClassification (en)":76.04,"MTOPDomainClassification (en)":92.08,"MTOPIntentClassification (en)":71.19,"ToxicConversationsClassification":68.73,"TweetSentimentExtractionClassification":55.67}
-{"index":222,"Rank":157,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":66.48,"AmazonCounterfactualClassification (en)":66.85,"AmazonPolarityClassification":85.92,"AmazonReviewsClassification (en)":41.02,"Banking77Classification":80.63,"EmotionClassification":40.55,"ImdbClassification":76.6,"MassiveIntentClassification (en)":64.95,"MassiveScenarioClassification (en)":70.38,"MTOPDomainClassification (en)":86.31,"MTOPIntentClassification (en)":62.77,"ToxicConversationsClassification":66.53,"TweetSentimentExtractionClassification":55.23}
-{"index":113,"Rank":158,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":66.35,"AmazonCounterfactualClassification (en)":66.27,"AmazonPolarityClassification":75.37,"AmazonReviewsClassification (en)":35.81,"Banking77Classification":80.58,"EmotionClassification":42.47,"ImdbClassification":70.7,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":90.25,"MTOPIntentClassification (en)":67.95,"ToxicConversationsClassification":69.21,"TweetSentimentExtractionClassification":56.71}
-{"index":134,"Rank":159,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":66.19,"AmazonCounterfactualClassification (en)":68.06,"AmazonPolarityClassification":68.97,"AmazonReviewsClassification (en)":33.86,"Banking77Classification":84.33,"EmotionClassification":44.87,"ImdbClassification":61.77,"MassiveIntentClassification (en)":69.67,"MassiveScenarioClassification (en)":75.34,"MTOPDomainClassification (en)":93.68,"MTOPIntentClassification (en)":71.34,"ToxicConversationsClassification":66.55,"TweetSentimentExtractionClassification":55.85}
-{"index":184,"Rank":160,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.07,"AmazonCounterfactualClassification (en)":66.73,"AmazonPolarityClassification":67.61,"AmazonReviewsClassification (en)":31.18,"Banking77Classification":84.06,"EmotionClassification":44.68,"ImdbClassification":63.87,"MassiveIntentClassification (en)":71.09,"MassiveScenarioClassification (en)":76.25,"MTOPDomainClassification (en)":91.53,"MTOPIntentClassification (en)":72.83,"ToxicConversationsClassification":66.15,"TweetSentimentExtractionClassification":56.85}
-{"index":265,"Rank":161,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":66.01,"AmazonCounterfactualClassification (en)":77.94,"AmazonPolarityClassification":76.0,"AmazonReviewsClassification (en)":37.18,"Banking77Classification":75.5,"EmotionClassification":45.21,"ImdbClassification":68.85,"MassiveIntentClassification (en)":66.32,"MassiveScenarioClassification (en)":70.62,"MTOPDomainClassification (en)":85.38,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":67.08,"TweetSentimentExtractionClassification":57.57}
-{"index":308,"Rank":162,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.94,"AmazonCounterfactualClassification (en)":74.16,"AmazonPolarityClassification":61.91,"AmazonReviewsClassification (en)":32.06,"Banking77Classification":82.05,"EmotionClassification":46.65,"ImdbClassification":65.02,"MassiveIntentClassification (en)":68.48,"MassiveScenarioClassification (en)":74.98,"MTOPDomainClassification (en)":93.17,"MTOPIntentClassification (en)":71.1,"ToxicConversationsClassification":68.15,"TweetSentimentExtractionClassification":53.57}
-{"index":276,"Rank":163,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.78,"AmazonCounterfactualClassification (en)":70.81,"AmazonPolarityClassification":67.05,"AmazonReviewsClassification (en)":35.85,"Banking77Classification":74.67,"EmotionClassification":42.31,"ImdbClassification":63.69,"MassiveIntentClassification (en)":69.05,"MassiveScenarioClassification (en)":75.8,"MTOPDomainClassification (en)":92.48,"MTOPIntentClassification (en)":70.27,"ToxicConversationsClassification":68.22,"TweetSentimentExtractionClassification":59.19}
-{"index":80,"Rank":164,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":65.72,"AmazonCounterfactualClassification (en)":70.4,"AmazonPolarityClassification":82.04,"AmazonReviewsClassification (en)":42.41,"Banking77Classification":71.07,"EmotionClassification":46.78,"ImdbClassification":74.6,"MassiveIntentClassification (en)":62.27,"MassiveScenarioClassification (en)":68.22,"MTOPDomainClassification (en)":88.24,"MTOPIntentClassification (en)":54.94,"ToxicConversationsClassification":65.15,"TweetSentimentExtractionClassification":62.54}
-{"index":111,"Rank":165,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
-{"index":290,"Rank":166,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
-{"index":247,"Rank":167,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.25,"AmazonCounterfactualClassification (en)":69.33,"AmazonPolarityClassification":67.82,"AmazonReviewsClassification (en)":38.48,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"MassiveIntentClassification (en)":67.05,"MassiveScenarioClassification (en)":75.4,"MTOPDomainClassification (en)":92.42,"MTOPIntentClassification (en)":62.44,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
-{"index":242,"Rank":168,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.03,"AmazonCounterfactualClassification (en)":65.03,"AmazonPolarityClassification":67.14,"AmazonReviewsClassification (en)":31.44,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"MassiveIntentClassification (en)":69.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.89,"MTOPIntentClassification (en)":68.27,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
-{"index":78,"Rank":169,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":64.86,"AmazonCounterfactualClassification (en)":69.6,"AmazonPolarityClassification":82.09,"AmazonReviewsClassification (en)":41.94,"Banking77Classification":67.13,"EmotionClassification":45.79,"ImdbClassification":74.95,"MassiveIntentClassification (en)":61.52,"MassiveScenarioClassification (en)":67.04,"MTOPDomainClassification (en)":87.27,"MTOPIntentClassification (en)":54.66,"ToxicConversationsClassification":64.47,"TweetSentimentExtractionClassification":61.8}
-{"index":67,"Rank":170,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.85,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":70.19,"AmazonReviewsClassification (en)":34.29,"Banking77Classification":75.89,"EmotionClassification":40.26,"ImdbClassification":61.14,"MassiveIntentClassification (en)":65.6,"MassiveScenarioClassification (en)":70.37,"MTOPDomainClassification (en)":87.22,"MTOPIntentClassification (en)":69.45,"ToxicConversationsClassification":70.26,"TweetSentimentExtractionClassification":54.49}
-{"index":251,"Rank":171,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.71,"AmazonCounterfactualClassification (en)":64.06,"AmazonPolarityClassification":66.88,"AmazonReviewsClassification (en)":34.85,"Banking77Classification":82.35,"EmotionClassification":41.91,"ImdbClassification":60.17,"MassiveIntentClassification (en)":70.4,"MassiveScenarioClassification (en)":73.73,"MTOPDomainClassification (en)":91.34,"MTOPIntentClassification (en)":71.07,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":55.74}
-{"index":246,"Rank":172,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":64.67,"AmazonCounterfactualClassification (en)":71.81,"AmazonPolarityClassification":68.0,"AmazonReviewsClassification (en)":35.45,"Banking77Classification":71.48,"EmotionClassification":40.04,"ImdbClassification":61.52,"MassiveIntentClassification (en)":66.71,"MassiveScenarioClassification (en)":74.0,"MTOPDomainClassification (en)":91.59,"MTOPIntentClassification (en)":66.4,"ToxicConversationsClassification":69.09,"TweetSentimentExtractionClassification":59.97}
-{"index":86,"Rank":173,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":64.56,"AmazonCounterfactualClassification (en)":69.57,"AmazonPolarityClassification":74.74,"AmazonReviewsClassification (en)":35.36,"Banking77Classification":77.51,"EmotionClassification":39.09,"ImdbClassification":67.87,"MassiveIntentClassification (en)":65.15,"MassiveScenarioClassification (en)":70.75,"MTOPDomainClassification (en)":89.98,"MTOPIntentClassification (en)":66.43,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":54.26}
-{"index":273,"Rank":174,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.45,"AmazonCounterfactualClassification (en)":70.67,"AmazonPolarityClassification":67.73,"AmazonReviewsClassification (en)":32.62,"Banking77Classification":74.12,"EmotionClassification":38.64,"ImdbClassification":68.43,"MassiveIntentClassification (en)":67.23,"MassiveScenarioClassification (en)":72.79,"MTOPDomainClassification (en)":90.12,"MTOPIntentClassification (en)":65.0,"ToxicConversationsClassification":68.99,"TweetSentimentExtractionClassification":57.01}
-{"index":253,"Rank":175,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.31,"AmazonCounterfactualClassification (en)":71.57,"AmazonPolarityClassification":69.21,"AmazonReviewsClassification (en)":35.11,"Banking77Classification":79.77,"EmotionClassification":42.37,"ImdbClassification":60.46,"MassiveIntentClassification (en)":66.89,"MassiveScenarioClassification (en)":71.54,"MTOPDomainClassification (en)":87.06,"MTOPIntentClassification (en)":65.52,"ToxicConversationsClassification":66.07,"TweetSentimentExtractionClassification":56.12}
-{"index":205,"Rank":176,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.67,"AmazonCounterfactualClassification (en)":61.99,"AmazonPolarityClassification":64.75,"AmazonReviewsClassification (en)":29.79,"Banking77Classification":82.92,"EmotionClassification":40.56,"ImdbClassification":61.71,"MassiveIntentClassification (en)":68.72,"MassiveScenarioClassification (en)":74.39,"MTOPDomainClassification (en)":91.45,"MTOPIntentClassification (en)":70.03,"ToxicConversationsClassification":65.33,"TweetSentimentExtractionClassification":52.41}
-{"index":85,"Rank":177,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":63.54,"AmazonCounterfactualClassification (en)":66.84,"AmazonPolarityClassification":70.48,"AmazonReviewsClassification (en)":33.65,"Banking77Classification":78.04,"EmotionClassification":39.18,"ImdbClassification":65.14,"MassiveIntentClassification (en)":65.32,"MassiveScenarioClassification (en)":70.51,"MTOPDomainClassification (en)":89.27,"MTOPIntentClassification (en)":65.36,"ToxicConversationsClassification":63.92,"TweetSentimentExtractionClassification":54.8}
-{"index":275,"Rank":178,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":69.84,"AmazonPolarityClassification":65.24,"AmazonReviewsClassification (en)":33.95,"Banking77Classification":72.79,"EmotionClassification":35.6,"ImdbClassification":66.32,"MassiveIntentClassification (en)":66.12,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":90.4,"MTOPIntentClassification (en)":62.28,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":57.24}
-{"index":156,"Rank":179,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":81.49,"AmazonPolarityClassification":62.73,"AmazonReviewsClassification (en)":31.55,"Banking77Classification":73.5,"EmotionClassification":38.29,"ImdbClassification":55.75,"MassiveIntentClassification (en)":64.37,"MassiveScenarioClassification (en)":69.05,"MTOPDomainClassification (en)":89.92,"MTOPIntentClassification (en)":70.85,"ToxicConversationsClassification":67.28,"TweetSentimentExtractionClassification":56.23}
-{"index":240,"Rank":180,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":63.21,"AmazonCounterfactualClassification (en)":65.28,"AmazonPolarityClassification":62.98,"AmazonReviewsClassification (en)":30.79,"Banking77Classification":80.4,"EmotionClassification":41.17,"ImdbClassification":59.76,"MassiveIntentClassification (en)":67.15,"MassiveScenarioClassification (en)":74.58,"MTOPDomainClassification (en)":91.9,"MTOPIntentClassification (en)":62.84,"ToxicConversationsClassification":67.47,"TweetSentimentExtractionClassification":54.25}
-{"index":272,"Rank":181,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.05,"AmazonCounterfactualClassification (en)":65.69,"AmazonPolarityClassification":67.01,"AmazonReviewsClassification (en)":33.23,"Banking77Classification":72.47,"EmotionClassification":46.51,"ImdbClassification":68.33,"MassiveIntentClassification (en)":62.09,"MassiveScenarioClassification (en)":71.3,"MTOPDomainClassification (en)":87.56,"MTOPIntentClassification (en)":55.54,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":55.77}
-{"index":112,"Rank":182,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":62.94,"AmazonCounterfactualClassification (en)":65.09,"AmazonPolarityClassification":70.04,"AmazonReviewsClassification (en)":35.34,"Banking77Classification":76.37,"EmotionClassification":41.84,"ImdbClassification":62.8,"MassiveIntentClassification (en)":63.51,"MassiveScenarioClassification (en)":71.01,"MTOPDomainClassification (en)":90.8,"MTOPIntentClassification (en)":58.01,"ToxicConversationsClassification":64.31,"TweetSentimentExtractionClassification":56.19}
-{"index":81,"Rank":183,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":62.81,"AmazonCounterfactualClassification (en)":68.82,"AmazonPolarityClassification":77.12,"AmazonReviewsClassification (en)":40.94,"Banking77Classification":69.56,"EmotionClassification":46.22,"ImdbClassification":62.17,"MassiveIntentClassification (en)":59.03,"MassiveScenarioClassification (en)":66.59,"MTOPDomainClassification (en)":86.69,"MTOPIntentClassification (en)":49.7,"ToxicConversationsClassification":66.1,"TweetSentimentExtractionClassification":60.78}
-{"index":239,"Rank":184,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":62.71,"AmazonCounterfactualClassification (en)":75.93,"AmazonPolarityClassification":68.95,"AmazonReviewsClassification (en)":35.8,"Banking77Classification":69.85,"EmotionClassification":37.22,"ImdbClassification":62.04,"MassiveIntentClassification (en)":61.46,"MassiveScenarioClassification (en)":66.41,"MTOPDomainClassification (en)":86.06,"MTOPIntentClassification (en)":63.03,"ToxicConversationsClassification":66.9,"TweetSentimentExtractionClassification":58.82}
-{"index":241,"Rank":185,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":62.62,"AmazonCounterfactualClassification (en)":63.64,"AmazonPolarityClassification":64.26,"AmazonReviewsClassification (en)":30.85,"Banking77Classification":80.04,"EmotionClassification":40.83,"ImdbClassification":61.76,"MassiveIntentClassification (en)":66.94,"MassiveScenarioClassification (en)":73.81,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":61.55,"ToxicConversationsClassification":62.09,"TweetSentimentExtractionClassification":54.04}
-{"index":230,"Rank":186,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":62.5,"AmazonCounterfactualClassification (en)":67.09,"AmazonPolarityClassification":74.48,"AmazonReviewsClassification (en)":33.85,"Banking77Classification":73.55,"EmotionClassification":42.22,"ImdbClassification":69.63,"MassiveIntentClassification (en)":59.84,"MassiveScenarioClassification (en)":66.25,"MTOPDomainClassification (en)":81.71,"MTOPIntentClassification (en)":59.23,"ToxicConversationsClassification":68.82,"TweetSentimentExtractionClassification":53.36}
-{"index":261,"Rank":187,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.23,"AmazonCounterfactualClassification (en)":70.97,"AmazonPolarityClassification":66.1,"AmazonReviewsClassification (en)":33.13,"Banking77Classification":78.08,"EmotionClassification":43.35,"ImdbClassification":59.35,"MassiveIntentClassification (en)":63.83,"MassiveScenarioClassification (en)":66.96,"MTOPDomainClassification (en)":81.05,"MTOPIntentClassification (en)":62.79,"ToxicConversationsClassification":65.97,"TweetSentimentExtractionClassification":55.22}
-{"index":151,"Rank":188,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":61.67,"AmazonCounterfactualClassification (en)":61.79,"AmazonPolarityClassification":62.36,"AmazonReviewsClassification (en)":29.59,"Banking77Classification":78.6,"EmotionClassification":39.6,"ImdbClassification":61.22,"MassiveIntentClassification (en)":66.78,"MassiveScenarioClassification (en)":73.78,"MTOPDomainClassification (en)":89.97,"MTOPIntentClassification (en)":59.57,"ToxicConversationsClassification":65.12,"TweetSentimentExtractionClassification":51.63}
-{"index":133,"Rank":189,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.66,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":71.33,"AmazonReviewsClassification (en)":33.56,"Banking77Classification":63.41,"EmotionClassification":35.28,"ImdbClassification":65.35,"MassiveIntentClassification (en)":59.88,"MassiveScenarioClassification (en)":64.28,"MTOPDomainClassification (en)":82.63,"MTOPIntentClassification (en)":68.14,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":51.81}
-{"index":89,"Rank":190,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":61.46,"AmazonCounterfactualClassification (en)":65.88,"AmazonPolarityClassification":74.94,"AmazonReviewsClassification (en)":35.1,"Banking77Classification":74.68,"EmotionClassification":42.23,"ImdbClassification":62.9,"MassiveIntentClassification (en)":58.08,"MassiveScenarioClassification (en)":66.34,"MTOPDomainClassification (en)":81.52,"MTOPIntentClassification (en)":58.24,"ToxicConversationsClassification":62.79,"TweetSentimentExtractionClassification":54.82}
-{"index":144,"Rank":191,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":61.44,"AmazonCounterfactualClassification (en)":64.87,"AmazonPolarityClassification":65.17,"AmazonReviewsClassification (en)":31.02,"Banking77Classification":74.12,"EmotionClassification":36.71,"ImdbClassification":66.9,"MassiveIntentClassification (en)":61.95,"MassiveScenarioClassification (en)":70.2,"MTOPDomainClassification (en)":89.13,"MTOPIntentClassification (en)":62.62,"ToxicConversationsClassification":63.57,"TweetSentimentExtractionClassification":51.04}
-{"index":271,"Rank":192,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.37,"AmazonCounterfactualClassification (en)":76.09,"AmazonPolarityClassification":64.51,"AmazonReviewsClassification (en)":32.07,"Banking77Classification":70.88,"EmotionClassification":32.77,"ImdbClassification":62.15,"MassiveIntentClassification (en)":61.44,"MassiveScenarioClassification (en)":66.07,"MTOPDomainClassification (en)":85.0,"MTOPIntentClassification (en)":68.76,"ToxicConversationsClassification":67.81,"TweetSentimentExtractionClassification":48.92}
-{"index":270,"Rank":193,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.16,"AmazonCounterfactualClassification (en)":77.18,"AmazonPolarityClassification":65.32,"AmazonReviewsClassification (en)":33.12,"Banking77Classification":66.53,"EmotionClassification":32.64,"ImdbClassification":62.49,"MassiveIntentClassification (en)":58.75,"MassiveScenarioClassification (en)":67.17,"MTOPDomainClassification (en)":87.93,"MTOPIntentClassification (en)":62.35,"ToxicConversationsClassification":69.05,"TweetSentimentExtractionClassification":51.33}
-{"index":88,"Rank":194,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":60.72,"AmazonCounterfactualClassification (en)":61.24,"AmazonPolarityClassification":65.4,"AmazonReviewsClassification (en)":31.17,"Banking77Classification":77.7,"EmotionClassification":39.08,"ImdbClassification":58.67,"MassiveIntentClassification (en)":61.41,"MassiveScenarioClassification (en)":69.74,"MTOPDomainClassification (en)":86.96,"MTOPIntentClassification (en)":62.25,"ToxicConversationsClassification":62.66,"TweetSentimentExtractionClassification":52.41}
-{"index":186,"Rank":195,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":60.56,"AmazonCounterfactualClassification (en)":64.82,"AmazonPolarityClassification":64.28,"AmazonReviewsClassification (en)":30.62,"Banking77Classification":74.64,"EmotionClassification":36.08,"ImdbClassification":58.71,"MassiveIntentClassification (en)":64.67,"MassiveScenarioClassification (en)":71.79,"MTOPDomainClassification (en)":88.82,"MTOPIntentClassification (en)":58.61,"ToxicConversationsClassification":59.44,"TweetSentimentExtractionClassification":54.26}
-{"index":245,"Rank":196,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":57.65,"AmazonCounterfactualClassification (en)":60.54,"AmazonPolarityClassification":59.59,"AmazonReviewsClassification (en)":31.01,"Banking77Classification":67.05,"EmotionClassification":33.18,"ImdbClassification":63.98,"MassiveIntentClassification (en)":57.21,"MassiveScenarioClassification (en)":66.11,"MTOPDomainClassification (en)":78.57,"MTOPIntentClassification (en)":57.07,"ToxicConversationsClassification":67.76,"TweetSentimentExtractionClassification":49.68}
-{"index":244,"Rank":197,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":57.29,"AmazonCounterfactualClassification (en)":56.91,"AmazonPolarityClassification":60.32,"AmazonReviewsClassification (en)":29.67,"Banking77Classification":67.69,"EmotionClassification":36.93,"ImdbClassification":62.57,"MassiveIntentClassification (en)":56.19,"MassiveScenarioClassification (en)":66.03,"MTOPDomainClassification (en)":79.11,"MTOPIntentClassification (en)":55.85,"ToxicConversationsClassification":65.4,"TweetSentimentExtractionClassification":50.8}
-{"index":11,"Rank":198,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.18,"AmazonCounterfactualClassification (en)":76.84,"AmazonPolarityClassification":61.01,"AmazonReviewsClassification (en)":28.71,"Banking77Classification":57.76,"EmotionClassification":24.83,"ImdbClassification":57.58,"MassiveIntentClassification (en)":47.91,"MassiveScenarioClassification (en)":55.92,"MTOPDomainClassification (en)":75.36,"MTOPIntentClassification (en)":49.47,"ToxicConversationsClassification":54.05,"TweetSentimentExtractionClassification":48.73}
-{"index":243,"Rank":199,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":52.37,"AmazonCounterfactualClassification (en)":58.7,"AmazonPolarityClassification":57.77,"AmazonReviewsClassification (en)":26.26,"Banking77Classification":66.66,"EmotionClassification":24.82,"ImdbClassification":56.35,"MassiveIntentClassification (en)":51.73,"MassiveScenarioClassification (en)":58.58,"MTOPDomainClassification (en)":74.53,"MTOPIntentClassification (en)":50.05,"ToxicConversationsClassification":57.44,"TweetSentimentExtractionClassification":45.52}
-{"index":269,"Rank":200,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":41.73,"AmazonCounterfactualClassification (en)":50.81,"AmazonPolarityClassification":52.57,"AmazonReviewsClassification (en)":22.63,"Banking77Classification":36.43,"EmotionClassification":22.75,"ImdbClassification":50.76,"MassiveIntentClassification (en)":34.33,"MassiveScenarioClassification (en)":44.13,"MTOPDomainClassification (en)":61.03,"MTOPIntentClassification (en)":29.68,"ToxicConversationsClassification":54.93,"TweetSentimentExtractionClassification":40.75}
-{"index":2,"Rank":201,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":61.85,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":83.21,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":32,"Rank":212,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":69.91,"AmazonPolarityClassification":72.95,"AmazonReviewsClassification (en)":"","Banking77Classification":64.12,"EmotionClassification":31.51,"ImdbClassification":65.17,"MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":68.76,"MTOPDomainClassification (en)":81.21,"MTOPIntentClassification (en)":51.56,"ToxicConversationsClassification":65.65,"TweetSentimentExtractionClassification":57.41}
-{"index":33,"Rank":213,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":53.41,"MassiveScenarioClassification (en)":61.78,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":34,"Rank":214,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":54.76,"MassiveScenarioClassification (en)":63.42,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":42,"Rank":218,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":57.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.59,"Banking77Classification":73.42,"EmotionClassification":33.62,"ImdbClassification":56.17,"MassiveIntentClassification (en)":62.96,"MassiveScenarioClassification (en)":71.47,"MTOPDomainClassification (en)":87.07,"MTOPIntentClassification (en)":61.96,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":49.34}
-{"index":56,"Rank":229,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Average":"","AmazonCounterfactualClassification (en)":67.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":34.9,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":105,"Rank":240,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28}
-{"index":106,"Rank":241,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""}
-{"index":110,"Rank":242,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":119,"Rank":245,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.79,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":137,"Rank":250,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonCounterfactualClassification (en)":61.46,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.3,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":67.94,"MassiveScenarioClassification (en)":73.91,"MTOPDomainClassification (en)":91.97,"MTOPIntentClassification (en)":63.3,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":140,"Rank":251,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":209,"Rank":274,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":212,"Rank":275,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":75.54,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":260,"Rank":287,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":68.36,"AmazonReviewsClassification (en)":"","Banking77Classification":59.86,"EmotionClassification":29.5,"ImdbClassification":58.36,"MassiveIntentClassification (en)":50.16,"MassiveScenarioClassification (en)":61.29,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":57.77,"TweetSentimentExtractionClassification":55.3}
-{"index":278,"Rank":290,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":80.3,"AmazonReviewsClassification (en)":"","Banking77Classification":85.19,"EmotionClassification":48.22,"ImdbClassification":69.87,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":75.01,"TweetSentimentExtractionClassification":61.8}
-{"index":279,"Rank":291,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":0.86,"AmazonReviewsClassification (en)":"","Banking77Classification":0.81,"EmotionClassification":0.48,"ImdbClassification":0.74,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":0.69,"TweetSentimentExtractionClassification":0.61}
-{"index":284,"Rank":295,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":76.66,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.43,"Banking77Classification":73.74,"EmotionClassification":47.44,"ImdbClassification":79.55,"MassiveIntentClassification (en)":65.61,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":58.11,"ToxicConversationsClassification":63.53,"TweetSentimentExtractionClassification":61.77}
-{"index":285,"Rank":296,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":288,"Rank":297,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
-{"index":289,"Rank":298,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":82,"Rank":144,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
+{"index":254,"Rank":145,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.46,"AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.52,"Banking77Classification":81.1,"EmotionClassification":45.85,"ImdbClassification":64.58,"MassiveIntentClassification (en)":69.32,"MassiveScenarioClassification (en)":75.35,"MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":65.56,"TweetSentimentExtractionClassification":59.04}
+{"index":250,"Rank":146,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.41,"AmazonCounterfactualClassification (en)":67.3,"AmazonPolarityClassification":75.05,"AmazonReviewsClassification (en)":37.3,"Banking77Classification":82.32,"EmotionClassification":43.19,"ImdbClassification":70.8,"MassiveIntentClassification (en)":70.61,"MassiveScenarioClassification (en)":77.77,"MTOPDomainClassification (en)":93.84,"MTOPIntentClassification (en)":67.71,"ToxicConversationsClassification":68.48,"TweetSentimentExtractionClassification":54.54}
+{"index":229,"Rank":147,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":67.32,"AmazonCounterfactualClassification (en)":75.75,"AmazonPolarityClassification":82.47,"AmazonReviewsClassification (en)":39.6,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"MassiveIntentClassification (en)":65.95,"MassiveScenarioClassification (en)":70.78,"MTOPDomainClassification (en)":84.29,"MTOPIntentClassification (en)":63.14,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
+{"index":49,"Rank":148,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":67.3,"AmazonCounterfactualClassification (en)":69.73,"AmazonPolarityClassification":86.9,"AmazonReviewsClassification (en)":44.05,"Banking77Classification":75.41,"EmotionClassification":41.99,"ImdbClassification":79.54,"MassiveIntentClassification (en)":63.34,"MassiveScenarioClassification (en)":72.37,"MTOPDomainClassification (en)":89.67,"MTOPIntentClassification (en)":60.28,"ToxicConversationsClassification":67.94,"TweetSentimentExtractionClassification":56.41}
+{"index":248,"Rank":149,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":67.14,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":73.92,"AmazonReviewsClassification (en)":37.21,"Banking77Classification":81.21,"EmotionClassification":46.33,"ImdbClassification":70.86,"MassiveIntentClassification (en)":70.06,"MassiveScenarioClassification (en)":75.49,"MTOPDomainClassification (en)":94.01,"MTOPIntentClassification (en)":63.86,"ToxicConversationsClassification":68.65,"TweetSentimentExtractionClassification":54.09}
+{"index":90,"Rank":150,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":67.13,"AmazonCounterfactualClassification (en)":67.57,"AmazonPolarityClassification":71.44,"AmazonReviewsClassification (en)":35.75,"Banking77Classification":83.22,"EmotionClassification":49.21,"ImdbClassification":63.53,"MassiveIntentClassification (en)":69.01,"MassiveScenarioClassification (en)":75.9,"MTOPDomainClassification (en)":92.56,"MTOPIntentClassification (en)":71.85,"ToxicConversationsClassification":68.84,"TweetSentimentExtractionClassification":56.69}
+{"index":249,"Rank":151,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":67.11,"AmazonCounterfactualClassification (en)":68.6,"AmazonPolarityClassification":74.58,"AmazonReviewsClassification (en)":38.2,"Banking77Classification":82.22,"EmotionClassification":45.54,"ImdbClassification":68.15,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.94,"MTOPDomainClassification (en)":93.6,"MTOPIntentClassification (en)":65.93,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":54.77}
+{"index":107,"Rank":152,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
+{"index":286,"Rank":153,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
+{"index":176,"Rank":154,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.03,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":88.61,"AmazonReviewsClassification (en)":45.75,"Banking77Classification":70.44,"EmotionClassification":42.86,"ImdbClassification":79.57,"MassiveIntentClassification (en)":63.87,"MassiveScenarioClassification (en)":69.28,"MTOPDomainClassification (en)":88.99,"MTOPIntentClassification (en)":56.69,"ToxicConversationsClassification":63.59,"TweetSentimentExtractionClassification":62.79}
+{"index":147,"Rank":155,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.95,"AmazonCounterfactualClassification (en)":67.06,"AmazonPolarityClassification":70.41,"AmazonReviewsClassification (en)":33.21,"Banking77Classification":82.73,"EmotionClassification":43.47,"ImdbClassification":67.3,"MassiveIntentClassification (en)":71.77,"MassiveScenarioClassification (en)":77.85,"MTOPDomainClassification (en)":91.82,"MTOPIntentClassification (en)":74.7,"ToxicConversationsClassification":67.48,"TweetSentimentExtractionClassification":55.62}
+{"index":224,"Rank":156,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.68,"AmazonCounterfactualClassification (en)":72.19,"AmazonPolarityClassification":68.63,"AmazonReviewsClassification (en)":37.42,"Banking77Classification":80.02,"EmotionClassification":44.77,"ImdbClassification":67.04,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":76.0,"MTOPDomainClassification (en)":93.18,"MTOPIntentClassification (en)":69.31,"ToxicConversationsClassification":67.77,"TweetSentimentExtractionClassification":56.1}
+{"index":87,"Rank":157,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":66.52,"AmazonCounterfactualClassification (en)":65.21,"AmazonPolarityClassification":73.21,"AmazonReviewsClassification (en)":34.96,"Banking77Classification":82.06,"EmotionClassification":46.39,"ImdbClassification":64.05,"MassiveIntentClassification (en)":68.65,"MassiveScenarioClassification (en)":76.04,"MTOPDomainClassification (en)":92.08,"MTOPIntentClassification (en)":71.19,"ToxicConversationsClassification":68.73,"TweetSentimentExtractionClassification":55.67}
+{"index":222,"Rank":158,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":66.48,"AmazonCounterfactualClassification (en)":66.85,"AmazonPolarityClassification":85.92,"AmazonReviewsClassification (en)":41.02,"Banking77Classification":80.63,"EmotionClassification":40.55,"ImdbClassification":76.6,"MassiveIntentClassification (en)":64.95,"MassiveScenarioClassification (en)":70.38,"MTOPDomainClassification (en)":86.31,"MTOPIntentClassification (en)":62.77,"ToxicConversationsClassification":66.53,"TweetSentimentExtractionClassification":55.23}
+{"index":113,"Rank":159,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":66.35,"AmazonCounterfactualClassification (en)":66.27,"AmazonPolarityClassification":75.37,"AmazonReviewsClassification (en)":35.81,"Banking77Classification":80.58,"EmotionClassification":42.47,"ImdbClassification":70.7,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":90.25,"MTOPIntentClassification (en)":67.95,"ToxicConversationsClassification":69.21,"TweetSentimentExtractionClassification":56.71}
+{"index":134,"Rank":160,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":66.19,"AmazonCounterfactualClassification (en)":68.06,"AmazonPolarityClassification":68.97,"AmazonReviewsClassification (en)":33.86,"Banking77Classification":84.33,"EmotionClassification":44.87,"ImdbClassification":61.77,"MassiveIntentClassification (en)":69.67,"MassiveScenarioClassification (en)":75.34,"MTOPDomainClassification (en)":93.68,"MTOPIntentClassification (en)":71.34,"ToxicConversationsClassification":66.55,"TweetSentimentExtractionClassification":55.85}
+{"index":184,"Rank":161,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.07,"AmazonCounterfactualClassification (en)":66.73,"AmazonPolarityClassification":67.61,"AmazonReviewsClassification (en)":31.18,"Banking77Classification":84.06,"EmotionClassification":44.68,"ImdbClassification":63.87,"MassiveIntentClassification (en)":71.09,"MassiveScenarioClassification (en)":76.25,"MTOPDomainClassification (en)":91.53,"MTOPIntentClassification (en)":72.83,"ToxicConversationsClassification":66.15,"TweetSentimentExtractionClassification":56.85}
+{"index":265,"Rank":162,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":66.01,"AmazonCounterfactualClassification (en)":77.94,"AmazonPolarityClassification":76.0,"AmazonReviewsClassification (en)":37.18,"Banking77Classification":75.5,"EmotionClassification":45.21,"ImdbClassification":68.85,"MassiveIntentClassification (en)":66.32,"MassiveScenarioClassification (en)":70.62,"MTOPDomainClassification (en)":85.38,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":67.08,"TweetSentimentExtractionClassification":57.57}
+{"index":309,"Rank":163,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.94,"AmazonCounterfactualClassification (en)":74.16,"AmazonPolarityClassification":61.91,"AmazonReviewsClassification (en)":32.06,"Banking77Classification":82.05,"EmotionClassification":46.65,"ImdbClassification":65.02,"MassiveIntentClassification (en)":68.48,"MassiveScenarioClassification (en)":74.98,"MTOPDomainClassification (en)":93.17,"MTOPIntentClassification (en)":71.1,"ToxicConversationsClassification":68.15,"TweetSentimentExtractionClassification":53.57}
+{"index":276,"Rank":164,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.78,"AmazonCounterfactualClassification (en)":70.81,"AmazonPolarityClassification":67.05,"AmazonReviewsClassification (en)":35.85,"Banking77Classification":74.67,"EmotionClassification":42.31,"ImdbClassification":63.69,"MassiveIntentClassification (en)":69.05,"MassiveScenarioClassification (en)":75.8,"MTOPDomainClassification (en)":92.48,"MTOPIntentClassification (en)":70.27,"ToxicConversationsClassification":68.22,"TweetSentimentExtractionClassification":59.19}
+{"index":80,"Rank":165,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":65.72,"AmazonCounterfactualClassification (en)":70.4,"AmazonPolarityClassification":82.04,"AmazonReviewsClassification (en)":42.41,"Banking77Classification":71.07,"EmotionClassification":46.78,"ImdbClassification":74.6,"MassiveIntentClassification (en)":62.27,"MassiveScenarioClassification (en)":68.22,"MTOPDomainClassification (en)":88.24,"MTOPIntentClassification (en)":54.94,"ToxicConversationsClassification":65.15,"TweetSentimentExtractionClassification":62.54}
+{"index":111,"Rank":166,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
+{"index":290,"Rank":167,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
+{"index":247,"Rank":168,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.25,"AmazonCounterfactualClassification (en)":69.33,"AmazonPolarityClassification":67.82,"AmazonReviewsClassification (en)":38.48,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"MassiveIntentClassification (en)":67.05,"MassiveScenarioClassification (en)":75.4,"MTOPDomainClassification (en)":92.42,"MTOPIntentClassification (en)":62.44,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
+{"index":242,"Rank":169,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.03,"AmazonCounterfactualClassification (en)":65.03,"AmazonPolarityClassification":67.14,"AmazonReviewsClassification (en)":31.44,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"MassiveIntentClassification (en)":69.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.89,"MTOPIntentClassification (en)":68.27,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
+{"index":78,"Rank":170,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":64.86,"AmazonCounterfactualClassification (en)":69.6,"AmazonPolarityClassification":82.09,"AmazonReviewsClassification (en)":41.94,"Banking77Classification":67.13,"EmotionClassification":45.79,"ImdbClassification":74.95,"MassiveIntentClassification (en)":61.52,"MassiveScenarioClassification (en)":67.04,"MTOPDomainClassification (en)":87.27,"MTOPIntentClassification (en)":54.66,"ToxicConversationsClassification":64.47,"TweetSentimentExtractionClassification":61.8}
+{"index":67,"Rank":171,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.85,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":70.19,"AmazonReviewsClassification (en)":34.29,"Banking77Classification":75.89,"EmotionClassification":40.26,"ImdbClassification":61.14,"MassiveIntentClassification (en)":65.6,"MassiveScenarioClassification (en)":70.37,"MTOPDomainClassification (en)":87.22,"MTOPIntentClassification (en)":69.45,"ToxicConversationsClassification":70.26,"TweetSentimentExtractionClassification":54.49}
+{"index":251,"Rank":172,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.71,"AmazonCounterfactualClassification (en)":64.06,"AmazonPolarityClassification":66.88,"AmazonReviewsClassification (en)":34.85,"Banking77Classification":82.35,"EmotionClassification":41.91,"ImdbClassification":60.17,"MassiveIntentClassification (en)":70.4,"MassiveScenarioClassification (en)":73.73,"MTOPDomainClassification (en)":91.34,"MTOPIntentClassification (en)":71.07,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":55.74}
+{"index":246,"Rank":173,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":64.67,"AmazonCounterfactualClassification (en)":71.81,"AmazonPolarityClassification":68.0,"AmazonReviewsClassification (en)":35.45,"Banking77Classification":71.48,"EmotionClassification":40.04,"ImdbClassification":61.52,"MassiveIntentClassification (en)":66.71,"MassiveScenarioClassification (en)":74.0,"MTOPDomainClassification (en)":91.59,"MTOPIntentClassification (en)":66.4,"ToxicConversationsClassification":69.09,"TweetSentimentExtractionClassification":59.97}
+{"index":86,"Rank":174,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":64.56,"AmazonCounterfactualClassification (en)":69.57,"AmazonPolarityClassification":74.74,"AmazonReviewsClassification (en)":35.36,"Banking77Classification":77.51,"EmotionClassification":39.09,"ImdbClassification":67.87,"MassiveIntentClassification (en)":65.15,"MassiveScenarioClassification (en)":70.75,"MTOPDomainClassification (en)":89.98,"MTOPIntentClassification (en)":66.43,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":54.26}
+{"index":273,"Rank":175,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.45,"AmazonCounterfactualClassification (en)":70.67,"AmazonPolarityClassification":67.73,"AmazonReviewsClassification (en)":32.62,"Banking77Classification":74.12,"EmotionClassification":38.64,"ImdbClassification":68.43,"MassiveIntentClassification (en)":67.23,"MassiveScenarioClassification (en)":72.79,"MTOPDomainClassification (en)":90.12,"MTOPIntentClassification (en)":65.0,"ToxicConversationsClassification":68.99,"TweetSentimentExtractionClassification":57.01}
+{"index":253,"Rank":176,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.31,"AmazonCounterfactualClassification (en)":71.57,"AmazonPolarityClassification":69.21,"AmazonReviewsClassification (en)":35.11,"Banking77Classification":79.77,"EmotionClassification":42.37,"ImdbClassification":60.46,"MassiveIntentClassification (en)":66.89,"MassiveScenarioClassification (en)":71.54,"MTOPDomainClassification (en)":87.06,"MTOPIntentClassification (en)":65.52,"ToxicConversationsClassification":66.07,"TweetSentimentExtractionClassification":56.12}
+{"index":205,"Rank":177,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.67,"AmazonCounterfactualClassification (en)":61.99,"AmazonPolarityClassification":64.75,"AmazonReviewsClassification (en)":29.79,"Banking77Classification":82.92,"EmotionClassification":40.56,"ImdbClassification":61.71,"MassiveIntentClassification (en)":68.72,"MassiveScenarioClassification (en)":74.39,"MTOPDomainClassification (en)":91.45,"MTOPIntentClassification (en)":70.03,"ToxicConversationsClassification":65.33,"TweetSentimentExtractionClassification":52.41}
+{"index":85,"Rank":178,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":63.54,"AmazonCounterfactualClassification (en)":66.84,"AmazonPolarityClassification":70.48,"AmazonReviewsClassification (en)":33.65,"Banking77Classification":78.04,"EmotionClassification":39.18,"ImdbClassification":65.14,"MassiveIntentClassification (en)":65.32,"MassiveScenarioClassification (en)":70.51,"MTOPDomainClassification (en)":89.27,"MTOPIntentClassification (en)":65.36,"ToxicConversationsClassification":63.92,"TweetSentimentExtractionClassification":54.8}
+{"index":275,"Rank":179,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":69.84,"AmazonPolarityClassification":65.24,"AmazonReviewsClassification (en)":33.95,"Banking77Classification":72.79,"EmotionClassification":35.6,"ImdbClassification":66.32,"MassiveIntentClassification (en)":66.12,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":90.4,"MTOPIntentClassification (en)":62.28,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":57.24}
+{"index":156,"Rank":180,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":81.49,"AmazonPolarityClassification":62.73,"AmazonReviewsClassification (en)":31.55,"Banking77Classification":73.5,"EmotionClassification":38.29,"ImdbClassification":55.75,"MassiveIntentClassification (en)":64.37,"MassiveScenarioClassification (en)":69.05,"MTOPDomainClassification (en)":89.92,"MTOPIntentClassification (en)":70.85,"ToxicConversationsClassification":67.28,"TweetSentimentExtractionClassification":56.23}
+{"index":240,"Rank":181,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":63.21,"AmazonCounterfactualClassification (en)":65.28,"AmazonPolarityClassification":62.98,"AmazonReviewsClassification (en)":30.79,"Banking77Classification":80.4,"EmotionClassification":41.17,"ImdbClassification":59.76,"MassiveIntentClassification (en)":67.15,"MassiveScenarioClassification (en)":74.58,"MTOPDomainClassification (en)":91.9,"MTOPIntentClassification (en)":62.84,"ToxicConversationsClassification":67.47,"TweetSentimentExtractionClassification":54.25}
+{"index":272,"Rank":182,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.05,"AmazonCounterfactualClassification (en)":65.69,"AmazonPolarityClassification":67.01,"AmazonReviewsClassification (en)":33.23,"Banking77Classification":72.47,"EmotionClassification":46.51,"ImdbClassification":68.33,"MassiveIntentClassification (en)":62.09,"MassiveScenarioClassification (en)":71.3,"MTOPDomainClassification (en)":87.56,"MTOPIntentClassification (en)":55.54,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":55.77}
+{"index":112,"Rank":183,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":62.94,"AmazonCounterfactualClassification (en)":65.09,"AmazonPolarityClassification":70.04,"AmazonReviewsClassification (en)":35.34,"Banking77Classification":76.37,"EmotionClassification":41.84,"ImdbClassification":62.8,"MassiveIntentClassification (en)":63.51,"MassiveScenarioClassification (en)":71.01,"MTOPDomainClassification (en)":90.8,"MTOPIntentClassification (en)":58.01,"ToxicConversationsClassification":64.31,"TweetSentimentExtractionClassification":56.19}
+{"index":81,"Rank":184,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":62.81,"AmazonCounterfactualClassification (en)":68.82,"AmazonPolarityClassification":77.12,"AmazonReviewsClassification (en)":40.94,"Banking77Classification":69.56,"EmotionClassification":46.22,"ImdbClassification":62.17,"MassiveIntentClassification (en)":59.03,"MassiveScenarioClassification (en)":66.59,"MTOPDomainClassification (en)":86.69,"MTOPIntentClassification (en)":49.7,"ToxicConversationsClassification":66.1,"TweetSentimentExtractionClassification":60.78}
+{"index":239,"Rank":185,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":62.71,"AmazonCounterfactualClassification (en)":75.93,"AmazonPolarityClassification":68.95,"AmazonReviewsClassification (en)":35.8,"Banking77Classification":69.85,"EmotionClassification":37.22,"ImdbClassification":62.04,"MassiveIntentClassification (en)":61.46,"MassiveScenarioClassification (en)":66.41,"MTOPDomainClassification (en)":86.06,"MTOPIntentClassification (en)":63.03,"ToxicConversationsClassification":66.9,"TweetSentimentExtractionClassification":58.82}
+{"index":241,"Rank":186,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":62.62,"AmazonCounterfactualClassification (en)":63.64,"AmazonPolarityClassification":64.26,"AmazonReviewsClassification (en)":30.85,"Banking77Classification":80.04,"EmotionClassification":40.83,"ImdbClassification":61.76,"MassiveIntentClassification (en)":66.94,"MassiveScenarioClassification (en)":73.81,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":61.55,"ToxicConversationsClassification":62.09,"TweetSentimentExtractionClassification":54.04}
+{"index":230,"Rank":187,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":62.5,"AmazonCounterfactualClassification (en)":67.09,"AmazonPolarityClassification":74.48,"AmazonReviewsClassification (en)":33.85,"Banking77Classification":73.55,"EmotionClassification":42.22,"ImdbClassification":69.63,"MassiveIntentClassification (en)":59.84,"MassiveScenarioClassification (en)":66.25,"MTOPDomainClassification (en)":81.71,"MTOPIntentClassification (en)":59.23,"ToxicConversationsClassification":68.82,"TweetSentimentExtractionClassification":53.36}
+{"index":261,"Rank":188,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.23,"AmazonCounterfactualClassification (en)":70.97,"AmazonPolarityClassification":66.1,"AmazonReviewsClassification (en)":33.13,"Banking77Classification":78.08,"EmotionClassification":43.35,"ImdbClassification":59.35,"MassiveIntentClassification (en)":63.83,"MassiveScenarioClassification (en)":66.96,"MTOPDomainClassification (en)":81.05,"MTOPIntentClassification (en)":62.79,"ToxicConversationsClassification":65.97,"TweetSentimentExtractionClassification":55.22}
+{"index":151,"Rank":189,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":61.67,"AmazonCounterfactualClassification (en)":61.79,"AmazonPolarityClassification":62.36,"AmazonReviewsClassification (en)":29.59,"Banking77Classification":78.6,"EmotionClassification":39.6,"ImdbClassification":61.22,"MassiveIntentClassification (en)":66.78,"MassiveScenarioClassification (en)":73.78,"MTOPDomainClassification (en)":89.97,"MTOPIntentClassification (en)":59.57,"ToxicConversationsClassification":65.12,"TweetSentimentExtractionClassification":51.63}
+{"index":133,"Rank":190,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.66,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":71.33,"AmazonReviewsClassification (en)":33.56,"Banking77Classification":63.41,"EmotionClassification":35.28,"ImdbClassification":65.35,"MassiveIntentClassification (en)":59.88,"MassiveScenarioClassification (en)":64.28,"MTOPDomainClassification (en)":82.63,"MTOPIntentClassification (en)":68.14,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":51.81}
+{"index":89,"Rank":191,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":61.46,"AmazonCounterfactualClassification (en)":65.88,"AmazonPolarityClassification":74.94,"AmazonReviewsClassification (en)":35.1,"Banking77Classification":74.68,"EmotionClassification":42.23,"ImdbClassification":62.9,"MassiveIntentClassification (en)":58.08,"MassiveScenarioClassification (en)":66.34,"MTOPDomainClassification (en)":81.52,"MTOPIntentClassification (en)":58.24,"ToxicConversationsClassification":62.79,"TweetSentimentExtractionClassification":54.82}
+{"index":144,"Rank":192,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":61.44,"AmazonCounterfactualClassification (en)":64.87,"AmazonPolarityClassification":65.17,"AmazonReviewsClassification (en)":31.02,"Banking77Classification":74.12,"EmotionClassification":36.71,"ImdbClassification":66.9,"MassiveIntentClassification (en)":61.95,"MassiveScenarioClassification (en)":70.2,"MTOPDomainClassification (en)":89.13,"MTOPIntentClassification (en)":62.62,"ToxicConversationsClassification":63.57,"TweetSentimentExtractionClassification":51.04}
+{"index":271,"Rank":193,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.37,"AmazonCounterfactualClassification (en)":76.09,"AmazonPolarityClassification":64.51,"AmazonReviewsClassification (en)":32.07,"Banking77Classification":70.88,"EmotionClassification":32.77,"ImdbClassification":62.15,"MassiveIntentClassification (en)":61.44,"MassiveScenarioClassification (en)":66.07,"MTOPDomainClassification (en)":85.0,"MTOPIntentClassification (en)":68.76,"ToxicConversationsClassification":67.81,"TweetSentimentExtractionClassification":48.92}
+{"index":270,"Rank":194,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.16,"AmazonCounterfactualClassification (en)":77.18,"AmazonPolarityClassification":65.32,"AmazonReviewsClassification (en)":33.12,"Banking77Classification":66.53,"EmotionClassification":32.64,"ImdbClassification":62.49,"MassiveIntentClassification (en)":58.75,"MassiveScenarioClassification (en)":67.17,"MTOPDomainClassification (en)":87.93,"MTOPIntentClassification (en)":62.35,"ToxicConversationsClassification":69.05,"TweetSentimentExtractionClassification":51.33}
+{"index":88,"Rank":195,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":60.72,"AmazonCounterfactualClassification (en)":61.24,"AmazonPolarityClassification":65.4,"AmazonReviewsClassification (en)":31.17,"Banking77Classification":77.7,"EmotionClassification":39.08,"ImdbClassification":58.67,"MassiveIntentClassification (en)":61.41,"MassiveScenarioClassification (en)":69.74,"MTOPDomainClassification (en)":86.96,"MTOPIntentClassification (en)":62.25,"ToxicConversationsClassification":62.66,"TweetSentimentExtractionClassification":52.41}
+{"index":186,"Rank":196,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":60.56,"AmazonCounterfactualClassification (en)":64.82,"AmazonPolarityClassification":64.28,"AmazonReviewsClassification (en)":30.62,"Banking77Classification":74.64,"EmotionClassification":36.08,"ImdbClassification":58.71,"MassiveIntentClassification (en)":64.67,"MassiveScenarioClassification (en)":71.79,"MTOPDomainClassification (en)":88.82,"MTOPIntentClassification (en)":58.61,"ToxicConversationsClassification":59.44,"TweetSentimentExtractionClassification":54.26}
+{"index":245,"Rank":197,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":57.65,"AmazonCounterfactualClassification (en)":60.54,"AmazonPolarityClassification":59.59,"AmazonReviewsClassification (en)":31.01,"Banking77Classification":67.05,"EmotionClassification":33.18,"ImdbClassification":63.98,"MassiveIntentClassification (en)":57.21,"MassiveScenarioClassification (en)":66.11,"MTOPDomainClassification (en)":78.57,"MTOPIntentClassification (en)":57.07,"ToxicConversationsClassification":67.76,"TweetSentimentExtractionClassification":49.68}
+{"index":244,"Rank":198,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":57.29,"AmazonCounterfactualClassification (en)":56.91,"AmazonPolarityClassification":60.32,"AmazonReviewsClassification (en)":29.67,"Banking77Classification":67.69,"EmotionClassification":36.93,"ImdbClassification":62.57,"MassiveIntentClassification (en)":56.19,"MassiveScenarioClassification (en)":66.03,"MTOPDomainClassification (en)":79.11,"MTOPIntentClassification (en)":55.85,"ToxicConversationsClassification":65.4,"TweetSentimentExtractionClassification":50.8}
+{"index":11,"Rank":199,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.18,"AmazonCounterfactualClassification (en)":76.84,"AmazonPolarityClassification":61.01,"AmazonReviewsClassification (en)":28.71,"Banking77Classification":57.76,"EmotionClassification":24.83,"ImdbClassification":57.58,"MassiveIntentClassification (en)":47.91,"MassiveScenarioClassification (en)":55.92,"MTOPDomainClassification (en)":75.36,"MTOPIntentClassification (en)":49.47,"ToxicConversationsClassification":54.05,"TweetSentimentExtractionClassification":48.73}
+{"index":243,"Rank":200,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":52.37,"AmazonCounterfactualClassification (en)":58.7,"AmazonPolarityClassification":57.77,"AmazonReviewsClassification (en)":26.26,"Banking77Classification":66.66,"EmotionClassification":24.82,"ImdbClassification":56.35,"MassiveIntentClassification (en)":51.73,"MassiveScenarioClassification (en)":58.58,"MTOPDomainClassification (en)":74.53,"MTOPIntentClassification (en)":50.05,"ToxicConversationsClassification":57.44,"TweetSentimentExtractionClassification":45.52}
+{"index":269,"Rank":201,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":41.73,"AmazonCounterfactualClassification (en)":50.81,"AmazonPolarityClassification":52.57,"AmazonReviewsClassification (en)":22.63,"Banking77Classification":36.43,"EmotionClassification":22.75,"ImdbClassification":50.76,"MassiveIntentClassification (en)":34.33,"MassiveScenarioClassification (en)":44.13,"MTOPDomainClassification (en)":61.03,"MTOPIntentClassification (en)":29.68,"ToxicConversationsClassification":54.93,"TweetSentimentExtractionClassification":40.75}
+{"index":2,"Rank":202,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":61.85,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":83.21,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":32,"Rank":213,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":69.91,"AmazonPolarityClassification":72.95,"AmazonReviewsClassification (en)":"","Banking77Classification":64.12,"EmotionClassification":31.51,"ImdbClassification":65.17,"MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":68.76,"MTOPDomainClassification (en)":81.21,"MTOPIntentClassification (en)":51.56,"ToxicConversationsClassification":65.65,"TweetSentimentExtractionClassification":57.41}
+{"index":33,"Rank":214,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":53.41,"MassiveScenarioClassification (en)":61.78,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":34,"Rank":215,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":54.76,"MassiveScenarioClassification (en)":63.42,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":42,"Rank":219,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":57.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.59,"Banking77Classification":73.42,"EmotionClassification":33.62,"ImdbClassification":56.17,"MassiveIntentClassification (en)":62.96,"MassiveScenarioClassification (en)":71.47,"MTOPDomainClassification (en)":87.07,"MTOPIntentClassification (en)":61.96,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":49.34}
+{"index":56,"Rank":230,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Average":"","AmazonCounterfactualClassification (en)":67.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":34.9,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":105,"Rank":241,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28}
+{"index":106,"Rank":242,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""}
+{"index":110,"Rank":243,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":119,"Rank":246,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.79,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":137,"Rank":251,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonCounterfactualClassification (en)":61.46,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.3,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":67.94,"MassiveScenarioClassification (en)":73.91,"MTOPDomainClassification (en)":91.97,"MTOPIntentClassification (en)":63.3,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":140,"Rank":252,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":209,"Rank":275,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":212,"Rank":276,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":75.54,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":260,"Rank":288,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":68.36,"AmazonReviewsClassification (en)":"","Banking77Classification":59.86,"EmotionClassification":29.5,"ImdbClassification":58.36,"MassiveIntentClassification (en)":50.16,"MassiveScenarioClassification (en)":61.29,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":57.77,"TweetSentimentExtractionClassification":55.3}
+{"index":278,"Rank":291,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":80.3,"AmazonReviewsClassification (en)":"","Banking77Classification":85.19,"EmotionClassification":48.22,"ImdbClassification":69.87,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":75.01,"TweetSentimentExtractionClassification":61.8}
+{"index":279,"Rank":292,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":0.86,"AmazonReviewsClassification (en)":"","Banking77Classification":0.81,"EmotionClassification":0.48,"ImdbClassification":0.74,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":0.69,"TweetSentimentExtractionClassification":0.61}
+{"index":284,"Rank":296,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":76.66,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.43,"Banking77Classification":73.74,"EmotionClassification":47.44,"ImdbClassification":79.55,"MassiveIntentClassification (en)":65.61,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":58.11,"ToxicConversationsClassification":63.53,"TweetSentimentExtractionClassification":61.77}
+{"index":285,"Rank":297,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":288,"Rank":298,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
+{"index":289,"Rank":299,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
diff --git a/boards_data/en/data_tasks/Clustering/default.jsonl b/boards_data/en/data_tasks/Clustering/default.jsonl
index b2d2429cc3c0e4bb2a0b59a7eadb969c654dc5d2..e3d2fa271318e8a80ac7015e3168b9cfe2406ec5 100644
--- a/boards_data/en/data_tasks/Clustering/default.jsonl
+++ b/boards_data/en/data_tasks/Clustering/default.jsonl
@@ -14,7 +14,7 @@
{"index":47,"Rank":14,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":50.61,"ArxivClusteringP2P":51.67,"ArxivClusteringS2S":48.11,"BiorxivClusteringP2P":40.87,"BiorxivClusteringS2S":39.8,"MedrxivClusteringP2P":36.52,"MedrxivClusteringS2S":36.8,"RedditClustering":61.3,"RedditClusteringP2P":67.26,"StackExchangeClustering":77.33,"StackExchangeClusteringP2P":41.33,"TwentyNewsgroupsClustering":55.7}
{"index":170,"Rank":15,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
{"index":48,"Rank":16,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
-{"index":306,"Rank":17,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
+{"index":307,"Rank":17,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
{"index":19,"Rank":19,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":47.96,"ArxivClusteringP2P":48.47,"ArxivClusteringS2S":43.39,"BiorxivClusteringP2P":40.58,"BiorxivClusteringS2S":37.94,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":32.94,"RedditClustering":59.76,"RedditClusteringP2P":68.03,"StackExchangeClustering":71.27,"StackExchangeClusteringP2P":39.18,"TwentyNewsgroupsClustering":50.91}
{"index":231,"Rank":20,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.86,"ArxivClusteringP2P":48.78,"ArxivClusteringS2S":46.11,"BiorxivClusteringP2P":38.79,"BiorxivClusteringS2S":37.37,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":32.33,"RedditClustering":62.16,"RedditClusteringP2P":65.96,"StackExchangeClustering":71.35,"StackExchangeClusteringP2P":36.11,"TwentyNewsgroupsClustering":54.78}
@@ -28,25 +28,25 @@
{"index":18,"Rank":28,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":46.82,"ArxivClusteringP2P":47.51,"ArxivClusteringS2S":42.05,"BiorxivClusteringP2P":40.32,"BiorxivClusteringS2S":37.55,"MedrxivClusteringP2P":34.6,"MedrxivClusteringS2S":32.27,"RedditClustering":58.61,"RedditClusteringP2P":66.87,"StackExchangeClustering":68.93,"StackExchangeClusteringP2P":37.6,"TwentyNewsgroupsClustering":48.75}
{"index":117,"Rank":29,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.73,"ArxivClusteringP2P":49.03,"ArxivClusteringS2S":43.09,"BiorxivClusteringP2P":39.38,"BiorxivClusteringS2S":37.23,"MedrxivClusteringP2P":33.22,"MedrxivClusteringS2S":31.18,"RedditClustering":60.52,"RedditClusteringP2P":65.35,"StackExchangeClustering":66.54,"StackExchangeClusteringP2P":36.72,"TwentyNewsgroupsClustering":51.72}
{"index":207,"Rank":30,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.71,"ArxivClusteringP2P":48.97,"ArxivClusteringS2S":42.98,"BiorxivClusteringP2P":39.92,"BiorxivClusteringS2S":36.73,"MedrxivClusteringP2P":33.44,"MedrxivClusteringS2S":31.66,"RedditClustering":60.22,"RedditClusteringP2P":65.29,"StackExchangeClustering":65.62,"StackExchangeClusteringP2P":35.78,"TwentyNewsgroupsClustering":53.21}
-{"index":307,"Rank":31,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.65,"ArxivClusteringP2P":46.57,"ArxivClusteringS2S":39.35,"BiorxivClusteringP2P":37.77,"BiorxivClusteringS2S":34.68,"MedrxivClusteringP2P":32.77,"MedrxivClusteringS2S":31.85,"RedditClustering":64.09,"RedditClusteringP2P":65.12,"StackExchangeClustering":72.05,"StackExchangeClusteringP2P":34.04,"TwentyNewsgroupsClustering":54.81}
+{"index":308,"Rank":31,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.65,"ArxivClusteringP2P":46.57,"ArxivClusteringS2S":39.35,"BiorxivClusteringP2P":37.77,"BiorxivClusteringS2S":34.68,"MedrxivClusteringP2P":32.77,"MedrxivClusteringS2S":31.85,"RedditClustering":64.09,"RedditClusteringP2P":65.12,"StackExchangeClustering":72.05,"StackExchangeClusteringP2P":34.04,"TwentyNewsgroupsClustering":54.81}
{"index":183,"Rank":32,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.61,"ArxivClusteringP2P":48.73,"ArxivClusteringS2S":42.87,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":37.24,"MedrxivClusteringP2P":34.31,"MedrxivClusteringS2S":32.18,"RedditClustering":59.43,"RedditClusteringP2P":64.54,"StackExchangeClustering":65.08,"StackExchangeClusteringP2P":35.52,"TwentyNewsgroupsClustering":53.12}
{"index":38,"Rank":33,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.6,"ArxivClusteringP2P":48.16,"ArxivClusteringS2S":40.79,"BiorxivClusteringP2P":40.5,"BiorxivClusteringS2S":36.91,"MedrxivClusteringP2P":36.18,"MedrxivClusteringS2S":33.44,"RedditClustering":58.11,"RedditClusteringP2P":65.02,"StackExchangeClustering":68.12,"StackExchangeClusteringP2P":35.22,"TwentyNewsgroupsClustering":50.14}
{"index":129,"Rank":34,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.55,"ArxivClusteringP2P":48.5,"ArxivClusteringS2S":42.58,"BiorxivClusteringP2P":39.34,"BiorxivClusteringS2S":36.18,"MedrxivClusteringP2P":34.48,"MedrxivClusteringS2S":32.26,"RedditClustering":60.62,"RedditClusteringP2P":63.29,"StackExchangeClustering":66.47,"StackExchangeClusteringP2P":36.4,"TwentyNewsgroupsClustering":51.91}
{"index":277,"Rank":35,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.46,"ArxivClusteringP2P":48.66,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.81,"BiorxivClusteringS2S":36.63,"MedrxivClusteringP2P":33.63,"MedrxivClusteringS2S":31.7,"RedditClustering":59.77,"RedditClusteringP2P":63.79,"StackExchangeClustering":66.31,"StackExchangeClusteringP2P":34.99,"TwentyNewsgroupsClustering":52.98}
{"index":70,"Rank":36,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":46.45,"ArxivClusteringP2P":44.27,"ArxivClusteringS2S":46.85,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":30.71,"MedrxivClusteringS2S":32.96,"RedditClustering":61.72,"RedditClusteringP2P":63.98,"StackExchangeClustering":72.74,"StackExchangeClusteringP2P":32.26,"TwentyNewsgroupsClustering":56.41}
{"index":191,"Rank":37,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":46.32,"ArxivClusteringP2P":47.02,"ArxivClusteringS2S":43.52,"BiorxivClusteringP2P":35.53,"BiorxivClusteringS2S":35.34,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":29.67,"RedditClustering":61.77,"RedditClusteringP2P":66.01,"StackExchangeClustering":72.04,"StackExchangeClusteringP2P":35.29,"TwentyNewsgroupsClustering":53.04}
-{"index":305,"Rank":38,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.23,"ArxivClusteringP2P":47.05,"ArxivClusteringS2S":42.59,"BiorxivClusteringP2P":35.43,"BiorxivClusteringS2S":33.86,"MedrxivClusteringP2P":32.1,"MedrxivClusteringS2S":31.15,"RedditClustering":60.18,"RedditClusteringP2P":64.71,"StackExchangeClustering":71.23,"StackExchangeClusteringP2P":35.95,"TwentyNewsgroupsClustering":54.24}
+{"index":306,"Rank":38,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.23,"ArxivClusteringP2P":47.05,"ArxivClusteringS2S":42.59,"BiorxivClusteringP2P":35.43,"BiorxivClusteringS2S":33.86,"MedrxivClusteringP2P":32.1,"MedrxivClusteringS2S":31.15,"RedditClustering":60.18,"RedditClusteringP2P":64.71,"StackExchangeClustering":71.23,"StackExchangeClusteringP2P":35.95,"TwentyNewsgroupsClustering":54.24}
{"index":127,"Rank":39,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":46.21,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.74,"BiorxivClusteringP2P":39.04,"BiorxivClusteringS2S":36.67,"MedrxivClusteringP2P":33.92,"MedrxivClusteringS2S":32.25,"RedditClustering":59.11,"RedditClusteringP2P":62.44,"StackExchangeClustering":66.14,"StackExchangeClusteringP2P":35.59,"TwentyNewsgroupsClustering":52.16}
{"index":266,"Rank":40,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":46.2,"ArxivClusteringP2P":48.6,"ArxivClusteringS2S":43.01,"BiorxivClusteringP2P":38.2,"BiorxivClusteringS2S":36.59,"MedrxivClusteringP2P":33.17,"MedrxivClusteringS2S":31.77,"RedditClustering":59.33,"RedditClusteringP2P":62.59,"StackExchangeClustering":66.64,"StackExchangeClusteringP2P":36.0,"TwentyNewsgroupsClustering":52.31}
{"index":23,"Rank":41,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.08,"ArxivClusteringP2P":48.57,"ArxivClusteringS2S":43.19,"BiorxivClusteringP2P":39.71,"BiorxivClusteringS2S":36.9,"MedrxivClusteringP2P":32.56,"MedrxivClusteringS2S":31.47,"RedditClustering":57.24,"RedditClusteringP2P":64.66,"StackExchangeClustering":66.4,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":51.27}
{"index":206,"Rank":42,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":46.07,"ArxivClusteringP2P":48.29,"ArxivClusteringS2S":42.34,"BiorxivClusteringP2P":39.73,"BiorxivClusteringS2S":36.95,"MedrxivClusteringP2P":33.66,"MedrxivClusteringS2S":32.22,"RedditClustering":57.93,"RedditClusteringP2P":62.47,"StackExchangeClustering":66.41,"StackExchangeClusteringP2P":35.32,"TwentyNewsgroupsClustering":51.48}
-{"index":304,"Rank":43,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.9,"ArxivClusteringP2P":45.01,"ArxivClusteringS2S":36.85,"BiorxivClusteringP2P":36.66,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":32.6,"MedrxivClusteringS2S":30.8,"RedditClustering":61.42,"RedditClusteringP2P":64.13,"StackExchangeClustering":72.22,"StackExchangeClusteringP2P":38.49,"TwentyNewsgroupsClustering":52.56}
+{"index":305,"Rank":43,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.9,"ArxivClusteringP2P":45.01,"ArxivClusteringS2S":36.85,"BiorxivClusteringP2P":36.66,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":32.6,"MedrxivClusteringS2S":30.8,"RedditClustering":61.42,"RedditClusteringP2P":64.13,"StackExchangeClustering":72.22,"StackExchangeClusteringP2P":38.49,"TwentyNewsgroupsClustering":52.56}
{"index":21,"Rank":44,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":45.81,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.44,"BiorxivClusteringS2S":36.62,"MedrxivClusteringP2P":33.21,"MedrxivClusteringS2S":31.68,"RedditClustering":56.61,"RedditClusteringP2P":62.66,"StackExchangeClustering":66.11,"StackExchangeClusteringP2P":35.24,"TwentyNewsgroupsClustering":50.75}
{"index":195,"Rank":45,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
-{"index":193,"Rank":46,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
-{"index":194,"Rank":47,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
+{"index":194,"Rank":46,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
+{"index":192,"Rank":47,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
{"index":132,"Rank":48,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
-{"index":192,"Rank":49,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
+{"index":193,"Rank":49,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":45.77,"ArxivClusteringP2P":48.75,"ArxivClusteringS2S":42.81,"BiorxivClusteringP2P":39.1,"BiorxivClusteringS2S":36.7,"MedrxivClusteringP2P":32.95,"MedrxivClusteringS2S":31.56,"RedditClustering":56.24,"RedditClusteringP2P":62.88,"StackExchangeClustering":65.95,"StackExchangeClusteringP2P":35.01,"TwentyNewsgroupsClustering":51.47}
{"index":199,"Rank":50,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":45.58,"ArxivClusteringP2P":48.58,"ArxivClusteringS2S":43.14,"BiorxivClusteringP2P":38.84,"BiorxivClusteringS2S":36.38,"MedrxivClusteringP2P":31.96,"MedrxivClusteringS2S":30.88,"RedditClustering":57.61,"RedditClusteringP2P":64.03,"StackExchangeClustering":65.54,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":50.41}
{"index":72,"Rank":51,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":45.54,"ArxivClusteringP2P":42.81,"ArxivClusteringS2S":44.24,"BiorxivClusteringP2P":34.27,"BiorxivClusteringS2S":35.53,"MedrxivClusteringP2P":31.07,"MedrxivClusteringS2S":31.27,"RedditClustering":60.24,"RedditClusteringP2P":64.12,"StackExchangeClustering":70.73,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":52.18}
{"index":163,"Rank":52,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":45.29,"ArxivClusteringP2P":43.16,"ArxivClusteringS2S":32.56,"BiorxivClusteringP2P":37.62,"BiorxivClusteringS2S":31.33,"MedrxivClusteringP2P":34.22,"MedrxivClusteringS2S":32.0,"RedditClustering":63.65,"RedditClusteringP2P":64.63,"StackExchangeClustering":68.78,"StackExchangeClusteringP2P":36.15,"TwentyNewsgroupsClustering":54.13}
@@ -64,148 +64,149 @@
{"index":20,"Rank":64,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":44.31,"ArxivClusteringP2P":46.02,"ArxivClusteringS2S":41.07,"BiorxivClusteringP2P":37.59,"BiorxivClusteringS2S":34.21,"MedrxivClusteringP2P":33.05,"MedrxivClusteringS2S":31.97,"RedditClustering":55.72,"RedditClusteringP2P":62.25,"StackExchangeClustering":63.42,"StackExchangeClusteringP2P":31.71,"TwentyNewsgroupsClustering":50.35}
{"index":169,"Rank":65,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":44.26,"ArxivClusteringP2P":45.55,"ArxivClusteringS2S":41.02,"BiorxivClusteringP2P":36.72,"BiorxivClusteringS2S":35.47,"MedrxivClusteringP2P":31.45,"MedrxivClusteringS2S":29.91,"RedditClustering":55.5,"RedditClusteringP2P":63.71,"StackExchangeClustering":65.23,"StackExchangeClusteringP2P":33.62,"TwentyNewsgroupsClustering":48.73}
{"index":167,"Rank":66,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":44.1,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.12,"BiorxivClusteringS2S":33.41,"MedrxivClusteringP2P":31.82,"MedrxivClusteringS2S":29.68,"RedditClustering":56.54,"RedditClusteringP2P":63.23,"StackExchangeClustering":64.6,"StackExchangeClusteringP2P":33.02,"TwentyNewsgroupsClustering":49.86}
-{"index":136,"Rank":67,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
-{"index":223,"Rank":68,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
+{"index":223,"Rank":67,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
+{"index":136,"Rank":68,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
{"index":101,"Rank":69,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
{"index":120,"Rank":70,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
-{"index":30,"Rank":71,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":28,"Rank":72,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":29,"Rank":73,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":216,"Rank":74,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":31,"Rank":75,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
-{"index":26,"Rank":76,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":43.82,"ArxivClusteringP2P":47.4,"ArxivClusteringS2S":40.02,"BiorxivClusteringP2P":38.47,"BiorxivClusteringS2S":34.72,"MedrxivClusteringP2P":33.06,"MedrxivClusteringS2S":30.86,"RedditClustering":52.32,"RedditClusteringP2P":60.64,"StackExchangeClustering":60.78,"StackExchangeClusteringP2P":35.27,"TwentyNewsgroupsClustering":48.52}
-{"index":155,"Rank":77,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":43.8,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.5,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.46,"MedrxivClusteringS2S":28.99,"RedditClustering":56.16,"RedditClusteringP2P":63.43,"StackExchangeClustering":65.15,"StackExchangeClusteringP2P":32.5,"TwentyNewsgroupsClustering":48.16}
-{"index":258,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.72,"ArxivClusteringP2P":42.89,"ArxivClusteringS2S":33.47,"BiorxivClusteringP2P":36.53,"BiorxivClusteringS2S":28.66,"MedrxivClusteringP2P":32.09,"MedrxivClusteringS2S":26.82,"RedditClustering":58.99,"RedditClusteringP2P":64.46,"StackExchangeClustering":70.78,"StackExchangeClusteringP2P":35.25,"TwentyNewsgroupsClustering":50.93}
-{"index":221,"Rank":79,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.71,"ArxivClusteringP2P":45.45,"ArxivClusteringS2S":36.19,"BiorxivClusteringP2P":38.41,"BiorxivClusteringS2S":32.28,"MedrxivClusteringP2P":34.47,"MedrxivClusteringS2S":31.43,"RedditClustering":55.9,"RedditClusteringP2P":60.58,"StackExchangeClustering":62.94,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":49.36}
-{"index":217,"Rank":80,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.7,"ArxivClusteringP2P":45.85,"ArxivClusteringS2S":36.13,"BiorxivClusteringP2P":38.46,"BiorxivClusteringS2S":33.14,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":30.55,"RedditClustering":56.82,"RedditClusteringP2P":61.57,"StackExchangeClustering":63.18,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":48.72}
-{"index":242,"Rank":81,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.69,"ArxivClusteringP2P":48.38,"ArxivClusteringS2S":39.72,"BiorxivClusteringP2P":39.62,"BiorxivClusteringS2S":35.02,"MedrxivClusteringP2P":35.58,"MedrxivClusteringS2S":32.87,"RedditClustering":54.82,"RedditClusteringP2P":56.77,"StackExchangeClustering":53.8,"StackExchangeClusteringP2P":34.28,"TwentyNewsgroupsClustering":49.74}
-{"index":74,"Rank":82,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.57,"ArxivClusteringP2P":43.47,"ArxivClusteringS2S":39.85,"BiorxivClusteringP2P":37.1,"BiorxivClusteringS2S":34.28,"MedrxivClusteringP2P":33.55,"MedrxivClusteringS2S":31.11,"RedditClustering":53.02,"RedditClusteringP2P":60.47,"StackExchangeClustering":63.04,"StackExchangeClusteringP2P":34.01,"TwentyNewsgroupsClustering":49.37}
-{"index":198,"Rank":83,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.48,"ArxivClusteringP2P":44.44,"ArxivClusteringS2S":34.19,"BiorxivClusteringP2P":37.82,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":33.88,"MedrxivClusteringS2S":32.08,"RedditClustering":54.25,"RedditClusteringP2P":61.28,"StackExchangeClustering":64.7,"StackExchangeClusteringP2P":34.23,"TwentyNewsgroupsClustering":49.31}
-{"index":278,"Rank":84,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.43,"ArxivClusteringP2P":45.8,"ArxivClusteringS2S":37.64,"BiorxivClusteringP2P":38.69,"BiorxivClusteringS2S":34.45,"MedrxivClusteringP2P":32.86,"MedrxivClusteringS2S":34.02,"RedditClustering":54.76,"RedditClusteringP2P":56.28,"StackExchangeClustering":63.95,"StackExchangeClusteringP2P":32.22,"TwentyNewsgroupsClustering":47.07}
-{"index":168,"Rank":85,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.33,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":41.38,"BiorxivClusteringP2P":37.6,"BiorxivClusteringS2S":35.09,"MedrxivClusteringP2P":32.26,"MedrxivClusteringS2S":29.66,"RedditClustering":50.69,"RedditClusteringP2P":61.37,"StackExchangeClustering":64.96,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":43.81}
-{"index":220,"Rank":86,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.16,"ArxivClusteringP2P":44.82,"ArxivClusteringS2S":35.32,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":31.83,"MedrxivClusteringP2P":34.08,"MedrxivClusteringS2S":30.98,"RedditClustering":54.92,"RedditClusteringP2P":60.23,"StackExchangeClustering":61.81,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":48.56}
-{"index":197,"Rank":87,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.97,"ArxivClusteringP2P":45.54,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":39.3,"BiorxivClusteringS2S":35.11,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.78,"RedditClustering":49.24,"RedditClusteringP2P":58.82,"StackExchangeClustering":58.89,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":46.13}
-{"index":211,"Rank":88,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.88,"ArxivClusteringP2P":46.5,"ArxivClusteringS2S":40.08,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":32.0,"MedrxivClusteringS2S":30.38,"RedditClustering":51.0,"RedditClusteringP2P":59.28,"StackExchangeClustering":60.92,"StackExchangeClusteringP2P":32.98,"TwentyNewsgroupsClustering":47.3}
-{"index":214,"Rank":89,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.63,"ArxivClusteringP2P":46.92,"ArxivClusteringS2S":39.12,"BiorxivClusteringP2P":37.43,"BiorxivClusteringS2S":33.89,"MedrxivClusteringP2P":31.9,"MedrxivClusteringS2S":30.71,"RedditClustering":50.5,"RedditClusteringP2P":60.3,"StackExchangeClustering":59.26,"StackExchangeClusteringP2P":33.76,"TwentyNewsgroupsClustering":45.09}
-{"index":218,"Rank":90,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":42.52,"ArxivClusteringP2P":45.18,"ArxivClusteringS2S":35.91,"BiorxivClusteringP2P":36.57,"BiorxivClusteringS2S":32.05,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":29.56,"RedditClustering":55.37,"RedditClusteringP2P":60.05,"StackExchangeClustering":62.28,"StackExchangeClusteringP2P":33.94,"TwentyNewsgroupsClustering":45.43}
-{"index":250,"Rank":91,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":42.42,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":32.39,"BiorxivClusteringP2P":30.48,"BiorxivClusteringS2S":27.5,"MedrxivClusteringP2P":29.12,"MedrxivClusteringS2S":27.56,"RedditClustering":64.13,"RedditClusteringP2P":62.84,"StackExchangeClustering":71.43,"StackExchangeClusteringP2P":32.85,"TwentyNewsgroupsClustering":50.44}
-{"index":257,"Rank":92,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":42.34,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":31.17,"BiorxivClusteringP2P":36.43,"BiorxivClusteringS2S":26.47,"MedrxivClusteringP2P":32.3,"MedrxivClusteringS2S":26.93,"RedditClustering":57.03,"RedditClusteringP2P":62.34,"StackExchangeClustering":67.13,"StackExchangeClusteringP2P":34.79,"TwentyNewsgroupsClustering":49.53}
-{"index":219,"Rank":93,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":42.24,"ArxivClusteringP2P":43.87,"ArxivClusteringS2S":34.57,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":30.68,"MedrxivClusteringP2P":34.09,"MedrxivClusteringS2S":31.3,"RedditClustering":53.31,"RedditClusteringP2P":58.96,"StackExchangeClustering":59.92,"StackExchangeClusteringP2P":33.88,"TwentyNewsgroupsClustering":47.29}
-{"index":166,"Rank":94,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":42.11,"ArxivClusteringP2P":44.57,"ArxivClusteringS2S":40.48,"BiorxivClusteringP2P":36.19,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.53,"MedrxivClusteringS2S":28.29,"RedditClustering":48.18,"RedditClusteringP2P":62.19,"StackExchangeClustering":63.91,"StackExchangeClusteringP2P":32.56,"TwentyNewsgroupsClustering":42.58}
-{"index":115,"Rank":95,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":42.09,"ArxivClusteringP2P":46.64,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":39.19,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":34.11,"MedrxivClusteringS2S":31.67,"RedditClustering":50.19,"RedditClusteringP2P":56.49,"StackExchangeClustering":57.54,"StackExchangeClusteringP2P":35.74,"TwentyNewsgroupsClustering":43.27}
-{"index":61,"Rank":96,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.03,"ArxivClusteringP2P":44.26,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":36.38,"BiorxivClusteringS2S":31.54,"MedrxivClusteringP2P":31.11,"MedrxivClusteringS2S":29.1,"RedditClustering":51.34,"RedditClusteringP2P":62.51,"StackExchangeClustering":61.57,"StackExchangeClusteringP2P":33.59,"TwentyNewsgroupsClustering":44.97}
-{"index":71,"Rank":97,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":41.99,"ArxivClusteringP2P":49.22,"ArxivClusteringS2S":41.71,"BiorxivClusteringP2P":38.39,"BiorxivClusteringS2S":31.31,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":27.87,"RedditClustering":43.67,"RedditClusteringP2P":61.67,"StackExchangeClustering":68.2,"StackExchangeClusteringP2P":36.36,"TwentyNewsgroupsClustering":32.01}
-{"index":37,"Rank":98,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.98,"ArxivClusteringP2P":44.21,"ArxivClusteringS2S":33.91,"BiorxivClusteringP2P":38.68,"BiorxivClusteringS2S":32.21,"MedrxivClusteringP2P":35.18,"MedrxivClusteringS2S":30.99,"RedditClustering":49.5,"RedditClusteringP2P":60.21,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.97,"TwentyNewsgroupsClustering":42.09}
-{"index":241,"Rank":99,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":41.94,"ArxivClusteringP2P":46.55,"ArxivClusteringS2S":37.86,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":32.88,"MedrxivClusteringP2P":34.39,"MedrxivClusteringS2S":31.86,"RedditClustering":50.7,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.14,"StackExchangeClusteringP2P":34.26,"TwentyNewsgroupsClustering":46.49}
-{"index":162,"Rank":100,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.9,"ArxivClusteringP2P":39.68,"ArxivClusteringS2S":29.19,"BiorxivClusteringP2P":32.98,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":30.89,"MedrxivClusteringS2S":28.38,"RedditClustering":59.26,"RedditClusteringP2P":63.22,"StackExchangeClustering":65.04,"StackExchangeClusteringP2P":35.28,"TwentyNewsgroupsClustering":51.31}
-{"index":108,"Rank":101,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":41.87,"ArxivClusteringP2P":47.24,"ArxivClusteringS2S":37.43,"BiorxivClusteringP2P":36.97,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.5,"MedrxivClusteringS2S":28.41,"RedditClustering":47.53,"RedditClusteringP2P":62.76,"StackExchangeClustering":59.55,"StackExchangeClusteringP2P":39.43,"TwentyNewsgroupsClustering":37.73}
-{"index":240,"Rank":102,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":41.81,"ArxivClusteringP2P":46.07,"ArxivClusteringS2S":37.5,"BiorxivClusteringP2P":36.99,"BiorxivClusteringS2S":33.21,"MedrxivClusteringP2P":34.25,"MedrxivClusteringS2S":32.24,"RedditClustering":51.18,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.05,"StackExchangeClusteringP2P":33.13,"TwentyNewsgroupsClustering":47.47}
-{"index":280,"Rank":103,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
+{"index":295,"Rank":71,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.93,"ArxivClusteringP2P":45.69,"ArxivClusteringS2S":36.35,"BiorxivClusteringP2P":38.77,"BiorxivClusteringS2S":32.94,"MedrxivClusteringP2P":34.53,"MedrxivClusteringS2S":30.94,"RedditClustering":56.52,"RedditClusteringP2P":61.05,"StackExchangeClustering":63.19,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":49.21}
+{"index":30,"Rank":72,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":28,"Rank":73,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":31,"Rank":74,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":29,"Rank":75,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":216,"Rank":76,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.91,"ArxivClusteringP2P":45.93,"ArxivClusteringS2S":36.65,"BiorxivClusteringP2P":38.49,"BiorxivClusteringS2S":32.76,"MedrxivClusteringP2P":33.74,"MedrxivClusteringS2S":30.64,"RedditClustering":56.32,"RedditClusteringP2P":61.9,"StackExchangeClustering":64.31,"StackExchangeClusteringP2P":33.26,"TwentyNewsgroupsClustering":49.06}
+{"index":26,"Rank":77,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":43.82,"ArxivClusteringP2P":47.4,"ArxivClusteringS2S":40.02,"BiorxivClusteringP2P":38.47,"BiorxivClusteringS2S":34.72,"MedrxivClusteringP2P":33.06,"MedrxivClusteringS2S":30.86,"RedditClustering":52.32,"RedditClusteringP2P":60.64,"StackExchangeClustering":60.78,"StackExchangeClusteringP2P":35.27,"TwentyNewsgroupsClustering":48.52}
+{"index":155,"Rank":78,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":43.8,"ArxivClusteringP2P":46.1,"ArxivClusteringS2S":39.67,"BiorxivClusteringP2P":37.5,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.46,"MedrxivClusteringS2S":28.99,"RedditClustering":56.16,"RedditClusteringP2P":63.43,"StackExchangeClustering":65.15,"StackExchangeClusteringP2P":32.5,"TwentyNewsgroupsClustering":48.16}
+{"index":258,"Rank":79,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.72,"ArxivClusteringP2P":42.89,"ArxivClusteringS2S":33.47,"BiorxivClusteringP2P":36.53,"BiorxivClusteringS2S":28.66,"MedrxivClusteringP2P":32.09,"MedrxivClusteringS2S":26.82,"RedditClustering":58.99,"RedditClusteringP2P":64.46,"StackExchangeClustering":70.78,"StackExchangeClusteringP2P":35.25,"TwentyNewsgroupsClustering":50.93}
+{"index":221,"Rank":80,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.71,"ArxivClusteringP2P":45.45,"ArxivClusteringS2S":36.19,"BiorxivClusteringP2P":38.41,"BiorxivClusteringS2S":32.28,"MedrxivClusteringP2P":34.47,"MedrxivClusteringS2S":31.43,"RedditClustering":55.9,"RedditClusteringP2P":60.58,"StackExchangeClustering":62.94,"StackExchangeClusteringP2P":33.81,"TwentyNewsgroupsClustering":49.36}
+{"index":217,"Rank":81,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":43.7,"ArxivClusteringP2P":45.85,"ArxivClusteringS2S":36.13,"BiorxivClusteringP2P":38.46,"BiorxivClusteringS2S":33.14,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":30.55,"RedditClustering":56.82,"RedditClusteringP2P":61.57,"StackExchangeClustering":63.18,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":48.72}
+{"index":242,"Rank":82,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.69,"ArxivClusteringP2P":48.38,"ArxivClusteringS2S":39.72,"BiorxivClusteringP2P":39.62,"BiorxivClusteringS2S":35.02,"MedrxivClusteringP2P":35.58,"MedrxivClusteringS2S":32.87,"RedditClustering":54.82,"RedditClusteringP2P":56.77,"StackExchangeClustering":53.8,"StackExchangeClusteringP2P":34.28,"TwentyNewsgroupsClustering":49.74}
+{"index":74,"Rank":83,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.57,"ArxivClusteringP2P":43.47,"ArxivClusteringS2S":39.85,"BiorxivClusteringP2P":37.1,"BiorxivClusteringS2S":34.28,"MedrxivClusteringP2P":33.55,"MedrxivClusteringS2S":31.11,"RedditClustering":53.02,"RedditClusteringP2P":60.47,"StackExchangeClustering":63.04,"StackExchangeClusteringP2P":34.01,"TwentyNewsgroupsClustering":49.37}
+{"index":198,"Rank":84,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.48,"ArxivClusteringP2P":44.44,"ArxivClusteringS2S":34.19,"BiorxivClusteringP2P":37.82,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":33.88,"MedrxivClusteringS2S":32.08,"RedditClustering":54.25,"RedditClusteringP2P":61.28,"StackExchangeClustering":64.7,"StackExchangeClusteringP2P":34.23,"TwentyNewsgroupsClustering":49.31}
+{"index":278,"Rank":85,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.43,"ArxivClusteringP2P":45.8,"ArxivClusteringS2S":37.64,"BiorxivClusteringP2P":38.69,"BiorxivClusteringS2S":34.45,"MedrxivClusteringP2P":32.86,"MedrxivClusteringS2S":34.02,"RedditClustering":54.76,"RedditClusteringP2P":56.28,"StackExchangeClustering":63.95,"StackExchangeClusteringP2P":32.22,"TwentyNewsgroupsClustering":47.07}
+{"index":168,"Rank":86,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":43.33,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":41.38,"BiorxivClusteringP2P":37.6,"BiorxivClusteringS2S":35.09,"MedrxivClusteringP2P":32.26,"MedrxivClusteringS2S":29.66,"RedditClustering":50.69,"RedditClusteringP2P":61.37,"StackExchangeClustering":64.96,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":43.81}
+{"index":220,"Rank":87,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.16,"ArxivClusteringP2P":44.82,"ArxivClusteringS2S":35.32,"BiorxivClusteringP2P":38.19,"BiorxivClusteringS2S":31.83,"MedrxivClusteringP2P":34.08,"MedrxivClusteringS2S":30.98,"RedditClustering":54.92,"RedditClusteringP2P":60.23,"StackExchangeClustering":61.81,"StackExchangeClusteringP2P":34.03,"TwentyNewsgroupsClustering":48.56}
+{"index":197,"Rank":88,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.97,"ArxivClusteringP2P":45.54,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":39.3,"BiorxivClusteringS2S":35.11,"MedrxivClusteringP2P":34.8,"MedrxivClusteringS2S":32.78,"RedditClustering":49.24,"RedditClusteringP2P":58.82,"StackExchangeClustering":58.89,"StackExchangeClusteringP2P":33.6,"TwentyNewsgroupsClustering":46.13}
+{"index":211,"Rank":89,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.88,"ArxivClusteringP2P":46.5,"ArxivClusteringS2S":40.08,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":34.42,"MedrxivClusteringP2P":32.0,"MedrxivClusteringS2S":30.38,"RedditClustering":51.0,"RedditClusteringP2P":59.28,"StackExchangeClustering":60.92,"StackExchangeClusteringP2P":32.98,"TwentyNewsgroupsClustering":47.3}
+{"index":214,"Rank":90,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.63,"ArxivClusteringP2P":46.92,"ArxivClusteringS2S":39.12,"BiorxivClusteringP2P":37.43,"BiorxivClusteringS2S":33.89,"MedrxivClusteringP2P":31.9,"MedrxivClusteringS2S":30.71,"RedditClustering":50.5,"RedditClusteringP2P":60.3,"StackExchangeClustering":59.26,"StackExchangeClusteringP2P":33.76,"TwentyNewsgroupsClustering":45.09}
+{"index":218,"Rank":91,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":42.52,"ArxivClusteringP2P":45.18,"ArxivClusteringS2S":35.91,"BiorxivClusteringP2P":36.57,"BiorxivClusteringS2S":32.05,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":29.56,"RedditClustering":55.37,"RedditClusteringP2P":60.05,"StackExchangeClustering":62.28,"StackExchangeClusteringP2P":33.94,"TwentyNewsgroupsClustering":45.43}
+{"index":250,"Rank":92,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":42.42,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":32.39,"BiorxivClusteringP2P":30.48,"BiorxivClusteringS2S":27.5,"MedrxivClusteringP2P":29.12,"MedrxivClusteringS2S":27.56,"RedditClustering":64.13,"RedditClusteringP2P":62.84,"StackExchangeClustering":71.43,"StackExchangeClusteringP2P":32.85,"TwentyNewsgroupsClustering":50.44}
+{"index":257,"Rank":93,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":42.34,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":31.17,"BiorxivClusteringP2P":36.43,"BiorxivClusteringS2S":26.47,"MedrxivClusteringP2P":32.3,"MedrxivClusteringS2S":26.93,"RedditClustering":57.03,"RedditClusteringP2P":62.34,"StackExchangeClustering":67.13,"StackExchangeClusteringP2P":34.79,"TwentyNewsgroupsClustering":49.53}
+{"index":219,"Rank":94,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":42.24,"ArxivClusteringP2P":43.87,"ArxivClusteringS2S":34.57,"BiorxivClusteringP2P":36.79,"BiorxivClusteringS2S":30.68,"MedrxivClusteringP2P":34.09,"MedrxivClusteringS2S":31.3,"RedditClustering":53.31,"RedditClusteringP2P":58.96,"StackExchangeClustering":59.92,"StackExchangeClusteringP2P":33.88,"TwentyNewsgroupsClustering":47.29}
+{"index":166,"Rank":95,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":42.11,"ArxivClusteringP2P":44.57,"ArxivClusteringS2S":40.48,"BiorxivClusteringP2P":36.19,"BiorxivClusteringS2S":32.72,"MedrxivClusteringP2P":31.53,"MedrxivClusteringS2S":28.29,"RedditClustering":48.18,"RedditClusteringP2P":62.19,"StackExchangeClustering":63.91,"StackExchangeClusteringP2P":32.56,"TwentyNewsgroupsClustering":42.58}
+{"index":115,"Rank":96,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":42.09,"ArxivClusteringP2P":46.64,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":39.19,"BiorxivClusteringS2S":32.13,"MedrxivClusteringP2P":34.11,"MedrxivClusteringS2S":31.67,"RedditClustering":50.19,"RedditClusteringP2P":56.49,"StackExchangeClustering":57.54,"StackExchangeClusteringP2P":35.74,"TwentyNewsgroupsClustering":43.27}
+{"index":61,"Rank":97,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.03,"ArxivClusteringP2P":44.26,"ArxivClusteringS2S":36.01,"BiorxivClusteringP2P":36.38,"BiorxivClusteringS2S":31.54,"MedrxivClusteringP2P":31.11,"MedrxivClusteringS2S":29.1,"RedditClustering":51.34,"RedditClusteringP2P":62.51,"StackExchangeClustering":61.57,"StackExchangeClusteringP2P":33.59,"TwentyNewsgroupsClustering":44.97}
+{"index":71,"Rank":98,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":41.99,"ArxivClusteringP2P":49.22,"ArxivClusteringS2S":41.71,"BiorxivClusteringP2P":38.39,"BiorxivClusteringS2S":31.31,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":27.87,"RedditClustering":43.67,"RedditClusteringP2P":61.67,"StackExchangeClustering":68.2,"StackExchangeClusteringP2P":36.36,"TwentyNewsgroupsClustering":32.01}
+{"index":37,"Rank":99,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.98,"ArxivClusteringP2P":44.21,"ArxivClusteringS2S":33.91,"BiorxivClusteringP2P":38.68,"BiorxivClusteringS2S":32.21,"MedrxivClusteringP2P":35.18,"MedrxivClusteringS2S":30.99,"RedditClustering":49.5,"RedditClusteringP2P":60.21,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.97,"TwentyNewsgroupsClustering":42.09}
+{"index":241,"Rank":100,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":41.94,"ArxivClusteringP2P":46.55,"ArxivClusteringS2S":37.86,"BiorxivClusteringP2P":38.37,"BiorxivClusteringS2S":32.88,"MedrxivClusteringP2P":34.39,"MedrxivClusteringS2S":31.86,"RedditClustering":50.7,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.14,"StackExchangeClusteringP2P":34.26,"TwentyNewsgroupsClustering":46.49}
+{"index":162,"Rank":101,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.9,"ArxivClusteringP2P":39.68,"ArxivClusteringS2S":29.19,"BiorxivClusteringP2P":32.98,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":30.89,"MedrxivClusteringS2S":28.38,"RedditClustering":59.26,"RedditClusteringP2P":63.22,"StackExchangeClustering":65.04,"StackExchangeClusteringP2P":35.28,"TwentyNewsgroupsClustering":51.31}
+{"index":108,"Rank":102,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":41.87,"ArxivClusteringP2P":47.24,"ArxivClusteringS2S":37.43,"BiorxivClusteringP2P":36.97,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.5,"MedrxivClusteringS2S":28.41,"RedditClustering":47.53,"RedditClusteringP2P":62.76,"StackExchangeClustering":59.55,"StackExchangeClusteringP2P":39.43,"TwentyNewsgroupsClustering":37.73}
+{"index":240,"Rank":103,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":41.81,"ArxivClusteringP2P":46.07,"ArxivClusteringS2S":37.5,"BiorxivClusteringP2P":36.99,"BiorxivClusteringS2S":33.21,"MedrxivClusteringP2P":34.25,"MedrxivClusteringS2S":32.24,"RedditClustering":51.18,"RedditClusteringP2P":54.8,"StackExchangeClustering":53.05,"StackExchangeClusteringP2P":33.13,"TwentyNewsgroupsClustering":47.47}
{"index":188,"Rank":104,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
-{"index":256,"Rank":105,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.65,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":29.44,"BiorxivClusteringP2P":35.99,"BiorxivClusteringS2S":24.02,"MedrxivClusteringP2P":32.4,"MedrxivClusteringS2S":26.33,"RedditClustering":54.53,"RedditClusteringP2P":62.5,"StackExchangeClustering":65.11,"StackExchangeClusteringP2P":36.86,"TwentyNewsgroupsClustering":49.33}
-{"index":248,"Rank":106,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64}
-{"index":109,"Rank":107,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":41.51,"ArxivClusteringP2P":45.56,"ArxivClusteringS2S":35.61,"BiorxivClusteringP2P":36.16,"BiorxivClusteringS2S":30.14,"MedrxivClusteringP2P":31.12,"MedrxivClusteringS2S":26.73,"RedditClustering":50.24,"RedditClusteringP2P":61.45,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":37.17,"TwentyNewsgroupsClustering":39.83}
+{"index":280,"Rank":105,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.73,"ArxivClusteringP2P":45.39,"ArxivClusteringS2S":36.68,"BiorxivClusteringP2P":37.05,"BiorxivClusteringS2S":30.16,"MedrxivClusteringP2P":32.41,"MedrxivClusteringS2S":28.09,"RedditClustering":53.05,"RedditClusteringP2P":60.31,"StackExchangeClustering":58.52,"StackExchangeClusteringP2P":34.96,"TwentyNewsgroupsClustering":42.46}
+{"index":256,"Rank":106,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.65,"ArxivClusteringP2P":41.62,"ArxivClusteringS2S":29.44,"BiorxivClusteringP2P":35.99,"BiorxivClusteringS2S":24.02,"MedrxivClusteringP2P":32.4,"MedrxivClusteringS2S":26.33,"RedditClustering":54.53,"RedditClusteringP2P":62.5,"StackExchangeClustering":65.11,"StackExchangeClusteringP2P":36.86,"TwentyNewsgroupsClustering":49.33}
+{"index":248,"Rank":107,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64}
{"index":287,"Rank":108,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.51,"ArxivClusteringP2P":45.56,"ArxivClusteringS2S":35.61,"BiorxivClusteringP2P":36.16,"BiorxivClusteringS2S":30.14,"MedrxivClusteringP2P":31.12,"MedrxivClusteringS2S":26.73,"RedditClustering":50.24,"RedditClusteringP2P":61.45,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":37.17,"TwentyNewsgroupsClustering":39.83}
-{"index":249,"Rank":109,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.51,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":30.45,"BiorxivClusteringP2P":30.52,"BiorxivClusteringS2S":26.06,"MedrxivClusteringP2P":28.69,"MedrxivClusteringS2S":26.69,"RedditClustering":61.34,"RedditClusteringP2P":61.11,"StackExchangeClustering":69.95,"StackExchangeClusteringP2P":32.73,"TwentyNewsgroupsClustering":51.15}
-{"index":286,"Rank":110,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91}
+{"index":109,"Rank":109,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":41.51,"ArxivClusteringP2P":45.56,"ArxivClusteringS2S":35.61,"BiorxivClusteringP2P":36.16,"BiorxivClusteringS2S":30.14,"MedrxivClusteringP2P":31.12,"MedrxivClusteringS2S":26.73,"RedditClustering":50.24,"RedditClusteringP2P":61.45,"StackExchangeClustering":62.63,"StackExchangeClusteringP2P":37.17,"TwentyNewsgroupsClustering":39.83}
+{"index":249,"Rank":110,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.51,"ArxivClusteringP2P":37.9,"ArxivClusteringS2S":30.45,"BiorxivClusteringP2P":30.52,"BiorxivClusteringS2S":26.06,"MedrxivClusteringP2P":28.69,"MedrxivClusteringS2S":26.69,"RedditClustering":61.34,"RedditClusteringP2P":61.11,"StackExchangeClustering":69.95,"StackExchangeClusteringP2P":32.73,"TwentyNewsgroupsClustering":51.15}
{"index":107,"Rank":111,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91}
-{"index":174,"Rank":112,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":41.23,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.5,"BiorxivClusteringS2S":33.3,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":29.76,"RedditClustering":46.91,"RedditClusteringP2P":63.0,"StackExchangeClustering":58.37,"StackExchangeClusteringP2P":32.9,"TwentyNewsgroupsClustering":39.4}
-{"index":224,"Rank":113,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.1,"ArxivClusteringP2P":42.61,"ArxivClusteringS2S":32.32,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":29.08,"MedrxivClusteringP2P":31.19,"MedrxivClusteringS2S":27.27,"RedditClustering":54.89,"RedditClusteringP2P":57.58,"StackExchangeClustering":63.15,"StackExchangeClusteringP2P":32.25,"TwentyNewsgroupsClustering":46.82}
-{"index":139,"Rank":114,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
-{"index":58,"Rank":115,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
+{"index":286,"Rank":112,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.49,"ArxivClusteringP2P":47.46,"ArxivClusteringS2S":38.29,"BiorxivClusteringP2P":37.54,"BiorxivClusteringS2S":32.65,"MedrxivClusteringP2P":31.47,"MedrxivClusteringS2S":28.94,"RedditClustering":46.02,"RedditClusteringP2P":62.43,"StackExchangeClustering":57.86,"StackExchangeClusteringP2P":37.82,"TwentyNewsgroupsClustering":35.91}
+{"index":174,"Rank":113,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":41.23,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.5,"BiorxivClusteringS2S":33.3,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":29.76,"RedditClustering":46.91,"RedditClusteringP2P":63.0,"StackExchangeClustering":58.37,"StackExchangeClusteringP2P":32.9,"TwentyNewsgroupsClustering":39.4}
+{"index":224,"Rank":114,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.1,"ArxivClusteringP2P":42.61,"ArxivClusteringS2S":32.32,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":29.08,"MedrxivClusteringP2P":31.19,"MedrxivClusteringS2S":27.27,"RedditClustering":54.89,"RedditClusteringP2P":57.58,"StackExchangeClustering":63.15,"StackExchangeClusteringP2P":32.25,"TwentyNewsgroupsClustering":46.82}
+{"index":139,"Rank":115,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
{"index":262,"Rank":116,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
-{"index":49,"Rank":117,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01}
-{"index":290,"Rank":118,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
+{"index":58,"Rank":117,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.06,"ArxivClusteringP2P":44.31,"ArxivClusteringS2S":38.43,"BiorxivClusteringP2P":35.34,"BiorxivClusteringS2S":33.5,"MedrxivClusteringP2P":31.48,"MedrxivClusteringS2S":29.71,"RedditClustering":46.54,"RedditClusteringP2P":63.22,"StackExchangeClustering":57.53,"StackExchangeClusteringP2P":32.69,"TwentyNewsgroupsClustering":38.91}
+{"index":49,"Rank":118,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01}
{"index":111,"Rank":119,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
-{"index":196,"Rank":120,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.86,"ArxivClusteringP2P":47.03,"ArxivClusteringS2S":38.38,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":34.94,"MedrxivClusteringP2P":33.98,"MedrxivClusteringS2S":31.67,"RedditClustering":42.72,"RedditClusteringP2P":56.93,"StackExchangeClustering":53.6,"StackExchangeClusteringP2P":32.87,"TwentyNewsgroupsClustering":38.38}
-{"index":69,"Rank":121,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":40.83,"ArxivClusteringP2P":47.81,"ArxivClusteringS2S":40.53,"BiorxivClusteringP2P":38.12,"BiorxivClusteringS2S":31.25,"MedrxivClusteringP2P":30.94,"MedrxivClusteringS2S":28.04,"RedditClustering":42.84,"RedditClusteringP2P":60.1,"StackExchangeClustering":65.12,"StackExchangeClusteringP2P":33.61,"TwentyNewsgroupsClustering":30.76}
-{"index":147,"Rank":122,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.83,"ArxivClusteringP2P":42.9,"ArxivClusteringS2S":32.45,"BiorxivClusteringP2P":37.24,"BiorxivClusteringS2S":29.75,"MedrxivClusteringP2P":36.65,"MedrxivClusteringS2S":32.57,"RedditClustering":50.62,"RedditClusteringP2P":54.44,"StackExchangeClustering":54.26,"StackExchangeClusteringP2P":32.52,"TwentyNewsgroupsClustering":45.7}
-{"index":182,"Rank":123,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":40.81,"ArxivClusteringP2P":45.66,"ArxivClusteringS2S":38.42,"BiorxivClusteringP2P":35.54,"BiorxivClusteringS2S":32.19,"MedrxivClusteringP2P":30.95,"MedrxivClusteringS2S":28.87,"RedditClustering":47.9,"RedditClusteringP2P":55.95,"StackExchangeClustering":60.27,"StackExchangeClusteringP2P":32.34,"TwentyNewsgroupsClustering":40.81}
-{"index":180,"Rank":124,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":40.74,"ArxivClusteringP2P":45.37,"ArxivClusteringS2S":36.52,"BiorxivClusteringP2P":36.52,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.71,"MedrxivClusteringS2S":28.8,"RedditClustering":49.71,"RedditClusteringP2P":55.07,"StackExchangeClustering":59.42,"StackExchangeClusteringP2P":31.7,"TwentyNewsgroupsClustering":41.29}
-{"index":77,"Rank":125,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":40.7,"ArxivClusteringP2P":46.39,"ArxivClusteringS2S":35.41,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":31.74,"MedrxivClusteringP2P":33.13,"MedrxivClusteringS2S":30.29,"RedditClustering":47.53,"RedditClusteringP2P":56.03,"StackExchangeClustering":53.87,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.77}
-{"index":73,"Rank":126,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":40.63,"ArxivClusteringP2P":47.56,"ArxivClusteringS2S":39.92,"BiorxivClusteringP2P":36.14,"BiorxivClusteringS2S":30.26,"MedrxivClusteringP2P":30.11,"MedrxivClusteringS2S":26.93,"RedditClustering":41.83,"RedditClusteringP2P":62.08,"StackExchangeClustering":67.34,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":30.26}
-{"index":284,"Rank":127,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.54,"ArxivClusteringP2P":43.24,"ArxivClusteringS2S":36.49,"BiorxivClusteringP2P":35.56,"BiorxivClusteringS2S":31.02,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":27.76,"RedditClustering":49.16,"RedditClusteringP2P":61.55,"StackExchangeClustering":56.77,"StackExchangeClusteringP2P":32.04,"TwentyNewsgroupsClustering":40.7}
-{"index":125,"Rank":128,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.4,"ArxivClusteringP2P":41.78,"ArxivClusteringS2S":34.13,"BiorxivClusteringP2P":35.01,"BiorxivClusteringS2S":31.0,"MedrxivClusteringP2P":29.71,"MedrxivClusteringS2S":28.0,"RedditClustering":49.53,"RedditClusteringP2P":59.71,"StackExchangeClustering":60.73,"StackExchangeClusteringP2P":34.64,"TwentyNewsgroupsClustering":40.12}
-{"index":91,"Rank":129,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":40.34,"ArxivClusteringP2P":45.59,"ArxivClusteringS2S":38.86,"BiorxivClusteringP2P":36.55,"BiorxivClusteringS2S":33.7,"MedrxivClusteringP2P":31.51,"MedrxivClusteringS2S":28.76,"RedditClustering":40.45,"RedditClusteringP2P":55.75,"StackExchangeClustering":59.21,"StackExchangeClusteringP2P":33.95,"TwentyNewsgroupsClustering":39.46}
-{"index":222,"Rank":130,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":40.31,"ArxivClusteringP2P":41.8,"ArxivClusteringS2S":32.41,"BiorxivClusteringP2P":34.81,"BiorxivClusteringS2S":28.59,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":29.91,"RedditClustering":50.31,"RedditClusteringP2P":56.57,"StackExchangeClustering":57.99,"StackExchangeClusteringP2P":33.64,"TwentyNewsgroupsClustering":44.61}
-{"index":255,"Rank":131,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.21,"ArxivClusteringP2P":39.28,"ArxivClusteringS2S":27.26,"BiorxivClusteringP2P":33.99,"BiorxivClusteringS2S":22.92,"MedrxivClusteringP2P":33.2,"MedrxivClusteringS2S":26.13,"RedditClustering":52.93,"RedditClusteringP2P":59.67,"StackExchangeClustering":63.13,"StackExchangeClusteringP2P":35.68,"TwentyNewsgroupsClustering":48.1}
-{"index":190,"Rank":132,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.08,"ArxivClusteringP2P":44.02,"ArxivClusteringS2S":35.16,"BiorxivClusteringP2P":35.57,"BiorxivClusteringS2S":29.07,"MedrxivClusteringP2P":31.86,"MedrxivClusteringS2S":27.51,"RedditClustering":49.28,"RedditClusteringP2P":57.09,"StackExchangeClustering":55.35,"StackExchangeClusteringP2P":34.42,"TwentyNewsgroupsClustering":41.57}
-{"index":205,"Rank":133,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.94,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":36.91,"BiorxivClusteringP2P":38.59,"BiorxivClusteringS2S":32.32,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":29.92,"RedditClustering":45.63,"RedditClusteringP2P":53.37,"StackExchangeClustering":47.28,"StackExchangeClusteringP2P":34.25,"TwentyNewsgroupsClustering":42.38}
-{"index":87,"Rank":134,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":39.92,"ArxivClusteringP2P":43.38,"ArxivClusteringS2S":33.71,"BiorxivClusteringP2P":35.06,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":32.08,"MedrxivClusteringS2S":29.45,"RedditClustering":48.23,"RedditClusteringP2P":53.18,"StackExchangeClustering":60.86,"StackExchangeClusteringP2P":32.36,"TwentyNewsgroupsClustering":40.06}
-{"index":172,"Rank":135,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.92,"ArxivClusteringP2P":42.12,"ArxivClusteringS2S":34.8,"BiorxivClusteringP2P":35.89,"BiorxivClusteringS2S":30.05,"MedrxivClusteringP2P":31.34,"MedrxivClusteringS2S":27.88,"RedditClustering":45.72,"RedditClusteringP2P":59.66,"StackExchangeClustering":58.51,"StackExchangeClusteringP2P":31.98,"TwentyNewsgroupsClustering":41.13}
-{"index":90,"Rank":136,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":39.83,"ArxivClusteringP2P":44.72,"ArxivClusteringS2S":35.08,"BiorxivClusteringP2P":34.41,"BiorxivClusteringS2S":30.53,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":28.77,"RedditClustering":46.47,"RedditClusteringP2P":54.17,"StackExchangeClustering":59.19,"StackExchangeClusteringP2P":32.57,"TwentyNewsgroupsClustering":40.89}
-{"index":171,"Rank":137,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.73,"ArxivClusteringP2P":44.14,"ArxivClusteringS2S":37.14,"BiorxivClusteringP2P":36.1,"BiorxivClusteringS2S":31.51,"MedrxivClusteringP2P":31.31,"MedrxivClusteringS2S":28.32,"RedditClustering":43.27,"RedditClusteringP2P":57.22,"StackExchangeClustering":59.6,"StackExchangeClusteringP2P":30.82,"TwentyNewsgroupsClustering":37.65}
-{"index":173,"Rank":138,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.62,"ArxivClusteringP2P":43.35,"ArxivClusteringS2S":36.0,"BiorxivClusteringP2P":37.55,"BiorxivClusteringS2S":30.33,"MedrxivClusteringP2P":30.6,"MedrxivClusteringS2S":28.73,"RedditClustering":43.15,"RedditClusteringP2P":61.69,"StackExchangeClustering":55.31,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":35.55}
-{"index":84,"Rank":139,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":39.54,"ArxivClusteringP2P":42.86,"ArxivClusteringS2S":32.48,"BiorxivClusteringP2P":36.83,"BiorxivClusteringS2S":29.24,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":30.8,"RedditClustering":48.28,"RedditClusteringP2P":53.56,"StackExchangeClustering":55.07,"StackExchangeClusteringP2P":31.92,"TwentyNewsgroupsClustering":41.37}
-{"index":128,"Rank":140,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":39.48,"ArxivClusteringP2P":45.31,"ArxivClusteringS2S":35.45,"BiorxivClusteringP2P":38.38,"BiorxivClusteringS2S":31.09,"MedrxivClusteringP2P":33.35,"MedrxivClusteringS2S":29.79,"RedditClustering":44.12,"RedditClusteringP2P":48.68,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":33.91,"TwentyNewsgroupsClustering":41.13}
-{"index":113,"Rank":141,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.46,"ArxivClusteringP2P":44.6,"ArxivClusteringS2S":34.48,"BiorxivClusteringP2P":37.13,"BiorxivClusteringS2S":29.72,"MedrxivClusteringP2P":31.98,"MedrxivClusteringS2S":29.26,"RedditClustering":45.27,"RedditClusteringP2P":54.47,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":34.67,"TwentyNewsgroupsClustering":39.37}
-{"index":228,"Rank":142,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
-{"index":189,"Rank":143,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
-{"index":114,"Rank":144,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.18,"ArxivClusteringP2P":44.53,"ArxivClusteringS2S":33.25,"BiorxivClusteringP2P":36.11,"BiorxivClusteringS2S":28.06,"MedrxivClusteringP2P":31.56,"MedrxivClusteringS2S":28.13,"RedditClustering":45.46,"RedditClusteringP2P":55.16,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":34.07,"TwentyNewsgroupsClustering":40.19}
-{"index":64,"Rank":145,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.16,"ArxivClusteringP2P":41.76,"ArxivClusteringS2S":31.63,"BiorxivClusteringP2P":36.01,"BiorxivClusteringS2S":28.77,"MedrxivClusteringP2P":31.27,"MedrxivClusteringS2S":28.97,"RedditClustering":47.39,"RedditClusteringP2P":58.38,"StackExchangeClustering":52.47,"StackExchangeClusteringP2P":33.63,"TwentyNewsgroupsClustering":40.52}
-{"index":179,"Rank":146,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.11,"ArxivClusteringP2P":44.52,"ArxivClusteringS2S":34.45,"BiorxivClusteringP2P":35.25,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":29.43,"MedrxivClusteringS2S":28.87,"RedditClustering":44.52,"RedditClusteringP2P":53.61,"StackExchangeClustering":57.11,"StackExchangeClusteringP2P":31.91,"TwentyNewsgroupsClustering":39.8}
-{"index":187,"Rank":147,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
+{"index":290,"Rank":120,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
+{"index":196,"Rank":121,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.86,"ArxivClusteringP2P":47.03,"ArxivClusteringS2S":38.38,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":34.94,"MedrxivClusteringP2P":33.98,"MedrxivClusteringS2S":31.67,"RedditClustering":42.72,"RedditClusteringP2P":56.93,"StackExchangeClustering":53.6,"StackExchangeClusteringP2P":32.87,"TwentyNewsgroupsClustering":38.38}
+{"index":69,"Rank":122,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":40.83,"ArxivClusteringP2P":47.81,"ArxivClusteringS2S":40.53,"BiorxivClusteringP2P":38.12,"BiorxivClusteringS2S":31.25,"MedrxivClusteringP2P":30.94,"MedrxivClusteringS2S":28.04,"RedditClustering":42.84,"RedditClusteringP2P":60.1,"StackExchangeClustering":65.12,"StackExchangeClusteringP2P":33.61,"TwentyNewsgroupsClustering":30.76}
+{"index":147,"Rank":123,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.83,"ArxivClusteringP2P":42.9,"ArxivClusteringS2S":32.45,"BiorxivClusteringP2P":37.24,"BiorxivClusteringS2S":29.75,"MedrxivClusteringP2P":36.65,"MedrxivClusteringS2S":32.57,"RedditClustering":50.62,"RedditClusteringP2P":54.44,"StackExchangeClustering":54.26,"StackExchangeClusteringP2P":32.52,"TwentyNewsgroupsClustering":45.7}
+{"index":182,"Rank":124,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":40.81,"ArxivClusteringP2P":45.66,"ArxivClusteringS2S":38.42,"BiorxivClusteringP2P":35.54,"BiorxivClusteringS2S":32.19,"MedrxivClusteringP2P":30.95,"MedrxivClusteringS2S":28.87,"RedditClustering":47.9,"RedditClusteringP2P":55.95,"StackExchangeClustering":60.27,"StackExchangeClusteringP2P":32.34,"TwentyNewsgroupsClustering":40.81}
+{"index":180,"Rank":125,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":40.74,"ArxivClusteringP2P":45.37,"ArxivClusteringS2S":36.52,"BiorxivClusteringP2P":36.52,"BiorxivClusteringS2S":31.98,"MedrxivClusteringP2P":31.71,"MedrxivClusteringS2S":28.8,"RedditClustering":49.71,"RedditClusteringP2P":55.07,"StackExchangeClustering":59.42,"StackExchangeClusteringP2P":31.7,"TwentyNewsgroupsClustering":41.29}
+{"index":77,"Rank":126,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":40.7,"ArxivClusteringP2P":46.39,"ArxivClusteringS2S":35.41,"BiorxivClusteringP2P":38.98,"BiorxivClusteringS2S":31.74,"MedrxivClusteringP2P":33.13,"MedrxivClusteringS2S":30.29,"RedditClustering":47.53,"RedditClusteringP2P":56.03,"StackExchangeClustering":53.87,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.77}
+{"index":73,"Rank":127,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":40.63,"ArxivClusteringP2P":47.56,"ArxivClusteringS2S":39.92,"BiorxivClusteringP2P":36.14,"BiorxivClusteringS2S":30.26,"MedrxivClusteringP2P":30.11,"MedrxivClusteringS2S":26.93,"RedditClustering":41.83,"RedditClusteringP2P":62.08,"StackExchangeClustering":67.34,"StackExchangeClusteringP2P":34.5,"TwentyNewsgroupsClustering":30.26}
+{"index":284,"Rank":128,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.54,"ArxivClusteringP2P":43.24,"ArxivClusteringS2S":36.49,"BiorxivClusteringP2P":35.56,"BiorxivClusteringS2S":31.02,"MedrxivClusteringP2P":31.7,"MedrxivClusteringS2S":27.76,"RedditClustering":49.16,"RedditClusteringP2P":61.55,"StackExchangeClustering":56.77,"StackExchangeClusteringP2P":32.04,"TwentyNewsgroupsClustering":40.7}
+{"index":125,"Rank":129,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.4,"ArxivClusteringP2P":41.78,"ArxivClusteringS2S":34.13,"BiorxivClusteringP2P":35.01,"BiorxivClusteringS2S":31.0,"MedrxivClusteringP2P":29.71,"MedrxivClusteringS2S":28.0,"RedditClustering":49.53,"RedditClusteringP2P":59.71,"StackExchangeClustering":60.73,"StackExchangeClusteringP2P":34.64,"TwentyNewsgroupsClustering":40.12}
+{"index":91,"Rank":130,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":40.34,"ArxivClusteringP2P":45.59,"ArxivClusteringS2S":38.86,"BiorxivClusteringP2P":36.55,"BiorxivClusteringS2S":33.7,"MedrxivClusteringP2P":31.51,"MedrxivClusteringS2S":28.76,"RedditClustering":40.45,"RedditClusteringP2P":55.75,"StackExchangeClustering":59.21,"StackExchangeClusteringP2P":33.95,"TwentyNewsgroupsClustering":39.46}
+{"index":222,"Rank":131,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":40.31,"ArxivClusteringP2P":41.8,"ArxivClusteringS2S":32.41,"BiorxivClusteringP2P":34.81,"BiorxivClusteringS2S":28.59,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":29.91,"RedditClustering":50.31,"RedditClusteringP2P":56.57,"StackExchangeClustering":57.99,"StackExchangeClusteringP2P":33.64,"TwentyNewsgroupsClustering":44.61}
+{"index":255,"Rank":132,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.21,"ArxivClusteringP2P":39.28,"ArxivClusteringS2S":27.26,"BiorxivClusteringP2P":33.99,"BiorxivClusteringS2S":22.92,"MedrxivClusteringP2P":33.2,"MedrxivClusteringS2S":26.13,"RedditClustering":52.93,"RedditClusteringP2P":59.67,"StackExchangeClustering":63.13,"StackExchangeClusteringP2P":35.68,"TwentyNewsgroupsClustering":48.1}
+{"index":190,"Rank":133,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.08,"ArxivClusteringP2P":44.02,"ArxivClusteringS2S":35.16,"BiorxivClusteringP2P":35.57,"BiorxivClusteringS2S":29.07,"MedrxivClusteringP2P":31.86,"MedrxivClusteringS2S":27.51,"RedditClustering":49.28,"RedditClusteringP2P":57.09,"StackExchangeClustering":55.35,"StackExchangeClusteringP2P":34.42,"TwentyNewsgroupsClustering":41.57}
+{"index":205,"Rank":134,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.94,"ArxivClusteringP2P":46.19,"ArxivClusteringS2S":36.91,"BiorxivClusteringP2P":38.59,"BiorxivClusteringS2S":32.32,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":29.92,"RedditClustering":45.63,"RedditClusteringP2P":53.37,"StackExchangeClustering":47.28,"StackExchangeClusteringP2P":34.25,"TwentyNewsgroupsClustering":42.38}
+{"index":87,"Rank":135,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":39.92,"ArxivClusteringP2P":43.38,"ArxivClusteringS2S":33.71,"BiorxivClusteringP2P":35.06,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":32.08,"MedrxivClusteringS2S":29.45,"RedditClustering":48.23,"RedditClusteringP2P":53.18,"StackExchangeClustering":60.86,"StackExchangeClusteringP2P":32.36,"TwentyNewsgroupsClustering":40.06}
+{"index":172,"Rank":136,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.92,"ArxivClusteringP2P":42.12,"ArxivClusteringS2S":34.8,"BiorxivClusteringP2P":35.89,"BiorxivClusteringS2S":30.05,"MedrxivClusteringP2P":31.34,"MedrxivClusteringS2S":27.88,"RedditClustering":45.72,"RedditClusteringP2P":59.66,"StackExchangeClustering":58.51,"StackExchangeClusteringP2P":31.98,"TwentyNewsgroupsClustering":41.13}
+{"index":90,"Rank":137,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":39.83,"ArxivClusteringP2P":44.72,"ArxivClusteringS2S":35.08,"BiorxivClusteringP2P":34.41,"BiorxivClusteringS2S":30.53,"MedrxivClusteringP2P":31.35,"MedrxivClusteringS2S":28.77,"RedditClustering":46.47,"RedditClusteringP2P":54.17,"StackExchangeClustering":59.19,"StackExchangeClusteringP2P":32.57,"TwentyNewsgroupsClustering":40.89}
+{"index":171,"Rank":138,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":39.73,"ArxivClusteringP2P":44.14,"ArxivClusteringS2S":37.14,"BiorxivClusteringP2P":36.1,"BiorxivClusteringS2S":31.51,"MedrxivClusteringP2P":31.31,"MedrxivClusteringS2S":28.32,"RedditClustering":43.27,"RedditClusteringP2P":57.22,"StackExchangeClustering":59.6,"StackExchangeClusteringP2P":30.82,"TwentyNewsgroupsClustering":37.65}
+{"index":173,"Rank":139,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.62,"ArxivClusteringP2P":43.35,"ArxivClusteringS2S":36.0,"BiorxivClusteringP2P":37.55,"BiorxivClusteringS2S":30.33,"MedrxivClusteringP2P":30.6,"MedrxivClusteringS2S":28.73,"RedditClustering":43.15,"RedditClusteringP2P":61.69,"StackExchangeClustering":55.31,"StackExchangeClusteringP2P":33.51,"TwentyNewsgroupsClustering":35.55}
+{"index":84,"Rank":140,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":39.54,"ArxivClusteringP2P":42.86,"ArxivClusteringS2S":32.48,"BiorxivClusteringP2P":36.83,"BiorxivClusteringS2S":29.24,"MedrxivClusteringP2P":32.55,"MedrxivClusteringS2S":30.8,"RedditClustering":48.28,"RedditClusteringP2P":53.56,"StackExchangeClustering":55.07,"StackExchangeClusteringP2P":31.92,"TwentyNewsgroupsClustering":41.37}
+{"index":128,"Rank":141,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":39.48,"ArxivClusteringP2P":45.31,"ArxivClusteringS2S":35.45,"BiorxivClusteringP2P":38.38,"BiorxivClusteringS2S":31.09,"MedrxivClusteringP2P":33.35,"MedrxivClusteringS2S":29.79,"RedditClustering":44.12,"RedditClusteringP2P":48.68,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":33.91,"TwentyNewsgroupsClustering":41.13}
+{"index":113,"Rank":142,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.46,"ArxivClusteringP2P":44.6,"ArxivClusteringS2S":34.48,"BiorxivClusteringP2P":37.13,"BiorxivClusteringS2S":29.72,"MedrxivClusteringP2P":31.98,"MedrxivClusteringS2S":29.26,"RedditClustering":45.27,"RedditClusteringP2P":54.47,"StackExchangeClustering":53.11,"StackExchangeClusteringP2P":34.67,"TwentyNewsgroupsClustering":39.37}
+{"index":228,"Rank":143,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
+{"index":189,"Rank":144,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":39.29,"ArxivClusteringP2P":41.55,"ArxivClusteringS2S":32.19,"BiorxivClusteringP2P":35.17,"BiorxivClusteringS2S":28.89,"MedrxivClusteringP2P":32.19,"MedrxivClusteringS2S":28.78,"RedditClustering":48.28,"RedditClusteringP2P":56.03,"StackExchangeClustering":55.39,"StackExchangeClusteringP2P":33.57,"TwentyNewsgroupsClustering":40.2}
+{"index":114,"Rank":145,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.18,"ArxivClusteringP2P":44.53,"ArxivClusteringS2S":33.25,"BiorxivClusteringP2P":36.11,"BiorxivClusteringS2S":28.06,"MedrxivClusteringP2P":31.56,"MedrxivClusteringS2S":28.13,"RedditClustering":45.46,"RedditClusteringP2P":55.16,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":34.07,"TwentyNewsgroupsClustering":40.19}
+{"index":64,"Rank":146,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.16,"ArxivClusteringP2P":41.76,"ArxivClusteringS2S":31.63,"BiorxivClusteringP2P":36.01,"BiorxivClusteringS2S":28.77,"MedrxivClusteringP2P":31.27,"MedrxivClusteringS2S":28.97,"RedditClustering":47.39,"RedditClusteringP2P":58.38,"StackExchangeClustering":52.47,"StackExchangeClusteringP2P":33.63,"TwentyNewsgroupsClustering":40.52}
+{"index":179,"Rank":147,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.11,"ArxivClusteringP2P":44.52,"ArxivClusteringS2S":34.45,"BiorxivClusteringP2P":35.25,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":29.43,"MedrxivClusteringS2S":28.87,"RedditClustering":44.52,"RedditClusteringP2P":53.61,"StackExchangeClustering":57.11,"StackExchangeClusteringP2P":31.91,"TwentyNewsgroupsClustering":39.8}
{"index":138,"Rank":148,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":66,"Rank":149,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
-{"index":134,"Rank":150,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":38.93,"ArxivClusteringP2P":44.59,"ArxivClusteringS2S":38.03,"BiorxivClusteringP2P":36.03,"BiorxivClusteringS2S":32.48,"MedrxivClusteringP2P":31.05,"MedrxivClusteringS2S":29.26,"RedditClustering":35.53,"RedditClusteringP2P":54.52,"StackExchangeClustering":55.13,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":37.28}
-{"index":112,"Rank":151,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":38.86,"ArxivClusteringP2P":43.5,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.48,"BiorxivClusteringS2S":26.14,"MedrxivClusteringP2P":30.57,"MedrxivClusteringS2S":26.22,"RedditClustering":48.32,"RedditClusteringP2P":57.84,"StackExchangeClustering":57.49,"StackExchangeClusteringP2P":34.58,"TwentyNewsgroupsClustering":36.28}
-{"index":247,"Rank":152,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":38.63,"ArxivClusteringP2P":35.49,"ArxivClusteringS2S":27.18,"BiorxivClusteringP2P":27.66,"BiorxivClusteringS2S":23.25,"MedrxivClusteringP2P":27.57,"MedrxivClusteringS2S":25.13,"RedditClustering":56.13,"RedditClusteringP2P":58.53,"StackExchangeClustering":64.21,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":46.72}
-{"index":254,"Rank":153,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":38.5,"ArxivClusteringP2P":37.78,"ArxivClusteringS2S":31.68,"BiorxivClusteringP2P":33.02,"BiorxivClusteringS2S":29.45,"MedrxivClusteringP2P":31.93,"MedrxivClusteringS2S":31.53,"RedditClustering":45.65,"RedditClusteringP2P":52.05,"StackExchangeClustering":52.99,"StackExchangeClusteringP2P":33.06,"TwentyNewsgroupsClustering":44.36}
-{"index":215,"Rank":154,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.37,"ArxivClusteringP2P":43.11,"ArxivClusteringS2S":34.41,"BiorxivClusteringP2P":34.7,"BiorxivClusteringS2S":28.84,"MedrxivClusteringP2P":30.49,"MedrxivClusteringS2S":28.8,"RedditClustering":42.86,"RedditClusteringP2P":54.27,"StackExchangeClustering":53.09,"StackExchangeClusteringP2P":33.15,"TwentyNewsgroupsClustering":38.35}
-{"index":126,"Rank":155,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":38.03,"ArxivClusteringP2P":43.85,"ArxivClusteringS2S":29.59,"BiorxivClusteringP2P":37.8,"BiorxivClusteringS2S":26.76,"MedrxivClusteringP2P":32.54,"MedrxivClusteringS2S":28.05,"RedditClustering":43.68,"RedditClusteringP2P":54.33,"StackExchangeClustering":51.77,"StackExchangeClusteringP2P":33.31,"TwentyNewsgroupsClustering":36.65}
-{"index":144,"Rank":156,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":37.92,"ArxivClusteringP2P":42.01,"ArxivClusteringS2S":31.41,"BiorxivClusteringP2P":34.73,"BiorxivClusteringS2S":29.28,"MedrxivClusteringP2P":31.77,"MedrxivClusteringS2S":30.94,"RedditClustering":43.09,"RedditClusteringP2P":56.54,"StackExchangeClustering":48.23,"StackExchangeClusteringP2P":34.76,"TwentyNewsgroupsClustering":34.36}
-{"index":274,"Rank":157,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.82,"ArxivClusteringP2P":34.72,"ArxivClusteringS2S":25.27,"BiorxivClusteringP2P":28.39,"BiorxivClusteringS2S":20.52,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":24.58,"RedditClustering":56.93,"RedditClusteringP2P":58.95,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.14,"TwentyNewsgroupsClustering":42.43}
-{"index":251,"Rank":158,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.64,"ArxivClusteringP2P":36.94,"ArxivClusteringS2S":29.03,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":28.16,"MedrxivClusteringP2P":30.23,"MedrxivClusteringS2S":27.01,"RedditClustering":48.04,"RedditClusteringP2P":53.53,"StackExchangeClustering":59.54,"StackExchangeClusteringP2P":30.48,"TwentyNewsgroupsClustering":38.68}
-{"index":76,"Rank":159,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":37.6,"ArxivClusteringP2P":40.28,"ArxivClusteringS2S":31.06,"BiorxivClusteringP2P":35.18,"BiorxivClusteringS2S":28.18,"MedrxivClusteringP2P":30.4,"MedrxivClusteringS2S":28.79,"RedditClustering":45.93,"RedditClusteringP2P":51.44,"StackExchangeClustering":52.18,"StackExchangeClusteringP2P":30.67,"TwentyNewsgroupsClustering":39.44}
-{"index":300,"Rank":160,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.52,"ArxivClusteringP2P":41.49,"ArxivClusteringS2S":28.47,"BiorxivClusteringP2P":36.86,"BiorxivClusteringS2S":27.55,"MedrxivClusteringP2P":31.09,"MedrxivClusteringS2S":26.5,"RedditClustering":42.47,"RedditClusteringP2P":58.1,"StackExchangeClustering":53.52,"StackExchangeClusteringP2P":30.43,"TwentyNewsgroupsClustering":36.26}
-{"index":75,"Rank":161,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":37.45,"ArxivClusteringP2P":42.92,"ArxivClusteringS2S":35.2,"BiorxivClusteringP2P":35.02,"BiorxivClusteringS2S":27.21,"MedrxivClusteringP2P":30.15,"MedrxivClusteringS2S":26.96,"RedditClustering":38.67,"RedditClusteringP2P":53.42,"StackExchangeClustering":59.35,"StackExchangeClusteringP2P":31.47,"TwentyNewsgroupsClustering":31.54}
-{"index":176,"Rank":162,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.22,"ArxivClusteringP2P":39.22,"ArxivClusteringS2S":30.8,"BiorxivClusteringP2P":35.84,"BiorxivClusteringS2S":27.35,"MedrxivClusteringP2P":30.72,"MedrxivClusteringS2S":27.0,"RedditClustering":40.12,"RedditClusteringP2P":59.49,"StackExchangeClustering":53.32,"StackExchangeClusteringP2P":31.87,"TwentyNewsgroupsClustering":33.67}
-{"index":185,"Rank":163,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":37.15,"ArxivClusteringP2P":40.51,"ArxivClusteringS2S":31.58,"BiorxivClusteringP2P":33.56,"BiorxivClusteringS2S":28.44,"MedrxivClusteringP2P":30.12,"MedrxivClusteringS2S":25.26,"RedditClustering":45.05,"RedditClusteringP2P":55.14,"StackExchangeClustering":45.24,"StackExchangeClusteringP2P":33.37,"TwentyNewsgroupsClustering":40.42}
-{"index":253,"Rank":164,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.14,"ArxivClusteringP2P":38.33,"ArxivClusteringS2S":31.55,"BiorxivClusteringP2P":33.49,"BiorxivClusteringS2S":29.44,"MedrxivClusteringP2P":31.52,"MedrxivClusteringS2S":30.87,"RedditClustering":42.02,"RedditClusteringP2P":50.73,"StackExchangeClustering":49.6,"StackExchangeClusteringP2P":31.69,"TwentyNewsgroupsClustering":39.28}
-{"index":92,"Rank":165,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":36.98,"ArxivClusteringP2P":40.55,"ArxivClusteringS2S":32.49,"BiorxivClusteringP2P":33.59,"BiorxivClusteringS2S":29.13,"MedrxivClusteringP2P":30.33,"MedrxivClusteringS2S":28.02,"RedditClustering":42.17,"RedditClusteringP2P":48.02,"StackExchangeClustering":54.13,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.2}
-{"index":181,"Rank":166,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.89,"ArxivClusteringP2P":40.27,"ArxivClusteringS2S":32.0,"BiorxivClusteringP2P":33.27,"BiorxivClusteringS2S":28.65,"MedrxivClusteringP2P":27.85,"MedrxivClusteringS2S":27.71,"RedditClustering":41.34,"RedditClusteringP2P":51.2,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.88}
-{"index":81,"Rank":167,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.96,"ArxivClusteringP2P":35.24,"ArxivClusteringS2S":31.09,"BiorxivClusteringP2P":30.2,"BiorxivClusteringS2S":27.38,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":27.52,"RedditClustering":45.62,"RedditClusteringP2P":47.87,"StackExchangeClustering":52.62,"StackExchangeClusteringP2P":30.05,"TwentyNewsgroupsClustering":40.79}
-{"index":184,"Rank":168,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.88,"ArxivClusteringP2P":39.25,"ArxivClusteringS2S":29.08,"BiorxivClusteringP2P":32.2,"BiorxivClusteringS2S":26.63,"MedrxivClusteringP2P":29.6,"MedrxivClusteringS2S":25.01,"RedditClustering":42.85,"RedditClusteringP2P":52.55,"StackExchangeClustering":48.07,"StackExchangeClusteringP2P":31.36,"TwentyNewsgroupsClustering":38.06}
-{"index":88,"Rank":169,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":35.79,"ArxivClusteringP2P":39.71,"ArxivClusteringS2S":28.24,"BiorxivClusteringP2P":33.63,"BiorxivClusteringS2S":27.04,"MedrxivClusteringP2P":31.37,"MedrxivClusteringS2S":26.87,"RedditClustering":40.23,"RedditClusteringP2P":49.09,"StackExchangeClustering":52.74,"StackExchangeClusteringP2P":32.66,"TwentyNewsgroupsClustering":32.13}
-{"index":85,"Rank":170,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.78,"ArxivClusteringP2P":41.21,"ArxivClusteringS2S":30.2,"BiorxivClusteringP2P":35.62,"BiorxivClusteringS2S":25.4,"MedrxivClusteringP2P":31.42,"MedrxivClusteringS2S":27.14,"RedditClustering":39.24,"RedditClusteringP2P":52.2,"StackExchangeClustering":46.43,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":30.43}
-{"index":273,"Rank":171,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.71,"ArxivClusteringP2P":35.13,"ArxivClusteringS2S":23.46,"BiorxivClusteringP2P":31.17,"BiorxivClusteringS2S":18.81,"MedrxivClusteringP2P":28.88,"MedrxivClusteringS2S":23.31,"RedditClustering":49.72,"RedditClusteringP2P":57.92,"StackExchangeClustering":54.64,"StackExchangeClusteringP2P":31.58,"TwentyNewsgroupsClustering":38.23}
-{"index":151,"Rank":172,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":35.67,"ArxivClusteringP2P":37.75,"ArxivClusteringS2S":27.7,"BiorxivClusteringP2P":30.24,"BiorxivClusteringS2S":22.67,"MedrxivClusteringP2P":28.41,"MedrxivClusteringS2S":26.14,"RedditClustering":46.29,"RedditClusteringP2P":50.95,"StackExchangeClustering":48.08,"StackExchangeClusteringP2P":33.35,"TwentyNewsgroupsClustering":40.79}
-{"index":276,"Rank":173,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.06,"ArxivClusteringP2P":34.75,"ArxivClusteringS2S":22.62,"BiorxivClusteringP2P":28.75,"BiorxivClusteringS2S":20.14,"MedrxivClusteringP2P":31.2,"MedrxivClusteringS2S":25.8,"RedditClustering":46.17,"RedditClusteringP2P":56.53,"StackExchangeClustering":49.34,"StackExchangeClusteringP2P":33.4,"TwentyNewsgroupsClustering":36.93}
-{"index":275,"Rank":174,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.82,"ArxivClusteringP2P":33.72,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":30.88,"BiorxivClusteringS2S":21.05,"MedrxivClusteringP2P":28.68,"MedrxivClusteringS2S":24.25,"RedditClustering":43.82,"RedditClusteringP2P":58.37,"StackExchangeClustering":47.83,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":37.47}
-{"index":243,"Rank":175,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":34.06,"ArxivClusteringP2P":44.75,"ArxivClusteringS2S":35.27,"BiorxivClusteringP2P":39.52,"BiorxivClusteringS2S":34.53,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":31.66,"RedditClustering":24.13,"RedditClusteringP2P":35.06,"StackExchangeClustering":39.01,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":24.22}
-{"index":272,"Rank":176,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.94,"ArxivClusteringP2P":35.1,"ArxivClusteringS2S":25.75,"BiorxivClusteringP2P":32.83,"BiorxivClusteringS2S":24.09,"MedrxivClusteringP2P":29.54,"MedrxivClusteringS2S":27.33,"RedditClustering":41.4,"RedditClusteringP2P":45.37,"StackExchangeClustering":44.43,"StackExchangeClusteringP2P":31.24,"TwentyNewsgroupsClustering":36.28}
-{"index":265,"Rank":177,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":33.47,"ArxivClusteringP2P":35.33,"ArxivClusteringS2S":27.66,"BiorxivClusteringP2P":30.95,"BiorxivClusteringS2S":24.81,"MedrxivClusteringP2P":27.35,"MedrxivClusteringS2S":25.59,"RedditClustering":40.32,"RedditClusteringP2P":45.99,"StackExchangeClustering":48.26,"StackExchangeClusteringP2P":28.87,"TwentyNewsgroupsClustering":33.07}
-{"index":229,"Rank":178,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86}
-{"index":86,"Rank":179,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68}
-{"index":80,"Rank":180,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69}
-{"index":186,"Rank":181,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":32.56,"ArxivClusteringP2P":34.17,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":28.51,"BiorxivClusteringS2S":20.94,"MedrxivClusteringP2P":27.24,"MedrxivClusteringS2S":23.27,"RedditClustering":37.95,"RedditClusteringP2P":49.91,"StackExchangeClustering":46.35,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":34.39}
-{"index":308,"Rank":182,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.28,"ArxivClusteringP2P":35.27,"ArxivClusteringS2S":23.18,"BiorxivClusteringP2P":31.13,"BiorxivClusteringS2S":26.78,"MedrxivClusteringP2P":24.65,"MedrxivClusteringS2S":24.21,"RedditClustering":38.74,"RedditClusteringP2P":51.92,"StackExchangeClustering":42.7,"StackExchangeClusteringP2P":28.7,"TwentyNewsgroupsClustering":27.82}
-{"index":270,"Rank":183,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.75,"ArxivClusteringP2P":39.74,"ArxivClusteringS2S":30.69,"BiorxivClusteringP2P":34.04,"BiorxivClusteringS2S":26.59,"MedrxivClusteringP2P":29.0,"MedrxivClusteringS2S":25.38,"RedditClustering":28.36,"RedditClusteringP2P":43.4,"StackExchangeClustering":36.29,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":29.19}
-{"index":32,"Rank":184,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.67,"ArxivClusteringP2P":33.7,"ArxivClusteringS2S":23.04,"BiorxivClusteringP2P":32.7,"BiorxivClusteringS2S":23.28,"MedrxivClusteringP2P":31.94,"MedrxivClusteringS2S":28.05,"RedditClustering":30.83,"RedditClusteringP2P":46.29,"StackExchangeClustering":39.44,"StackExchangeClusteringP2P":32.61,"TwentyNewsgroupsClustering":26.54}
-{"index":89,"Rank":185,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":30.95,"ArxivClusteringP2P":34.74,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":28.93,"BiorxivClusteringS2S":23.08,"MedrxivClusteringP2P":28.3,"MedrxivClusteringS2S":24.93,"RedditClustering":33.76,"RedditClusteringP2P":41.01,"StackExchangeClustering":44.59,"StackExchangeClusteringP2P":28.23,"TwentyNewsgroupsClustering":28.24}
-{"index":261,"Rank":186,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"ArxivClusteringP2P":32.32,"ArxivClusteringS2S":25.5,"BiorxivClusteringP2P":28.99,"BiorxivClusteringS2S":23.2,"MedrxivClusteringP2P":29.44,"MedrxivClusteringS2S":26.16,"RedditClustering":31.25,"RedditClusteringP2P":43.3,"StackExchangeClustering":34.36,"StackExchangeClusteringP2P":30.64,"TwentyNewsgroupsClustering":31.58}
-{"index":78,"Rank":187,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":30.21,"ArxivClusteringP2P":33.04,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":30.86,"BiorxivClusteringS2S":21.1,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":23.78,"RedditClustering":31.45,"RedditClusteringP2P":43.69,"StackExchangeClustering":39.16,"StackExchangeClusteringP2P":29.18,"TwentyNewsgroupsClustering":28.23}
-{"index":133,"Rank":188,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":30.12,"ArxivClusteringP2P":35.19,"ArxivClusteringS2S":27.51,"BiorxivClusteringP2P":30.12,"BiorxivClusteringS2S":24.77,"MedrxivClusteringP2P":26.09,"MedrxivClusteringS2S":23.6,"RedditClustering":27.24,"RedditClusteringP2P":43.32,"StackExchangeClustering":43.58,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":23.35}
-{"index":239,"Rank":189,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":29.55,"ArxivClusteringP2P":32.13,"ArxivClusteringS2S":22.05,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":20.57,"MedrxivClusteringP2P":30.13,"MedrxivClusteringS2S":24.82,"RedditClustering":28.79,"RedditClusteringP2P":49.14,"StackExchangeClustering":35.43,"StackExchangeClusteringP2P":28.83,"TwentyNewsgroupsClustering":23.28}
-{"index":230,"Rank":190,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.04,"ArxivClusteringP2P":32.61,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":24.9,"BiorxivClusteringS2S":19.55,"MedrxivClusteringP2P":23.6,"MedrxivClusteringS2S":21.97,"RedditClustering":32.18,"RedditClusteringP2P":45.14,"StackExchangeClustering":43.07,"StackExchangeClusteringP2P":28.5,"TwentyNewsgroupsClustering":23.21}
-{"index":271,"Rank":191,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.04,"ArxivClusteringP2P":38.31,"ArxivClusteringS2S":27.56,"BiorxivClusteringP2P":33.35,"BiorxivClusteringS2S":24.18,"MedrxivClusteringP2P":28.35,"MedrxivClusteringS2S":23.71,"RedditClustering":22.47,"RedditClusteringP2P":39.66,"StackExchangeClustering":32.9,"StackExchangeClusteringP2P":26.0,"TwentyNewsgroupsClustering":22.9}
-{"index":79,"Rank":192,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":28.01,"ArxivClusteringP2P":31.76,"ArxivClusteringS2S":21.06,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":18.34,"MedrxivClusteringP2P":27.42,"MedrxivClusteringS2S":22.41,"RedditClustering":26.71,"RedditClusteringP2P":44.14,"StackExchangeClustering":32.84,"StackExchangeClusteringP2P":27.48,"TwentyNewsgroupsClustering":26.09}
-{"index":244,"Rank":193,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":27.73,"ArxivClusteringP2P":32.56,"ArxivClusteringS2S":23.14,"BiorxivClusteringP2P":29.27,"BiorxivClusteringS2S":19.18,"MedrxivClusteringP2P":26.12,"MedrxivClusteringS2S":20.38,"RedditClustering":28.46,"RedditClusteringP2P":35.82,"StackExchangeClustering":35.8,"StackExchangeClusteringP2P":28.51,"TwentyNewsgroupsClustering":25.83}
-{"index":245,"Rank":194,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":26.57,"ArxivClusteringP2P":34.73,"ArxivClusteringS2S":26.01,"BiorxivClusteringP2P":29.76,"BiorxivClusteringS2S":20.71,"MedrxivClusteringP2P":26.65,"MedrxivClusteringS2S":21.5,"RedditClustering":28.84,"RedditClusteringP2P":7.37,"StackExchangeClustering":39.04,"StackExchangeClusteringP2P":30.23,"TwentyNewsgroupsClustering":27.42}
-{"index":156,"Rank":195,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":26.2,"ArxivClusteringP2P":26.81,"ArxivClusteringS2S":24.35,"BiorxivClusteringP2P":20.62,"BiorxivClusteringS2S":19.08,"MedrxivClusteringP2P":19.06,"MedrxivClusteringS2S":19.8,"RedditClustering":28.52,"RedditClusteringP2P":38.63,"StackExchangeClustering":46.33,"StackExchangeClusteringP2P":20.57,"TwentyNewsgroupsClustering":24.41}
-{"index":260,"Rank":196,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":23.75,"ArxivClusteringP2P":24.83,"ArxivClusteringS2S":16.68,"BiorxivClusteringP2P":20.0,"BiorxivClusteringS2S":12.67,"MedrxivClusteringP2P":20.79,"MedrxivClusteringS2S":18.18,"RedditClustering":26.28,"RedditClusteringP2P":40.48,"StackExchangeClustering":33.51,"StackExchangeClusteringP2P":27.98,"TwentyNewsgroupsClustering":19.9}
-{"index":269,"Rank":197,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.0,"ArxivClusteringP2P":14.79,"ArxivClusteringS2S":12.25,"BiorxivClusteringP2P":13.94,"BiorxivClusteringS2S":9.79,"MedrxivClusteringP2P":15.7,"MedrxivClusteringS2S":14.89,"RedditClustering":18.38,"RedditClusteringP2P":27.1,"StackExchangeClustering":23.66,"StackExchangeClusteringP2P":27.34,"TwentyNewsgroupsClustering":20.17}
-{"index":11,"Rank":198,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":15.28,"ArxivClusteringP2P":17.77,"ArxivClusteringS2S":12.39,"BiorxivClusteringP2P":12.4,"BiorxivClusteringS2S":8.83,"MedrxivClusteringP2P":17.91,"MedrxivClusteringS2S":16.63,"RedditClustering":9.96,"RedditClusteringP2P":26.42,"StackExchangeClustering":15.79,"StackExchangeClusteringP2P":18.63,"TwentyNewsgroupsClustering":11.38}
-{"index":279,"Rank":199,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.41,"ArxivClusteringP2P":0.44,"ArxivClusteringS2S":0.37,"BiorxivClusteringP2P":0.36,"BiorxivClusteringS2S":0.31,"MedrxivClusteringP2P":0.32,"MedrxivClusteringS2S":0.29,"RedditClustering":0.5,"RedditClusteringP2P":0.55,"StackExchangeClustering":0.58,"StackExchangeClusteringP2P":0.3,"TwentyNewsgroupsClustering":0.46}
-{"index":42,"Rank":216,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":29.33,"BiorxivClusteringS2S":27.81,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":82,"Rank":230,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":83,"Rank":231,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":105,"Rank":241,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":30.15,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":24.29,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":23.01,"RedditClustering":21.29,"RedditClusteringP2P":"","StackExchangeClustering":35.55,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":18.35}
-{"index":106,"Rank":242,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":31.38,"MedrxivClusteringS2S":30.28,"RedditClustering":"","RedditClusteringP2P":50.51,"StackExchangeClustering":51.79,"StackExchangeClusteringP2P":30.15,"TwentyNewsgroupsClustering":41.38}
-{"index":135,"Rank":251,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","ArxivClusteringP2P":39.41,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":246,"Rank":287,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
-{"index":295,"Rank":302,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92}
-{"index":296,"Rank":303,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92}
-{"index":301,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
-{"index":303,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33}
+{"index":187,"Rank":150,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
+{"index":134,"Rank":151,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":38.93,"ArxivClusteringP2P":44.59,"ArxivClusteringS2S":38.03,"BiorxivClusteringP2P":36.03,"BiorxivClusteringS2S":32.48,"MedrxivClusteringP2P":31.05,"MedrxivClusteringS2S":29.26,"RedditClustering":35.53,"RedditClusteringP2P":54.52,"StackExchangeClustering":55.13,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":37.28}
+{"index":112,"Rank":152,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":38.86,"ArxivClusteringP2P":43.5,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.48,"BiorxivClusteringS2S":26.14,"MedrxivClusteringP2P":30.57,"MedrxivClusteringS2S":26.22,"RedditClustering":48.32,"RedditClusteringP2P":57.84,"StackExchangeClustering":57.49,"StackExchangeClusteringP2P":34.58,"TwentyNewsgroupsClustering":36.28}
+{"index":247,"Rank":153,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":38.63,"ArxivClusteringP2P":35.49,"ArxivClusteringS2S":27.18,"BiorxivClusteringP2P":27.66,"BiorxivClusteringS2S":23.25,"MedrxivClusteringP2P":27.57,"MedrxivClusteringS2S":25.13,"RedditClustering":56.13,"RedditClusteringP2P":58.53,"StackExchangeClustering":64.21,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":46.72}
+{"index":254,"Rank":154,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":38.5,"ArxivClusteringP2P":37.78,"ArxivClusteringS2S":31.68,"BiorxivClusteringP2P":33.02,"BiorxivClusteringS2S":29.45,"MedrxivClusteringP2P":31.93,"MedrxivClusteringS2S":31.53,"RedditClustering":45.65,"RedditClusteringP2P":52.05,"StackExchangeClustering":52.99,"StackExchangeClusteringP2P":33.06,"TwentyNewsgroupsClustering":44.36}
+{"index":215,"Rank":155,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.37,"ArxivClusteringP2P":43.11,"ArxivClusteringS2S":34.41,"BiorxivClusteringP2P":34.7,"BiorxivClusteringS2S":28.84,"MedrxivClusteringP2P":30.49,"MedrxivClusteringS2S":28.8,"RedditClustering":42.86,"RedditClusteringP2P":54.27,"StackExchangeClustering":53.09,"StackExchangeClusteringP2P":33.15,"TwentyNewsgroupsClustering":38.35}
+{"index":126,"Rank":156,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":38.03,"ArxivClusteringP2P":43.85,"ArxivClusteringS2S":29.59,"BiorxivClusteringP2P":37.8,"BiorxivClusteringS2S":26.76,"MedrxivClusteringP2P":32.54,"MedrxivClusteringS2S":28.05,"RedditClustering":43.68,"RedditClusteringP2P":54.33,"StackExchangeClustering":51.77,"StackExchangeClusteringP2P":33.31,"TwentyNewsgroupsClustering":36.65}
+{"index":144,"Rank":157,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":37.92,"ArxivClusteringP2P":42.01,"ArxivClusteringS2S":31.41,"BiorxivClusteringP2P":34.73,"BiorxivClusteringS2S":29.28,"MedrxivClusteringP2P":31.77,"MedrxivClusteringS2S":30.94,"RedditClustering":43.09,"RedditClusteringP2P":56.54,"StackExchangeClustering":48.23,"StackExchangeClusteringP2P":34.76,"TwentyNewsgroupsClustering":34.36}
+{"index":274,"Rank":158,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.82,"ArxivClusteringP2P":34.72,"ArxivClusteringS2S":25.27,"BiorxivClusteringP2P":28.39,"BiorxivClusteringS2S":20.52,"MedrxivClusteringP2P":30.27,"MedrxivClusteringS2S":24.58,"RedditClustering":56.93,"RedditClusteringP2P":58.95,"StackExchangeClustering":60.85,"StackExchangeClusteringP2P":33.14,"TwentyNewsgroupsClustering":42.43}
+{"index":251,"Rank":159,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.64,"ArxivClusteringP2P":36.94,"ArxivClusteringS2S":29.03,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":28.16,"MedrxivClusteringP2P":30.23,"MedrxivClusteringS2S":27.01,"RedditClustering":48.04,"RedditClusteringP2P":53.53,"StackExchangeClustering":59.54,"StackExchangeClusteringP2P":30.48,"TwentyNewsgroupsClustering":38.68}
+{"index":76,"Rank":160,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":37.6,"ArxivClusteringP2P":40.28,"ArxivClusteringS2S":31.06,"BiorxivClusteringP2P":35.18,"BiorxivClusteringS2S":28.18,"MedrxivClusteringP2P":30.4,"MedrxivClusteringS2S":28.79,"RedditClustering":45.93,"RedditClusteringP2P":51.44,"StackExchangeClustering":52.18,"StackExchangeClusteringP2P":30.67,"TwentyNewsgroupsClustering":39.44}
+{"index":301,"Rank":161,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.52,"ArxivClusteringP2P":41.49,"ArxivClusteringS2S":28.47,"BiorxivClusteringP2P":36.86,"BiorxivClusteringS2S":27.55,"MedrxivClusteringP2P":31.09,"MedrxivClusteringS2S":26.5,"RedditClustering":42.47,"RedditClusteringP2P":58.1,"StackExchangeClustering":53.52,"StackExchangeClusteringP2P":30.43,"TwentyNewsgroupsClustering":36.26}
+{"index":75,"Rank":162,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":37.45,"ArxivClusteringP2P":42.92,"ArxivClusteringS2S":35.2,"BiorxivClusteringP2P":35.02,"BiorxivClusteringS2S":27.21,"MedrxivClusteringP2P":30.15,"MedrxivClusteringS2S":26.96,"RedditClustering":38.67,"RedditClusteringP2P":53.42,"StackExchangeClustering":59.35,"StackExchangeClusteringP2P":31.47,"TwentyNewsgroupsClustering":31.54}
+{"index":176,"Rank":163,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.22,"ArxivClusteringP2P":39.22,"ArxivClusteringS2S":30.8,"BiorxivClusteringP2P":35.84,"BiorxivClusteringS2S":27.35,"MedrxivClusteringP2P":30.72,"MedrxivClusteringS2S":27.0,"RedditClustering":40.12,"RedditClusteringP2P":59.49,"StackExchangeClustering":53.32,"StackExchangeClusteringP2P":31.87,"TwentyNewsgroupsClustering":33.67}
+{"index":185,"Rank":164,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":37.15,"ArxivClusteringP2P":40.51,"ArxivClusteringS2S":31.58,"BiorxivClusteringP2P":33.56,"BiorxivClusteringS2S":28.44,"MedrxivClusteringP2P":30.12,"MedrxivClusteringS2S":25.26,"RedditClustering":45.05,"RedditClusteringP2P":55.14,"StackExchangeClustering":45.24,"StackExchangeClusteringP2P":33.37,"TwentyNewsgroupsClustering":40.42}
+{"index":253,"Rank":165,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.14,"ArxivClusteringP2P":38.33,"ArxivClusteringS2S":31.55,"BiorxivClusteringP2P":33.49,"BiorxivClusteringS2S":29.44,"MedrxivClusteringP2P":31.52,"MedrxivClusteringS2S":30.87,"RedditClustering":42.02,"RedditClusteringP2P":50.73,"StackExchangeClustering":49.6,"StackExchangeClusteringP2P":31.69,"TwentyNewsgroupsClustering":39.28}
+{"index":92,"Rank":166,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":36.98,"ArxivClusteringP2P":40.55,"ArxivClusteringS2S":32.49,"BiorxivClusteringP2P":33.59,"BiorxivClusteringS2S":29.13,"MedrxivClusteringP2P":30.33,"MedrxivClusteringS2S":28.02,"RedditClustering":42.17,"RedditClusteringP2P":48.02,"StackExchangeClustering":54.13,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.2}
+{"index":181,"Rank":167,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.89,"ArxivClusteringP2P":40.27,"ArxivClusteringS2S":32.0,"BiorxivClusteringP2P":33.27,"BiorxivClusteringS2S":28.65,"MedrxivClusteringP2P":27.85,"MedrxivClusteringS2S":27.71,"RedditClustering":41.34,"RedditClusteringP2P":51.2,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":31.12,"TwentyNewsgroupsClustering":37.88}
+{"index":81,"Rank":168,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.96,"ArxivClusteringP2P":35.24,"ArxivClusteringS2S":31.09,"BiorxivClusteringP2P":30.2,"BiorxivClusteringS2S":27.38,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":27.52,"RedditClustering":45.62,"RedditClusteringP2P":47.87,"StackExchangeClustering":52.62,"StackExchangeClusteringP2P":30.05,"TwentyNewsgroupsClustering":40.79}
+{"index":184,"Rank":169,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.88,"ArxivClusteringP2P":39.25,"ArxivClusteringS2S":29.08,"BiorxivClusteringP2P":32.2,"BiorxivClusteringS2S":26.63,"MedrxivClusteringP2P":29.6,"MedrxivClusteringS2S":25.01,"RedditClustering":42.85,"RedditClusteringP2P":52.55,"StackExchangeClustering":48.07,"StackExchangeClusteringP2P":31.36,"TwentyNewsgroupsClustering":38.06}
+{"index":88,"Rank":170,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":35.79,"ArxivClusteringP2P":39.71,"ArxivClusteringS2S":28.24,"BiorxivClusteringP2P":33.63,"BiorxivClusteringS2S":27.04,"MedrxivClusteringP2P":31.37,"MedrxivClusteringS2S":26.87,"RedditClustering":40.23,"RedditClusteringP2P":49.09,"StackExchangeClustering":52.74,"StackExchangeClusteringP2P":32.66,"TwentyNewsgroupsClustering":32.13}
+{"index":85,"Rank":171,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":35.78,"ArxivClusteringP2P":41.21,"ArxivClusteringS2S":30.2,"BiorxivClusteringP2P":35.62,"BiorxivClusteringS2S":25.4,"MedrxivClusteringP2P":31.42,"MedrxivClusteringS2S":27.14,"RedditClustering":39.24,"RedditClusteringP2P":52.2,"StackExchangeClustering":46.43,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":30.43}
+{"index":273,"Rank":172,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.71,"ArxivClusteringP2P":35.13,"ArxivClusteringS2S":23.46,"BiorxivClusteringP2P":31.17,"BiorxivClusteringS2S":18.81,"MedrxivClusteringP2P":28.88,"MedrxivClusteringS2S":23.31,"RedditClustering":49.72,"RedditClusteringP2P":57.92,"StackExchangeClustering":54.64,"StackExchangeClusteringP2P":31.58,"TwentyNewsgroupsClustering":38.23}
+{"index":151,"Rank":173,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":35.67,"ArxivClusteringP2P":37.75,"ArxivClusteringS2S":27.7,"BiorxivClusteringP2P":30.24,"BiorxivClusteringS2S":22.67,"MedrxivClusteringP2P":28.41,"MedrxivClusteringS2S":26.14,"RedditClustering":46.29,"RedditClusteringP2P":50.95,"StackExchangeClustering":48.08,"StackExchangeClusteringP2P":33.35,"TwentyNewsgroupsClustering":40.79}
+{"index":276,"Rank":174,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.06,"ArxivClusteringP2P":34.75,"ArxivClusteringS2S":22.62,"BiorxivClusteringP2P":28.75,"BiorxivClusteringS2S":20.14,"MedrxivClusteringP2P":31.2,"MedrxivClusteringS2S":25.8,"RedditClustering":46.17,"RedditClusteringP2P":56.53,"StackExchangeClustering":49.34,"StackExchangeClusteringP2P":33.4,"TwentyNewsgroupsClustering":36.93}
+{"index":275,"Rank":175,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.82,"ArxivClusteringP2P":33.72,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":30.88,"BiorxivClusteringS2S":21.05,"MedrxivClusteringP2P":28.68,"MedrxivClusteringS2S":24.25,"RedditClustering":43.82,"RedditClusteringP2P":58.37,"StackExchangeClustering":47.83,"StackExchangeClusteringP2P":33.01,"TwentyNewsgroupsClustering":37.47}
+{"index":243,"Rank":176,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":34.06,"ArxivClusteringP2P":44.75,"ArxivClusteringS2S":35.27,"BiorxivClusteringP2P":39.52,"BiorxivClusteringS2S":34.53,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":31.66,"RedditClustering":24.13,"RedditClusteringP2P":35.06,"StackExchangeClustering":39.01,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":24.22}
+{"index":272,"Rank":177,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.94,"ArxivClusteringP2P":35.1,"ArxivClusteringS2S":25.75,"BiorxivClusteringP2P":32.83,"BiorxivClusteringS2S":24.09,"MedrxivClusteringP2P":29.54,"MedrxivClusteringS2S":27.33,"RedditClustering":41.4,"RedditClusteringP2P":45.37,"StackExchangeClustering":44.43,"StackExchangeClusteringP2P":31.24,"TwentyNewsgroupsClustering":36.28}
+{"index":265,"Rank":178,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":33.47,"ArxivClusteringP2P":35.33,"ArxivClusteringS2S":27.66,"BiorxivClusteringP2P":30.95,"BiorxivClusteringS2S":24.81,"MedrxivClusteringP2P":27.35,"MedrxivClusteringS2S":25.59,"RedditClustering":40.32,"RedditClusteringP2P":45.99,"StackExchangeClustering":48.26,"StackExchangeClusteringP2P":28.87,"TwentyNewsgroupsClustering":33.07}
+{"index":229,"Rank":179,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86}
+{"index":86,"Rank":180,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68}
+{"index":80,"Rank":181,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69}
+{"index":186,"Rank":182,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":32.56,"ArxivClusteringP2P":34.17,"ArxivClusteringS2S":23.99,"BiorxivClusteringP2P":28.51,"BiorxivClusteringS2S":20.94,"MedrxivClusteringP2P":27.24,"MedrxivClusteringS2S":23.27,"RedditClustering":37.95,"RedditClusteringP2P":49.91,"StackExchangeClustering":46.35,"StackExchangeClusteringP2P":31.46,"TwentyNewsgroupsClustering":34.39}
+{"index":309,"Rank":183,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.28,"ArxivClusteringP2P":35.27,"ArxivClusteringS2S":23.18,"BiorxivClusteringP2P":31.13,"BiorxivClusteringS2S":26.78,"MedrxivClusteringP2P":24.65,"MedrxivClusteringS2S":24.21,"RedditClustering":38.74,"RedditClusteringP2P":51.92,"StackExchangeClustering":42.7,"StackExchangeClusteringP2P":28.7,"TwentyNewsgroupsClustering":27.82}
+{"index":270,"Rank":184,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.75,"ArxivClusteringP2P":39.74,"ArxivClusteringS2S":30.69,"BiorxivClusteringP2P":34.04,"BiorxivClusteringS2S":26.59,"MedrxivClusteringP2P":29.0,"MedrxivClusteringS2S":25.38,"RedditClustering":28.36,"RedditClusteringP2P":43.4,"StackExchangeClustering":36.29,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":29.19}
+{"index":32,"Rank":185,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.67,"ArxivClusteringP2P":33.7,"ArxivClusteringS2S":23.04,"BiorxivClusteringP2P":32.7,"BiorxivClusteringS2S":23.28,"MedrxivClusteringP2P":31.94,"MedrxivClusteringS2S":28.05,"RedditClustering":30.83,"RedditClusteringP2P":46.29,"StackExchangeClustering":39.44,"StackExchangeClusteringP2P":32.61,"TwentyNewsgroupsClustering":26.54}
+{"index":89,"Rank":186,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":30.95,"ArxivClusteringP2P":34.74,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":28.93,"BiorxivClusteringS2S":23.08,"MedrxivClusteringP2P":28.3,"MedrxivClusteringS2S":24.93,"RedditClustering":33.76,"RedditClusteringP2P":41.01,"StackExchangeClustering":44.59,"StackExchangeClusteringP2P":28.23,"TwentyNewsgroupsClustering":28.24}
+{"index":261,"Rank":187,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"ArxivClusteringP2P":32.32,"ArxivClusteringS2S":25.5,"BiorxivClusteringP2P":28.99,"BiorxivClusteringS2S":23.2,"MedrxivClusteringP2P":29.44,"MedrxivClusteringS2S":26.16,"RedditClustering":31.25,"RedditClusteringP2P":43.3,"StackExchangeClustering":34.36,"StackExchangeClusteringP2P":30.64,"TwentyNewsgroupsClustering":31.58}
+{"index":78,"Rank":188,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":30.21,"ArxivClusteringP2P":33.04,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":30.86,"BiorxivClusteringS2S":21.1,"MedrxivClusteringP2P":27.17,"MedrxivClusteringS2S":23.78,"RedditClustering":31.45,"RedditClusteringP2P":43.69,"StackExchangeClustering":39.16,"StackExchangeClusteringP2P":29.18,"TwentyNewsgroupsClustering":28.23}
+{"index":133,"Rank":189,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":30.12,"ArxivClusteringP2P":35.19,"ArxivClusteringS2S":27.51,"BiorxivClusteringP2P":30.12,"BiorxivClusteringS2S":24.77,"MedrxivClusteringP2P":26.09,"MedrxivClusteringS2S":23.6,"RedditClustering":27.24,"RedditClusteringP2P":43.32,"StackExchangeClustering":43.58,"StackExchangeClusteringP2P":26.55,"TwentyNewsgroupsClustering":23.35}
+{"index":239,"Rank":190,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":29.55,"ArxivClusteringP2P":32.13,"ArxivClusteringS2S":22.05,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":20.57,"MedrxivClusteringP2P":30.13,"MedrxivClusteringS2S":24.82,"RedditClustering":28.79,"RedditClusteringP2P":49.14,"StackExchangeClustering":35.43,"StackExchangeClusteringP2P":28.83,"TwentyNewsgroupsClustering":23.28}
+{"index":230,"Rank":191,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.04,"ArxivClusteringP2P":32.61,"ArxivClusteringS2S":24.68,"BiorxivClusteringP2P":24.9,"BiorxivClusteringS2S":19.55,"MedrxivClusteringP2P":23.6,"MedrxivClusteringS2S":21.97,"RedditClustering":32.18,"RedditClusteringP2P":45.14,"StackExchangeClustering":43.07,"StackExchangeClusteringP2P":28.5,"TwentyNewsgroupsClustering":23.21}
+{"index":271,"Rank":192,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.04,"ArxivClusteringP2P":38.31,"ArxivClusteringS2S":27.56,"BiorxivClusteringP2P":33.35,"BiorxivClusteringS2S":24.18,"MedrxivClusteringP2P":28.35,"MedrxivClusteringS2S":23.71,"RedditClustering":22.47,"RedditClusteringP2P":39.66,"StackExchangeClustering":32.9,"StackExchangeClusteringP2P":26.0,"TwentyNewsgroupsClustering":22.9}
+{"index":79,"Rank":193,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":28.01,"ArxivClusteringP2P":31.76,"ArxivClusteringS2S":21.06,"BiorxivClusteringP2P":29.84,"BiorxivClusteringS2S":18.34,"MedrxivClusteringP2P":27.42,"MedrxivClusteringS2S":22.41,"RedditClustering":26.71,"RedditClusteringP2P":44.14,"StackExchangeClustering":32.84,"StackExchangeClusteringP2P":27.48,"TwentyNewsgroupsClustering":26.09}
+{"index":244,"Rank":194,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":27.73,"ArxivClusteringP2P":32.56,"ArxivClusteringS2S":23.14,"BiorxivClusteringP2P":29.27,"BiorxivClusteringS2S":19.18,"MedrxivClusteringP2P":26.12,"MedrxivClusteringS2S":20.38,"RedditClustering":28.46,"RedditClusteringP2P":35.82,"StackExchangeClustering":35.8,"StackExchangeClusteringP2P":28.51,"TwentyNewsgroupsClustering":25.83}
+{"index":245,"Rank":195,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":26.57,"ArxivClusteringP2P":34.73,"ArxivClusteringS2S":26.01,"BiorxivClusteringP2P":29.76,"BiorxivClusteringS2S":20.71,"MedrxivClusteringP2P":26.65,"MedrxivClusteringS2S":21.5,"RedditClustering":28.84,"RedditClusteringP2P":7.37,"StackExchangeClustering":39.04,"StackExchangeClusteringP2P":30.23,"TwentyNewsgroupsClustering":27.42}
+{"index":156,"Rank":196,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":26.2,"ArxivClusteringP2P":26.81,"ArxivClusteringS2S":24.35,"BiorxivClusteringP2P":20.62,"BiorxivClusteringS2S":19.08,"MedrxivClusteringP2P":19.06,"MedrxivClusteringS2S":19.8,"RedditClustering":28.52,"RedditClusteringP2P":38.63,"StackExchangeClustering":46.33,"StackExchangeClusteringP2P":20.57,"TwentyNewsgroupsClustering":24.41}
+{"index":260,"Rank":197,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":23.75,"ArxivClusteringP2P":24.83,"ArxivClusteringS2S":16.68,"BiorxivClusteringP2P":20.0,"BiorxivClusteringS2S":12.67,"MedrxivClusteringP2P":20.79,"MedrxivClusteringS2S":18.18,"RedditClustering":26.28,"RedditClusteringP2P":40.48,"StackExchangeClustering":33.51,"StackExchangeClusteringP2P":27.98,"TwentyNewsgroupsClustering":19.9}
+{"index":269,"Rank":198,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.0,"ArxivClusteringP2P":14.79,"ArxivClusteringS2S":12.25,"BiorxivClusteringP2P":13.94,"BiorxivClusteringS2S":9.79,"MedrxivClusteringP2P":15.7,"MedrxivClusteringS2S":14.89,"RedditClustering":18.38,"RedditClusteringP2P":27.1,"StackExchangeClustering":23.66,"StackExchangeClusteringP2P":27.34,"TwentyNewsgroupsClustering":20.17}
+{"index":11,"Rank":199,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":15.28,"ArxivClusteringP2P":17.77,"ArxivClusteringS2S":12.39,"BiorxivClusteringP2P":12.4,"BiorxivClusteringS2S":8.83,"MedrxivClusteringP2P":17.91,"MedrxivClusteringS2S":16.63,"RedditClustering":9.96,"RedditClusteringP2P":26.42,"StackExchangeClustering":15.79,"StackExchangeClusteringP2P":18.63,"TwentyNewsgroupsClustering":11.38}
+{"index":279,"Rank":200,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.41,"ArxivClusteringP2P":0.44,"ArxivClusteringS2S":0.37,"BiorxivClusteringP2P":0.36,"BiorxivClusteringS2S":0.31,"MedrxivClusteringP2P":0.32,"MedrxivClusteringS2S":0.29,"RedditClustering":0.5,"RedditClusteringP2P":0.55,"StackExchangeClustering":0.58,"StackExchangeClusteringP2P":0.3,"TwentyNewsgroupsClustering":0.46}
+{"index":42,"Rank":217,"Model":"openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":29.33,"BiorxivClusteringS2S":27.81,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":82,"Rank":231,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":83,"Rank":232,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":105,"Rank":242,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":30.15,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":24.29,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":23.01,"RedditClustering":21.29,"RedditClusteringP2P":"","StackExchangeClustering":35.55,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":18.35}
+{"index":106,"Rank":243,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":31.38,"MedrxivClusteringS2S":30.28,"RedditClustering":"","RedditClusteringP2P":50.51,"StackExchangeClustering":51.79,"StackExchangeClusteringP2P":30.15,"TwentyNewsgroupsClustering":41.38}
+{"index":135,"Rank":252,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","ArxivClusteringP2P":39.41,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":246,"Rank":288,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":296,"Rank":303,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92}
+{"index":297,"Rank":304,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92}
+{"index":302,"Rank":308,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01}
+{"index":303,"Rank":309,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
+{"index":304,"Rank":310,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33}
diff --git a/boards_data/en/data_tasks/PairClassification/default.jsonl b/boards_data/en/data_tasks/PairClassification/default.jsonl
index cf1a967a92bb12cdcf1f4f69ec72fd053bd201c5..f390dd12f0d79a8481ff676322b2aa594e0f129b 100644
--- a/boards_data/en/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/en/data_tasks/PairClassification/default.jsonl
@@ -1,211 +1,208 @@
-{"index":6,"Rank":1,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":89.24,"SprintDuplicateQuestions":94.5,"TwitterSemEval2015":86.32,"TwitterURLCorpus":86.9}
-{"index":226,"Rank":2,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":88.67,"SprintDuplicateQuestions":97.02,"TwitterSemEval2015":81.11,"TwitterURLCorpus":87.87}
-{"index":104,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.54,"SprintDuplicateQuestions":96.31,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.78}
-{"index":65,"Rank":4,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.35,"SprintDuplicateQuestions":96.11,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.42}
-{"index":170,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.34,"SprintDuplicateQuestions":95.66,"TwitterSemEval2015":81.62,"TwitterURLCorpus":87.75}
-{"index":231,"Rank":6,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.27,"SprintDuplicateQuestions":96.52,"TwitterSemEval2015":81.35,"TwitterURLCorpus":86.94}
-{"index":22,"Rank":7,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.14,"SprintDuplicateQuestions":97.23,"TwitterSemEval2015":79.34,"TwitterURLCorpus":87.84}
-{"index":103,"Rank":8,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.07,"SprintDuplicateQuestions":97.62,"TwitterSemEval2015":78.57,"TwitterURLCorpus":88.03}
-{"index":153,"Rank":9,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":88.07,"SprintDuplicateQuestions":96.04,"TwitterSemEval2015":80.58,"TwitterURLCorpus":87.58}
-{"index":68,"Rank":10,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":88.03,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":80.7,"TwitterURLCorpus":86.56}
-{"index":72,"Rank":11,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.99,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":80.6,"TwitterURLCorpus":86.56}
-{"index":70,"Rank":12,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":87.79,"SprintDuplicateQuestions":95.09,"TwitterSemEval2015":81.73,"TwitterURLCorpus":86.56}
-{"index":154,"Rank":13,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":87.74,"SprintDuplicateQuestions":95.59,"TwitterSemEval2015":80.18,"TwitterURLCorpus":87.46}
-{"index":1,"Rank":14,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.61,"SprintDuplicateQuestions":96.26,"TwitterSemEval2015":79.04,"TwitterURLCorpus":87.53}
-{"index":16,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
-{"index":15,"Rank":16,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":87.38,"SprintDuplicateQuestions":95.99,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
-{"index":199,"Rank":17,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
-{"index":191,"Rank":18,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.34,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":79.93,"TwitterURLCorpus":87.5}
-{"index":0,"Rank":19,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.25,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.23,"TwitterURLCorpus":87.04}
-{"index":117,"Rank":20,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.25,"SprintDuplicateQuestions":97.24,"TwitterSemEval2015":78.17,"TwitterURLCorpus":86.33}
-{"index":207,"Rank":21,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
-{"index":47,"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":87.16,"SprintDuplicateQuestions":93.0,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.4}
-{"index":60,"Rank":23,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.14,"SprintDuplicateQuestions":96.97,"TwitterSemEval2015":78.29,"TwitterURLCorpus":86.16}
-{"index":23,"Rank":24,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
-{"index":277,"Rank":25,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.07,"SprintDuplicateQuestions":96.87,"TwitterSemEval2015":78.24,"TwitterURLCorpus":86.11}
-{"index":225,"Rank":26,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":86.91,"SprintDuplicateQuestions":95.94,"TwitterSemEval2015":78.73,"TwitterURLCorpus":86.05}
-{"index":9,"Rank":27,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
-{"index":183,"Rank":28,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.85,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":78.23,"TwitterURLCorpus":85.53}
-{"index":212,"Rank":29,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.74,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":77.8,"TwitterURLCorpus":85.94}
-{"index":129,"Rank":30,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.7,"SprintDuplicateQuestions":96.54,"TwitterSemEval2015":77.6,"TwitterURLCorpus":85.96}
-{"index":164,"Rank":31,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":86.62,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":77.99,"TwitterURLCorpus":86.93}
-{"index":8,"Rank":32,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
-{"index":193,"Rank":33,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":21,"Rank":34,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":194,"Rank":35,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":192,"Rank":36,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":132,"Rank":37,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":195,"Rank":38,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":165,"Rank":39,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
-{"index":127,"Rank":40,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.32,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.11}
-{"index":210,"Rank":41,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.24,"SprintDuplicateQuestions":96.38,"TwitterSemEval2015":76.41,"TwitterURLCorpus":85.93}
-{"index":74,"Rank":42,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":86.21,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":76.14,"TwitterURLCorpus":86.23}
-{"index":59,"Rank":43,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
-{"index":175,"Rank":44,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
-{"index":38,"Rank":45,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.15,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":75.16,"TwitterURLCorpus":86.49}
-{"index":249,"Rank":46,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.13,"SprintDuplicateQuestions":95.45,"TwitterSemEval2015":77.81,"TwitterURLCorpus":85.14}
-{"index":250,"Rank":47,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":86.12,"SprintDuplicateQuestions":95.68,"TwitterSemEval2015":77.54,"TwitterURLCorpus":85.13}
-{"index":257,"Rank":48,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.06,"SprintDuplicateQuestions":91.44,"TwitterSemEval2015":80.89,"TwitterURLCorpus":85.86}
-{"index":169,"Rank":49,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
-{"index":57,"Rank":50,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
-{"index":168,"Rank":51,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.94,"SprintDuplicateQuestions":95.42,"TwitterSemEval2015":76.1,"TwitterURLCorpus":86.31}
-{"index":163,"Rank":52,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":93.07,"TwitterSemEval2015":77.42,"TwitterURLCorpus":87.18}
-{"index":206,"Rank":53,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":96.05,"TwitterSemEval2015":76.08,"TwitterURLCorpus":85.54}
-{"index":25,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.84,"SprintDuplicateQuestions":90.94,"TwitterSemEval2015":79.64,"TwitterURLCorpus":86.95}
-{"index":36,"Rank":55,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
-{"index":17,"Rank":56,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
-{"index":155,"Rank":57,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
-{"index":167,"Rank":58,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
-{"index":306,"Rank":59,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.72,"SprintDuplicateQuestions":92.25,"TwitterSemEval2015":77.13,"TwitterURLCorpus":87.78}
-{"index":62,"Rank":60,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
-{"index":284,"Rank":61,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
-{"index":182,"Rank":62,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":85.4,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":73.81,"TwitterURLCorpus":86.78}
-{"index":280,"Rank":63,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":188,"Rank":64,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":18,"Rank":65,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
-{"index":248,"Rank":66,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
-{"index":255,"Rank":67,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
-{"index":30,"Rank":68,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":216,"Rank":69,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":29,"Rank":70,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":28,"Rank":71,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":31,"Rank":72,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":166,"Rank":73,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":85.09,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":74.4,"TwitterURLCorpus":85.98}
-{"index":171,"Rank":74,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":85.08,"SprintDuplicateQuestions":95.29,"TwitterSemEval2015":74.16,"TwitterURLCorpus":85.79}
-{"index":213,"Rank":75,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.06,"SprintDuplicateQuestions":95.0,"TwitterSemEval2015":74.5,"TwitterURLCorpus":85.69}
-{"index":258,"Rank":76,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":85.06,"SprintDuplicateQuestions":88.89,"TwitterSemEval2015":80.28,"TwitterURLCorpus":86.01}
-{"index":214,"Rank":77,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":73.26,"TwitterURLCorpus":85.64}
-{"index":35,"Rank":78,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.59,"TwitterSemEval2015":72.23,"TwitterURLCorpus":86.32}
-{"index":307,"Rank":79,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":73.33,"TwitterURLCorpus":87.21}
-{"index":267,"Rank":80,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"SprintDuplicateQuestions":95.75,"TwitterSemEval2015":73.73,"TwitterURLCorpus":85.53}
-{"index":61,"Rank":81,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":85.0,"SprintDuplicateQuestions":94.76,"TwitterSemEval2015":73.76,"TwitterURLCorpus":86.49}
-{"index":131,"Rank":82,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.99,"SprintDuplicateQuestions":96.14,"TwitterSemEval2015":73.48,"TwitterURLCorpus":85.36}
-{"index":48,"Rank":83,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":84.97,"SprintDuplicateQuestions":91.24,"TwitterSemEval2015":77.21,"TwitterURLCorpus":86.45}
-{"index":256,"Rank":84,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":84.97,"SprintDuplicateQuestions":89.01,"TwitterSemEval2015":79.75,"TwitterURLCorpus":86.14}
-{"index":26,"Rank":85,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.92,"SprintDuplicateQuestions":96.67,"TwitterSemEval2015":73.24,"TwitterURLCorpus":84.84}
-{"index":304,"Rank":86,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
-{"index":185,"Rank":87,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.8,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":72.32,"TwitterURLCorpus":85.98}
-{"index":174,"Rank":88,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.14,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":262,"Rank":89,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":139,"Rank":90,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":58,"Rank":91,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":211,"Rank":92,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.5,"TwitterSemEval2015":72.92,"TwitterURLCorpus":85.66}
-{"index":291,"Rank":93,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.63,"TwitterSemEval2015":72.87,"TwitterURLCorpus":85.58}
-{"index":130,"Rank":94,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.68,"SprintDuplicateQuestions":95.79,"TwitterSemEval2015":72.95,"TwitterURLCorpus":85.3}
-{"index":172,"Rank":95,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.67,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":73.34,"TwitterURLCorpus":85.79}
-{"index":223,"Rank":96,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":101,"Rank":97,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":120,"Rank":98,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":136,"Rank":99,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":221,"Rank":100,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
-{"index":217,"Rank":101,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":94.83,"TwitterSemEval2015":72.55,"TwitterURLCorpus":86.38}
-{"index":266,"Rank":102,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":84.57,"SprintDuplicateQuestions":95.71,"TwitterSemEval2015":72.47,"TwitterURLCorpus":85.52}
-{"index":228,"Rank":103,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
-{"index":189,"Rank":104,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
-{"index":19,"Rank":105,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":84.53,"SprintDuplicateQuestions":94.16,"TwitterSemEval2015":75.25,"TwitterURLCorpus":84.18}
-{"index":135,"Rank":106,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":84.48,"SprintDuplicateQuestions":97.32,"TwitterSemEval2015":70.29,"TwitterURLCorpus":85.83}
-{"index":190,"Rank":107,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.44,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":72.15,"TwitterURLCorpus":86.05}
-{"index":20,"Rank":108,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":84.24,"SprintDuplicateQuestions":95.41,"TwitterSemEval2015":71.88,"TwitterURLCorpus":85.42}
-{"index":305,"Rank":109,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.22,"SprintDuplicateQuestions":89.02,"TwitterSemEval2015":76.56,"TwitterURLCorpus":87.09}
-{"index":220,"Rank":110,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.09,"SprintDuplicateQuestions":92.31,"TwitterSemEval2015":73.61,"TwitterURLCorpus":86.34}
-{"index":180,"Rank":111,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":84.06,"SprintDuplicateQuestions":95.36,"TwitterSemEval2015":70.64,"TwitterURLCorpus":86.18}
-{"index":37,"Rank":112,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.95,"SprintDuplicateQuestions":96.6,"TwitterSemEval2015":69.41,"TwitterURLCorpus":85.85}
-{"index":247,"Rank":113,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.85,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":72.23,"TwitterURLCorpus":84.77}
-{"index":218,"Rank":114,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":83.67,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":69.68,"TwitterURLCorpus":85.41}
-{"index":187,"Rank":115,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":66,"Rank":116,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":138,"Rank":117,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":292,"Rank":118,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.58,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":70.34,"TwitterURLCorpus":85.72}
-{"index":173,"Rank":119,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.57,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":72.21,"TwitterURLCorpus":85.48}
-{"index":268,"Rank":120,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
-{"index":219,"Rank":121,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
-{"index":162,"Rank":122,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"SprintDuplicateQuestions":90.35,"TwitterSemEval2015":73.99,"TwitterURLCorpus":86.2}
-{"index":128,"Rank":123,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.39,"SprintDuplicateQuestions":94.14,"TwitterSemEval2015":70.46,"TwitterURLCorpus":85.58}
-{"index":77,"Rank":124,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.32,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":69.78,"TwitterURLCorpus":85.07}
-{"index":179,"Rank":125,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":69.14,"TwitterURLCorpus":85.62}
-{"index":293,"Rank":126,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.09,"SprintDuplicateQuestions":95.49,"TwitterSemEval2015":68.61,"TwitterURLCorpus":85.16}
-{"index":242,"Rank":127,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.04,"SprintDuplicateQuestions":90.15,"TwitterSemEval2015":73.85,"TwitterURLCorpus":85.11}
-{"index":184,"Rank":128,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.04,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.3,"TwitterURLCorpus":85.33}
-{"index":64,"Rank":129,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.95,"SprintDuplicateQuestions":94.38,"TwitterSemEval2015":67.98,"TwitterURLCorpus":86.48}
-{"index":278,"Rank":130,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.83,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":71.07,"TwitterURLCorpus":84.4}
-{"index":115,"Rank":131,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":82.83,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.17,"TwitterURLCorpus":84.84}
-{"index":114,"Rank":132,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.81,"SprintDuplicateQuestions":95.78,"TwitterSemEval2015":67.76,"TwitterURLCorpus":84.89}
-{"index":76,"Rank":133,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.69,"SprintDuplicateQuestions":95.35,"TwitterSemEval2015":67.97,"TwitterURLCorpus":84.75}
-{"index":176,"Rank":134,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.65,"SprintDuplicateQuestions":92.18,"TwitterSemEval2015":70.75,"TwitterURLCorpus":85.03}
-{"index":84,"Rank":135,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":82.59,"SprintDuplicateQuestions":95.54,"TwitterSemEval2015":67.55,"TwitterURLCorpus":84.68}
-{"index":224,"Rank":136,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.54,"SprintDuplicateQuestions":95.55,"TwitterSemEval2015":66.85,"TwitterURLCorpus":85.21}
-{"index":240,"Rank":137,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.41,"SprintDuplicateQuestions":92.45,"TwitterSemEval2015":70.02,"TwitterURLCorpus":84.77}
-{"index":205,"Rank":138,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
-{"index":241,"Rank":139,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
-{"index":222,"Rank":140,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":82.26,"SprintDuplicateQuestions":90.06,"TwitterSemEval2015":71.68,"TwitterURLCorpus":85.03}
-{"index":125,"Rank":141,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.14,"SprintDuplicateQuestions":92.92,"TwitterSemEval2015":67.8,"TwitterURLCorpus":85.71}
-{"index":144,"Rank":142,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":82.11,"SprintDuplicateQuestions":93.23,"TwitterSemEval2015":69.6,"TwitterURLCorpus":83.49}
-{"index":111,"Rank":143,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
-{"index":290,"Rank":144,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
-{"index":109,"Rank":145,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
-{"index":287,"Rank":146,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
-{"index":91,"Rank":147,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":82.0,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":66.87,"TwitterURLCorpus":85.29}
-{"index":215,"Rank":148,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.93,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":67.01,"TwitterURLCorpus":84.2}
-{"index":134,"Rank":149,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":81.9,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":65.31,"TwitterURLCorpus":85.46}
-{"index":113,"Rank":150,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":81.77,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":65.79,"TwitterURLCorpus":84.22}
-{"index":251,"Rank":151,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.74,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":65.95,"TwitterURLCorpus":83.17}
-{"index":126,"Rank":152,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":81.4,"SprintDuplicateQuestions":95.15,"TwitterSemEval2015":65.79,"TwitterURLCorpus":83.27}
-{"index":112,"Rank":153,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":81.33,"SprintDuplicateQuestions":94.96,"TwitterSemEval2015":64.32,"TwitterURLCorpus":84.7}
-{"index":308,"Rank":154,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.32,"SprintDuplicateQuestions":94.53,"TwitterSemEval2015":64.41,"TwitterURLCorpus":85.01}
-{"index":108,"Rank":155,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":81.07,"SprintDuplicateQuestions":95.21,"TwitterSemEval2015":63.28,"TwitterURLCorpus":84.72}
-{"index":181,"Rank":156,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.05,"SprintDuplicateQuestions":92.09,"TwitterSemEval2015":65.96,"TwitterURLCorpus":85.11}
-{"index":147,"Rank":157,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":81.03,"SprintDuplicateQuestions":90.68,"TwitterSemEval2015":67.77,"TwitterURLCorpus":84.65}
-{"index":73,"Rank":158,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.94,"SprintDuplicateQuestions":91.3,"TwitterSemEval2015":68.76,"TwitterURLCorpus":82.76}
-{"index":151,"Rank":159,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":80.86,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":64.72,"TwitterURLCorpus":84.01}
-{"index":254,"Rank":160,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.81,"SprintDuplicateQuestions":90.55,"TwitterSemEval2015":66.75,"TwitterURLCorpus":85.14}
-{"index":107,"Rank":161,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
-{"index":286,"Rank":162,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
-{"index":81,"Rank":163,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.73,"SprintDuplicateQuestions":94.26,"TwitterSemEval2015":63.85,"TwitterURLCorpus":84.07}
-{"index":90,"Rank":164,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":80.65,"SprintDuplicateQuestions":93.47,"TwitterSemEval2015":63.68,"TwitterURLCorpus":84.8}
-{"index":80,"Rank":165,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.62,"SprintDuplicateQuestions":89.85,"TwitterSemEval2015":67.48,"TwitterURLCorpus":84.53}
-{"index":79,"Rank":166,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":80.57,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":69.26,"TwitterURLCorpus":83.19}
-{"index":85,"Rank":167,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.4,"SprintDuplicateQuestions":94.4,"TwitterSemEval2015":63.86,"TwitterURLCorpus":82.95}
-{"index":49,"Rank":168,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":80.4,"SprintDuplicateQuestions":90.41,"TwitterSemEval2015":67.67,"TwitterURLCorpus":83.11}
-{"index":106,"Rank":169,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.84,"SprintDuplicateQuestions":92.98,"TwitterSemEval2015":62.44,"TwitterURLCorpus":84.1}
-{"index":86,"Rank":170,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.7,"SprintDuplicateQuestions":92.14,"TwitterSemEval2015":63.44,"TwitterURLCorpus":83.53}
-{"index":276,"Rank":171,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.62,"SprintDuplicateQuestions":90.89,"TwitterSemEval2015":63.76,"TwitterURLCorpus":84.2}
-{"index":87,"Rank":172,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":79.58,"SprintDuplicateQuestions":92.58,"TwitterSemEval2015":62.37,"TwitterURLCorpus":83.79}
-{"index":274,"Rank":173,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.53,"SprintDuplicateQuestions":84.37,"TwitterSemEval2015":70.13,"TwitterURLCorpus":84.09}
-{"index":198,"Rank":174,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.23,"SprintDuplicateQuestions":86.13,"TwitterSemEval2015":68.03,"TwitterURLCorpus":83.52}
-{"index":186,"Rank":175,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":79.22,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":59.3,"TwitterURLCorpus":83.44}
-{"index":239,"Rank":176,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":78.87,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":62.78,"TwitterURLCorpus":84.58}
-{"index":78,"Rank":177,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":78.57,"SprintDuplicateQuestions":85.22,"TwitterSemEval2015":67.56,"TwitterURLCorpus":82.94}
-{"index":253,"Rank":178,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.45,"SprintDuplicateQuestions":89.46,"TwitterSemEval2015":62.06,"TwitterURLCorpus":83.83}
-{"index":71,"Rank":179,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
-{"index":69,"Rank":180,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":77.88,"SprintDuplicateQuestions":87.57,"TwitterSemEval2015":65.14,"TwitterURLCorpus":80.94}
-{"index":197,"Rank":181,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.83,"SprintDuplicateQuestions":88.21,"TwitterSemEval2015":64.8,"TwitterURLCorpus":80.49}
-{"index":302,"Rank":182,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.79,"SprintDuplicateQuestions":79.85,"TwitterSemEval2015":69.45,"TwitterURLCorpus":84.06}
-{"index":272,"Rank":183,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.78,"SprintDuplicateQuestions":92.15,"TwitterSemEval2015":59.41,"TwitterURLCorpus":81.78}
-{"index":265,"Rank":184,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":77.75,"SprintDuplicateQuestions":82.81,"TwitterSemEval2015":66.16,"TwitterURLCorpus":84.28}
-{"index":246,"Rank":185,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":77.61,"SprintDuplicateQuestions":87.15,"TwitterSemEval2015":61.67,"TwitterURLCorpus":84.02}
-{"index":301,"Rank":186,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.46,"SprintDuplicateQuestions":76.46,"TwitterSemEval2015":70.85,"TwitterURLCorpus":85.08}
-{"index":92,"Rank":187,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":77.03,"SprintDuplicateQuestions":80.54,"TwitterSemEval2015":66.0,"TwitterURLCorpus":84.54}
-{"index":32,"Rank":188,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.96,"SprintDuplicateQuestions":90.71,"TwitterSemEval2015":58.07,"TwitterURLCorpus":82.09}
-{"index":196,"Rank":189,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.9,"SprintDuplicateQuestions":87.07,"TwitterSemEval2015":62.51,"TwitterURLCorpus":81.11}
-{"index":300,"Rank":190,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.86,"SprintDuplicateQuestions":77.85,"TwitterSemEval2015":69.04,"TwitterURLCorpus":83.69}
-{"index":261,"Rank":191,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":76.49,"SprintDuplicateQuestions":83.53,"TwitterSemEval2015":62.49,"TwitterURLCorpus":83.46}
-{"index":273,"Rank":192,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.23,"SprintDuplicateQuestions":86.37,"TwitterSemEval2015":60.64,"TwitterURLCorpus":81.68}
-{"index":303,"Rank":193,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.9,"SprintDuplicateQuestions":69.52,"TwitterSemEval2015":74.42,"TwitterURLCorpus":83.75}
-{"index":275,"Rank":194,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.43,"SprintDuplicateQuestions":87.05,"TwitterSemEval2015":57.03,"TwitterURLCorpus":82.21}
-{"index":88,"Rank":195,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":75.23,"SprintDuplicateQuestions":89.89,"TwitterSemEval2015":54.75,"TwitterURLCorpus":81.06}
-{"index":67,"Rank":196,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.53,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":63.58,"TwitterURLCorpus":82.64}
-{"index":229,"Rank":197,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.68,"SprintDuplicateQuestions":69.39,"TwitterSemEval2015":67.75,"TwitterURLCorpus":83.89}
-{"index":245,"Rank":198,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":72.94,"SprintDuplicateQuestions":85.55,"TwitterSemEval2015":53.85,"TwitterURLCorpus":79.41}
-{"index":75,"Rank":199,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":61.54,"TwitterURLCorpus":77.73}
-{"index":271,"Rank":200,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
-{"index":270,"Rank":201,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
-{"index":89,"Rank":202,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":71.78,"SprintDuplicateQuestions":77.73,"TwitterSemEval2015":57.09,"TwitterURLCorpus":80.51}
-{"index":156,"Rank":203,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
-{"index":244,"Rank":204,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":70.92,"SprintDuplicateQuestions":86.96,"TwitterSemEval2015":48.45,"TwitterURLCorpus":77.35}
-{"index":230,"Rank":205,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
-{"index":11,"Rank":206,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":68.86,"SprintDuplicateQuestions":65.54,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
-{"index":243,"Rank":207,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
-{"index":133,"Rank":208,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
-{"index":269,"Rank":209,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
-{"index":279,"Rank":210,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
-{"index":105,"Rank":251,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":226,"Rank":1,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":88.67,"SprintDuplicateQuestions":97.02,"TwitterSemEval2015":81.11,"TwitterURLCorpus":87.87}
+{"index":104,"Rank":2,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.54,"SprintDuplicateQuestions":96.31,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.78}
+{"index":65,"Rank":3,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.35,"SprintDuplicateQuestions":96.11,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.42}
+{"index":170,"Rank":4,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.34,"SprintDuplicateQuestions":95.66,"TwitterSemEval2015":81.62,"TwitterURLCorpus":87.75}
+{"index":231,"Rank":5,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.27,"SprintDuplicateQuestions":96.52,"TwitterSemEval2015":81.35,"TwitterURLCorpus":86.94}
+{"index":22,"Rank":6,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.14,"SprintDuplicateQuestions":97.23,"TwitterSemEval2015":79.34,"TwitterURLCorpus":87.84}
+{"index":103,"Rank":7,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.07,"SprintDuplicateQuestions":97.62,"TwitterSemEval2015":78.57,"TwitterURLCorpus":88.03}
+{"index":153,"Rank":8,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":88.07,"SprintDuplicateQuestions":96.04,"TwitterSemEval2015":80.58,"TwitterURLCorpus":87.58}
+{"index":68,"Rank":9,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":88.03,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":80.7,"TwitterURLCorpus":86.56}
+{"index":72,"Rank":10,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.99,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":80.6,"TwitterURLCorpus":86.56}
+{"index":70,"Rank":11,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":87.79,"SprintDuplicateQuestions":95.09,"TwitterSemEval2015":81.73,"TwitterURLCorpus":86.56}
+{"index":154,"Rank":12,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":87.74,"SprintDuplicateQuestions":95.59,"TwitterSemEval2015":80.18,"TwitterURLCorpus":87.46}
+{"index":16,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
+{"index":15,"Rank":14,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":87.38,"SprintDuplicateQuestions":95.99,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
+{"index":199,"Rank":15,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
+{"index":191,"Rank":16,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.34,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":79.93,"TwitterURLCorpus":87.5}
+{"index":0,"Rank":17,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.25,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.23,"TwitterURLCorpus":87.04}
+{"index":117,"Rank":18,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.25,"SprintDuplicateQuestions":97.24,"TwitterSemEval2015":78.17,"TwitterURLCorpus":86.33}
+{"index":207,"Rank":19,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
+{"index":47,"Rank":20,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":87.16,"SprintDuplicateQuestions":93.0,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.4}
+{"index":60,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.14,"SprintDuplicateQuestions":96.97,"TwitterSemEval2015":78.29,"TwitterURLCorpus":86.16}
+{"index":23,"Rank":22,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
+{"index":277,"Rank":23,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.07,"SprintDuplicateQuestions":96.87,"TwitterSemEval2015":78.24,"TwitterURLCorpus":86.11}
+{"index":225,"Rank":24,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":86.91,"SprintDuplicateQuestions":95.94,"TwitterSemEval2015":78.73,"TwitterURLCorpus":86.05}
+{"index":9,"Rank":25,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
+{"index":183,"Rank":26,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.85,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":78.23,"TwitterURLCorpus":85.53}
+{"index":212,"Rank":27,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.74,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":77.8,"TwitterURLCorpus":85.94}
+{"index":129,"Rank":28,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.7,"SprintDuplicateQuestions":96.54,"TwitterSemEval2015":77.6,"TwitterURLCorpus":85.96}
+{"index":164,"Rank":29,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":86.62,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":77.99,"TwitterURLCorpus":86.93}
+{"index":8,"Rank":30,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
+{"index":195,"Rank":31,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":192,"Rank":32,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":21,"Rank":33,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":194,"Rank":34,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":132,"Rank":35,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":193,"Rank":36,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":165,"Rank":37,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
+{"index":127,"Rank":38,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.32,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.11}
+{"index":210,"Rank":39,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.24,"SprintDuplicateQuestions":96.38,"TwitterSemEval2015":76.41,"TwitterURLCorpus":85.93}
+{"index":74,"Rank":40,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":86.21,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":76.14,"TwitterURLCorpus":86.23}
+{"index":175,"Rank":41,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
+{"index":59,"Rank":42,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.19,"SprintDuplicateQuestions":91.18,"TwitterSemEval2015":80.27,"TwitterURLCorpus":87.12}
+{"index":38,"Rank":43,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.15,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":75.16,"TwitterURLCorpus":86.49}
+{"index":249,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.13,"SprintDuplicateQuestions":95.45,"TwitterSemEval2015":77.81,"TwitterURLCorpus":85.14}
+{"index":250,"Rank":45,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":86.12,"SprintDuplicateQuestions":95.68,"TwitterSemEval2015":77.54,"TwitterURLCorpus":85.13}
+{"index":257,"Rank":46,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":86.06,"SprintDuplicateQuestions":91.44,"TwitterSemEval2015":80.89,"TwitterURLCorpus":85.86}
+{"index":169,"Rank":47,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
+{"index":57,"Rank":48,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.03,"SprintDuplicateQuestions":94.92,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.25}
+{"index":168,"Rank":49,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.94,"SprintDuplicateQuestions":95.42,"TwitterSemEval2015":76.1,"TwitterURLCorpus":86.31}
+{"index":206,"Rank":50,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":96.05,"TwitterSemEval2015":76.08,"TwitterURLCorpus":85.54}
+{"index":163,"Rank":51,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.89,"SprintDuplicateQuestions":93.07,"TwitterSemEval2015":77.42,"TwitterURLCorpus":87.18}
+{"index":25,"Rank":52,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.84,"SprintDuplicateQuestions":90.94,"TwitterSemEval2015":79.64,"TwitterURLCorpus":86.95}
+{"index":36,"Rank":53,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
+{"index":17,"Rank":54,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
+{"index":155,"Rank":55,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":167,"Rank":56,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":62,"Rank":57,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
+{"index":284,"Rank":58,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
+{"index":182,"Rank":59,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":85.4,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":73.81,"TwitterURLCorpus":86.78}
+{"index":188,"Rank":60,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":280,"Rank":61,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":18,"Rank":62,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
+{"index":248,"Rank":63,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
+{"index":255,"Rank":64,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
+{"index":216,"Rank":65,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":29,"Rank":66,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":31,"Rank":67,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":28,"Rank":68,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":30,"Rank":69,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":166,"Rank":70,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":85.09,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":74.4,"TwitterURLCorpus":85.98}
+{"index":171,"Rank":71,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":85.08,"SprintDuplicateQuestions":95.29,"TwitterSemEval2015":74.16,"TwitterURLCorpus":85.79}
+{"index":213,"Rank":72,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.06,"SprintDuplicateQuestions":95.0,"TwitterSemEval2015":74.5,"TwitterURLCorpus":85.69}
+{"index":258,"Rank":73,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":85.06,"SprintDuplicateQuestions":88.89,"TwitterSemEval2015":80.28,"TwitterURLCorpus":86.01}
+{"index":214,"Rank":74,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":73.26,"TwitterURLCorpus":85.64}
+{"index":35,"Rank":75,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.59,"TwitterSemEval2015":72.23,"TwitterURLCorpus":86.32}
+{"index":308,"Rank":76,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.04,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":73.33,"TwitterURLCorpus":87.21}
+{"index":267,"Rank":77,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"SprintDuplicateQuestions":95.75,"TwitterSemEval2015":73.73,"TwitterURLCorpus":85.53}
+{"index":61,"Rank":78,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":85.0,"SprintDuplicateQuestions":94.76,"TwitterSemEval2015":73.76,"TwitterURLCorpus":86.49}
+{"index":131,"Rank":79,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.99,"SprintDuplicateQuestions":96.14,"TwitterSemEval2015":73.48,"TwitterURLCorpus":85.36}
+{"index":256,"Rank":80,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":84.97,"SprintDuplicateQuestions":89.01,"TwitterSemEval2015":79.75,"TwitterURLCorpus":86.14}
+{"index":48,"Rank":81,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":84.97,"SprintDuplicateQuestions":91.24,"TwitterSemEval2015":77.21,"TwitterURLCorpus":86.45}
+{"index":26,"Rank":82,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.92,"SprintDuplicateQuestions":96.67,"TwitterSemEval2015":73.24,"TwitterURLCorpus":84.84}
+{"index":305,"Rank":83,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
+{"index":185,"Rank":84,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.8,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":72.32,"TwitterURLCorpus":85.98}
+{"index":174,"Rank":85,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.14,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":58,"Rank":86,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":262,"Rank":87,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":139,"Rank":88,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":211,"Rank":89,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.5,"TwitterSemEval2015":72.92,"TwitterURLCorpus":85.66}
+{"index":291,"Rank":90,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.63,"TwitterSemEval2015":72.87,"TwitterURLCorpus":85.58}
+{"index":130,"Rank":91,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.68,"SprintDuplicateQuestions":95.79,"TwitterSemEval2015":72.95,"TwitterURLCorpus":85.3}
+{"index":172,"Rank":92,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.67,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":73.34,"TwitterURLCorpus":85.79}
+{"index":136,"Rank":93,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":223,"Rank":94,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":120,"Rank":95,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":101,"Rank":96,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":295,"Rank":97,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":221,"Rank":98,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
+{"index":217,"Rank":99,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":94.83,"TwitterSemEval2015":72.55,"TwitterURLCorpus":86.38}
+{"index":266,"Rank":100,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":84.57,"SprintDuplicateQuestions":95.71,"TwitterSemEval2015":72.47,"TwitterURLCorpus":85.52}
+{"index":189,"Rank":101,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":228,"Rank":102,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":19,"Rank":103,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":84.53,"SprintDuplicateQuestions":94.16,"TwitterSemEval2015":75.25,"TwitterURLCorpus":84.18}
+{"index":135,"Rank":104,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":84.48,"SprintDuplicateQuestions":97.32,"TwitterSemEval2015":70.29,"TwitterURLCorpus":85.83}
+{"index":190,"Rank":105,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.44,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":72.15,"TwitterURLCorpus":86.05}
+{"index":20,"Rank":106,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":84.24,"SprintDuplicateQuestions":95.41,"TwitterSemEval2015":71.88,"TwitterURLCorpus":85.42}
+{"index":306,"Rank":107,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.22,"SprintDuplicateQuestions":89.02,"TwitterSemEval2015":76.56,"TwitterURLCorpus":87.09}
+{"index":220,"Rank":108,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.09,"SprintDuplicateQuestions":92.31,"TwitterSemEval2015":73.61,"TwitterURLCorpus":86.34}
+{"index":180,"Rank":109,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":84.06,"SprintDuplicateQuestions":95.36,"TwitterSemEval2015":70.64,"TwitterURLCorpus":86.18}
+{"index":37,"Rank":110,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.95,"SprintDuplicateQuestions":96.6,"TwitterSemEval2015":69.41,"TwitterURLCorpus":85.85}
+{"index":247,"Rank":111,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.85,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":72.23,"TwitterURLCorpus":84.77}
+{"index":218,"Rank":112,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":83.67,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":69.68,"TwitterURLCorpus":85.41}
+{"index":138,"Rank":113,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":187,"Rank":114,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":66,"Rank":115,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":292,"Rank":116,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.58,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":70.34,"TwitterURLCorpus":85.72}
+{"index":173,"Rank":117,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.57,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":72.21,"TwitterURLCorpus":85.48}
+{"index":268,"Rank":118,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
+{"index":219,"Rank":119,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
+{"index":162,"Rank":120,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"SprintDuplicateQuestions":90.35,"TwitterSemEval2015":73.99,"TwitterURLCorpus":86.2}
+{"index":128,"Rank":121,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.39,"SprintDuplicateQuestions":94.14,"TwitterSemEval2015":70.46,"TwitterURLCorpus":85.58}
+{"index":77,"Rank":122,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.32,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":69.78,"TwitterURLCorpus":85.07}
+{"index":179,"Rank":123,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":69.14,"TwitterURLCorpus":85.62}
+{"index":293,"Rank":124,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.09,"SprintDuplicateQuestions":95.49,"TwitterSemEval2015":68.61,"TwitterURLCorpus":85.16}
+{"index":184,"Rank":125,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.04,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.3,"TwitterURLCorpus":85.33}
+{"index":64,"Rank":126,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.95,"SprintDuplicateQuestions":94.38,"TwitterSemEval2015":67.98,"TwitterURLCorpus":86.48}
+{"index":278,"Rank":127,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.83,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":71.07,"TwitterURLCorpus":84.4}
+{"index":115,"Rank":128,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":82.83,"SprintDuplicateQuestions":95.48,"TwitterSemEval2015":68.17,"TwitterURLCorpus":84.84}
+{"index":114,"Rank":129,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.81,"SprintDuplicateQuestions":95.78,"TwitterSemEval2015":67.76,"TwitterURLCorpus":84.89}
+{"index":76,"Rank":130,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":82.69,"SprintDuplicateQuestions":95.35,"TwitterSemEval2015":67.97,"TwitterURLCorpus":84.75}
+{"index":176,"Rank":131,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":82.65,"SprintDuplicateQuestions":92.18,"TwitterSemEval2015":70.75,"TwitterURLCorpus":85.03}
+{"index":84,"Rank":132,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":82.59,"SprintDuplicateQuestions":95.54,"TwitterSemEval2015":67.55,"TwitterURLCorpus":84.68}
+{"index":224,"Rank":133,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.54,"SprintDuplicateQuestions":95.55,"TwitterSemEval2015":66.85,"TwitterURLCorpus":85.21}
+{"index":240,"Rank":134,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.41,"SprintDuplicateQuestions":92.45,"TwitterSemEval2015":70.02,"TwitterURLCorpus":84.77}
+{"index":205,"Rank":135,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
+{"index":241,"Rank":136,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":82.37,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":67.86,"TwitterURLCorpus":84.7}
+{"index":222,"Rank":137,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":82.26,"SprintDuplicateQuestions":90.06,"TwitterSemEval2015":71.68,"TwitterURLCorpus":85.03}
+{"index":125,"Rank":138,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.14,"SprintDuplicateQuestions":92.92,"TwitterSemEval2015":67.8,"TwitterURLCorpus":85.71}
+{"index":144,"Rank":139,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":82.11,"SprintDuplicateQuestions":93.23,"TwitterSemEval2015":69.6,"TwitterURLCorpus":83.49}
+{"index":111,"Rank":140,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
+{"index":290,"Rank":141,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
+{"index":287,"Rank":142,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":109,"Rank":143,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":91,"Rank":144,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":82.0,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":66.87,"TwitterURLCorpus":85.29}
+{"index":215,"Rank":145,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.93,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":67.01,"TwitterURLCorpus":84.2}
+{"index":134,"Rank":146,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":81.9,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":65.31,"TwitterURLCorpus":85.46}
+{"index":113,"Rank":147,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":81.77,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":65.79,"TwitterURLCorpus":84.22}
+{"index":251,"Rank":148,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.74,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":65.95,"TwitterURLCorpus":83.17}
+{"index":126,"Rank":149,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":81.4,"SprintDuplicateQuestions":95.15,"TwitterSemEval2015":65.79,"TwitterURLCorpus":83.27}
+{"index":112,"Rank":150,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":81.33,"SprintDuplicateQuestions":94.96,"TwitterSemEval2015":64.32,"TwitterURLCorpus":84.7}
+{"index":309,"Rank":151,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.32,"SprintDuplicateQuestions":94.53,"TwitterSemEval2015":64.41,"TwitterURLCorpus":85.01}
+{"index":108,"Rank":152,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":81.07,"SprintDuplicateQuestions":95.21,"TwitterSemEval2015":63.28,"TwitterURLCorpus":84.72}
+{"index":181,"Rank":153,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.05,"SprintDuplicateQuestions":92.09,"TwitterSemEval2015":65.96,"TwitterURLCorpus":85.11}
+{"index":147,"Rank":154,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":81.03,"SprintDuplicateQuestions":90.68,"TwitterSemEval2015":67.77,"TwitterURLCorpus":84.65}
+{"index":73,"Rank":155,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.94,"SprintDuplicateQuestions":91.3,"TwitterSemEval2015":68.76,"TwitterURLCorpus":82.76}
+{"index":151,"Rank":156,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":80.86,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":64.72,"TwitterURLCorpus":84.01}
+{"index":254,"Rank":157,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.81,"SprintDuplicateQuestions":90.55,"TwitterSemEval2015":66.75,"TwitterURLCorpus":85.14}
+{"index":286,"Rank":158,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
+{"index":107,"Rank":159,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
+{"index":81,"Rank":160,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.73,"SprintDuplicateQuestions":94.26,"TwitterSemEval2015":63.85,"TwitterURLCorpus":84.07}
+{"index":90,"Rank":161,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":80.65,"SprintDuplicateQuestions":93.47,"TwitterSemEval2015":63.68,"TwitterURLCorpus":84.8}
+{"index":80,"Rank":162,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.62,"SprintDuplicateQuestions":89.85,"TwitterSemEval2015":67.48,"TwitterURLCorpus":84.53}
+{"index":79,"Rank":163,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":80.57,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":69.26,"TwitterURLCorpus":83.19}
+{"index":85,"Rank":164,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.4,"SprintDuplicateQuestions":94.4,"TwitterSemEval2015":63.86,"TwitterURLCorpus":82.95}
+{"index":49,"Rank":165,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":80.4,"SprintDuplicateQuestions":90.41,"TwitterSemEval2015":67.67,"TwitterURLCorpus":83.11}
+{"index":106,"Rank":166,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.84,"SprintDuplicateQuestions":92.98,"TwitterSemEval2015":62.44,"TwitterURLCorpus":84.1}
+{"index":86,"Rank":167,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.7,"SprintDuplicateQuestions":92.14,"TwitterSemEval2015":63.44,"TwitterURLCorpus":83.53}
+{"index":276,"Rank":168,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.62,"SprintDuplicateQuestions":90.89,"TwitterSemEval2015":63.76,"TwitterURLCorpus":84.2}
+{"index":87,"Rank":169,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":79.58,"SprintDuplicateQuestions":92.58,"TwitterSemEval2015":62.37,"TwitterURLCorpus":83.79}
+{"index":274,"Rank":170,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.53,"SprintDuplicateQuestions":84.37,"TwitterSemEval2015":70.13,"TwitterURLCorpus":84.09}
+{"index":198,"Rank":171,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.23,"SprintDuplicateQuestions":86.13,"TwitterSemEval2015":68.03,"TwitterURLCorpus":83.52}
+{"index":186,"Rank":172,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":79.22,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":59.3,"TwitterURLCorpus":83.44}
+{"index":239,"Rank":173,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":78.87,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":62.78,"TwitterURLCorpus":84.58}
+{"index":78,"Rank":174,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":78.57,"SprintDuplicateQuestions":85.22,"TwitterSemEval2015":67.56,"TwitterURLCorpus":82.94}
+{"index":253,"Rank":175,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.45,"SprintDuplicateQuestions":89.46,"TwitterSemEval2015":62.06,"TwitterURLCorpus":83.83}
+{"index":71,"Rank":176,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
+{"index":69,"Rank":177,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":77.88,"SprintDuplicateQuestions":87.57,"TwitterSemEval2015":65.14,"TwitterURLCorpus":80.94}
+{"index":197,"Rank":178,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.83,"SprintDuplicateQuestions":88.21,"TwitterSemEval2015":64.8,"TwitterURLCorpus":80.49}
+{"index":303,"Rank":179,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.79,"SprintDuplicateQuestions":79.85,"TwitterSemEval2015":69.45,"TwitterURLCorpus":84.06}
+{"index":272,"Rank":180,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.78,"SprintDuplicateQuestions":92.15,"TwitterSemEval2015":59.41,"TwitterURLCorpus":81.78}
+{"index":265,"Rank":181,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":77.75,"SprintDuplicateQuestions":82.81,"TwitterSemEval2015":66.16,"TwitterURLCorpus":84.28}
+{"index":246,"Rank":182,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":77.61,"SprintDuplicateQuestions":87.15,"TwitterSemEval2015":61.67,"TwitterURLCorpus":84.02}
+{"index":302,"Rank":183,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.46,"SprintDuplicateQuestions":76.46,"TwitterSemEval2015":70.85,"TwitterURLCorpus":85.08}
+{"index":92,"Rank":184,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":77.03,"SprintDuplicateQuestions":80.54,"TwitterSemEval2015":66.0,"TwitterURLCorpus":84.54}
+{"index":32,"Rank":185,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.96,"SprintDuplicateQuestions":90.71,"TwitterSemEval2015":58.07,"TwitterURLCorpus":82.09}
+{"index":196,"Rank":186,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.9,"SprintDuplicateQuestions":87.07,"TwitterSemEval2015":62.51,"TwitterURLCorpus":81.11}
+{"index":301,"Rank":187,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.86,"SprintDuplicateQuestions":77.85,"TwitterSemEval2015":69.04,"TwitterURLCorpus":83.69}
+{"index":261,"Rank":188,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":76.49,"SprintDuplicateQuestions":83.53,"TwitterSemEval2015":62.49,"TwitterURLCorpus":83.46}
+{"index":273,"Rank":189,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.23,"SprintDuplicateQuestions":86.37,"TwitterSemEval2015":60.64,"TwitterURLCorpus":81.68}
+{"index":304,"Rank":190,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.9,"SprintDuplicateQuestions":69.52,"TwitterSemEval2015":74.42,"TwitterURLCorpus":83.75}
+{"index":275,"Rank":191,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.43,"SprintDuplicateQuestions":87.05,"TwitterSemEval2015":57.03,"TwitterURLCorpus":82.21}
+{"index":88,"Rank":192,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":75.23,"SprintDuplicateQuestions":89.89,"TwitterSemEval2015":54.75,"TwitterURLCorpus":81.06}
+{"index":67,"Rank":193,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.53,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":63.58,"TwitterURLCorpus":82.64}
+{"index":229,"Rank":194,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.68,"SprintDuplicateQuestions":69.39,"TwitterSemEval2015":67.75,"TwitterURLCorpus":83.89}
+{"index":245,"Rank":195,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":72.94,"SprintDuplicateQuestions":85.55,"TwitterSemEval2015":53.85,"TwitterURLCorpus":79.41}
+{"index":75,"Rank":196,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":61.54,"TwitterURLCorpus":77.73}
+{"index":270,"Rank":197,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
+{"index":271,"Rank":198,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
+{"index":89,"Rank":199,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":71.78,"SprintDuplicateQuestions":77.73,"TwitterSemEval2015":57.09,"TwitterURLCorpus":80.51}
+{"index":156,"Rank":200,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
+{"index":244,"Rank":201,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":70.92,"SprintDuplicateQuestions":86.96,"TwitterSemEval2015":48.45,"TwitterURLCorpus":77.35}
+{"index":230,"Rank":202,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
+{"index":11,"Rank":203,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":68.86,"SprintDuplicateQuestions":65.54,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
+{"index":243,"Rank":204,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
+{"index":133,"Rank":205,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
+{"index":269,"Rank":206,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
+{"index":279,"Rank":207,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
+{"index":105,"Rank":250,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
diff --git a/boards_data/en/data_tasks/Reranking/default.jsonl b/boards_data/en/data_tasks/Reranking/default.jsonl
index 5ab217a3c8491fa7ad143b0cbc3e943e17ae0e7e..1ee021d7782cd2efd7acaed75dabe2a665fb19c0 100644
--- a/boards_data/en/data_tasks/Reranking/default.jsonl
+++ b/boards_data/en/data_tasks/Reranking/default.jsonl
@@ -27,17 +27,17 @@
{"index":70,"Rank":27,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":59.68,"AskUbuntuDupQuestions":65.19,"MindSmallReranking":32.67,"SciDocsRR":86.05,"StackOverflowDupQuestions":54.82}
{"index":127,"Rank":28,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":59.37,"AskUbuntuDupQuestions":62.69,"MindSmallReranking":32.36,"SciDocsRR":87.72,"StackOverflowDupQuestions":54.72}
{"index":242,"Rank":29,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":59.36,"AskUbuntuDupQuestions":65.85,"MindSmallReranking":30.97,"SciDocsRR":88.65,"StackOverflowDupQuestions":51.98}
-{"index":306,"Rank":30,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.16,"AskUbuntuDupQuestions":65.03,"MindSmallReranking":29.86,"SciDocsRR":86.66,"StackOverflowDupQuestions":55.08}
+{"index":307,"Rank":30,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.16,"AskUbuntuDupQuestions":65.03,"MindSmallReranking":29.86,"SciDocsRR":86.66,"StackOverflowDupQuestions":55.08}
{"index":267,"Rank":31,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.13,"AskUbuntuDupQuestions":63.06,"MindSmallReranking":32.63,"SciDocsRR":87.2,"StackOverflowDupQuestions":53.63}
{"index":210,"Rank":32,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.94,"AskUbuntuDupQuestions":62.39,"MindSmallReranking":31.89,"SciDocsRR":87.05,"StackOverflowDupQuestions":54.45}
{"index":206,"Rank":33,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":58.94,"AskUbuntuDupQuestions":63.77,"MindSmallReranking":31.85,"SciDocsRR":86.98,"StackOverflowDupQuestions":53.16}
{"index":1,"Rank":34,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":58.9,"AskUbuntuDupQuestions":64.4,"MindSmallReranking":33.07,"SciDocsRR":83.59,"StackOverflowDupQuestions":54.56}
{"index":193,"Rank":35,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":195,"Rank":36,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":21,"Rank":37,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":194,"Rank":38,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":192,"Rank":39,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":132,"Rank":40,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":132,"Rank":36,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":194,"Rank":37,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":192,"Rank":38,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":195,"Rank":39,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":21,"Rank":40,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
{"index":165,"Rank":41,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":58.78,"AskUbuntuDupQuestions":62.72,"MindSmallReranking":31.91,"SciDocsRR":86.66,"StackOverflowDupQuestions":53.81}
{"index":266,"Rank":42,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.61,"AskUbuntuDupQuestions":61.8,"MindSmallReranking":32.54,"SciDocsRR":87.08,"StackOverflowDupQuestions":53.01}
{"index":175,"Rank":43,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.58,"AskUbuntuDupQuestions":63.89,"MindSmallReranking":33.09,"SciDocsRR":85.87,"StackOverflowDupQuestions":51.45}
@@ -53,7 +53,7 @@
{"index":205,"Rank":53,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.04,"AskUbuntuDupQuestions":63.48,"MindSmallReranking":30.8,"SciDocsRR":87.12,"StackOverflowDupQuestions":50.76}
{"index":241,"Rank":54,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":58.04,"AskUbuntuDupQuestions":63.48,"MindSmallReranking":30.8,"SciDocsRR":87.12,"StackOverflowDupQuestions":50.76}
{"index":36,"Rank":55,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.01,"AskUbuntuDupQuestions":61.7,"MindSmallReranking":32.67,"SciDocsRR":85.2,"StackOverflowDupQuestions":52.48}
-{"index":305,"Rank":56,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.99,"AskUbuntuDupQuestions":64.61,"MindSmallReranking":29.63,"SciDocsRR":84.25,"StackOverflowDupQuestions":53.46}
+{"index":306,"Rank":56,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.99,"AskUbuntuDupQuestions":64.61,"MindSmallReranking":29.63,"SciDocsRR":84.25,"StackOverflowDupQuestions":53.46}
{"index":128,"Rank":57,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":57.95,"AskUbuntuDupQuestions":62.97,"MindSmallReranking":31.31,"SciDocsRR":87.14,"StackOverflowDupQuestions":50.36}
{"index":214,"Rank":58,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.86,"AskUbuntuDupQuestions":62.4,"MindSmallReranking":31.28,"SciDocsRR":85.01,"StackOverflowDupQuestions":52.75}
{"index":38,"Rank":59,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":32.59,"SciDocsRR":84.31,"StackOverflowDupQuestions":52.4}
@@ -69,15 +69,15 @@
{"index":198,"Rank":69,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.12,"AskUbuntuDupQuestions":62.73,"MindSmallReranking":30.81,"SciDocsRR":85.11,"StackOverflowDupQuestions":49.85}
{"index":280,"Rank":70,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
{"index":188,"Rank":71,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
-{"index":307,"Rank":72,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
+{"index":308,"Rank":72,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
{"index":250,"Rank":73,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":56.66,"AskUbuntuDupQuestions":63.23,"MindSmallReranking":31.93,"SciDocsRR":77.96,"StackOverflowDupQuestions":53.5}
-{"index":57,"Rank":74,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
-{"index":169,"Rank":75,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
+{"index":169,"Rank":74,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
+{"index":57,"Rank":75,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.61,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":31.83,"SciDocsRR":84.31,"StackOverflowDupQuestions":50.68}
{"index":91,"Rank":76,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":56.56,"AskUbuntuDupQuestions":61.63,"MindSmallReranking":32.29,"SciDocsRR":80.79,"StackOverflowDupQuestions":51.53}
{"index":168,"Rank":77,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.53,"AskUbuntuDupQuestions":60.07,"MindSmallReranking":30.78,"SciDocsRR":83.94,"StackOverflowDupQuestions":51.33}
{"index":258,"Rank":78,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":56.42,"AskUbuntuDupQuestions":66.16,"MindSmallReranking":30.6,"SciDocsRR":76.09,"StackOverflowDupQuestions":52.85}
{"index":185,"Rank":79,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":56.42,"AskUbuntuDupQuestions":62.83,"MindSmallReranking":31.48,"SciDocsRR":80.97,"StackOverflowDupQuestions":50.38}
-{"index":304,"Rank":80,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.32,"AskUbuntuDupQuestions":62.05,"MindSmallReranking":31.45,"SciDocsRR":81.22,"StackOverflowDupQuestions":50.54}
+{"index":305,"Rank":80,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.32,"AskUbuntuDupQuestions":62.05,"MindSmallReranking":31.45,"SciDocsRR":81.22,"StackOverflowDupQuestions":50.54}
{"index":62,"Rank":81,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":56.26,"AskUbuntuDupQuestions":60.77,"MindSmallReranking":31.72,"SciDocsRR":84.26,"StackOverflowDupQuestions":48.3}
{"index":162,"Rank":82,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.2,"AskUbuntuDupQuestions":63.17,"MindSmallReranking":31.82,"SciDocsRR":78.83,"StackOverflowDupQuestions":50.99}
{"index":35,"Rank":83,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.09,"AskUbuntuDupQuestions":60.11,"MindSmallReranking":31.87,"SciDocsRR":81.62,"StackOverflowDupQuestions":50.76}
@@ -86,119 +86,120 @@
{"index":182,"Rank":86,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":55.91,"AskUbuntuDupQuestions":61.6,"MindSmallReranking":31.22,"SciDocsRR":80.27,"StackOverflowDupQuestions":50.55}
{"index":167,"Rank":87,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":55.91,"AskUbuntuDupQuestions":58.98,"MindSmallReranking":31.29,"SciDocsRR":83.02,"StackOverflowDupQuestions":50.34}
{"index":155,"Rank":88,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":55.91,"AskUbuntuDupQuestions":58.98,"MindSmallReranking":31.29,"SciDocsRR":83.02,"StackOverflowDupQuestions":50.34}
-{"index":262,"Rank":89,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
-{"index":58,"Rank":90,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
-{"index":139,"Rank":91,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
+{"index":139,"Rank":89,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
+{"index":262,"Rank":90,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
+{"index":58,"Rank":91,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.86,"AskUbuntuDupQuestions":60.28,"MindSmallReranking":31.42,"SciDocsRR":82.04,"StackOverflowDupQuestions":49.72}
{"index":184,"Rank":92,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":55.84,"AskUbuntuDupQuestions":62.4,"MindSmallReranking":31.56,"SciDocsRR":79.31,"StackOverflowDupQuestions":50.11}
-{"index":223,"Rank":93,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":136,"Rank":94,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":101,"Rank":95,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":120,"Rank":96,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
-{"index":115,"Rank":97,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.77,"AskUbuntuDupQuestions":59.83,"MindSmallReranking":32.06,"SciDocsRR":81.54,"StackOverflowDupQuestions":49.65}
-{"index":166,"Rank":98,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.7,"AskUbuntuDupQuestions":59.66,"MindSmallReranking":30.07,"SciDocsRR":82.9,"StackOverflowDupQuestions":50.15}
-{"index":31,"Rank":99,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":29,"Rank":100,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":136,"Rank":93,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":101,"Rank":94,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":120,"Rank":95,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":223,"Rank":96,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":295,"Rank":97,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AskUbuntuDupQuestions":61.71,"MindSmallReranking":30.31,"SciDocsRR":80.61,"StackOverflowDupQuestions":50.47}
+{"index":115,"Rank":98,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.77,"AskUbuntuDupQuestions":59.83,"MindSmallReranking":32.06,"SciDocsRR":81.54,"StackOverflowDupQuestions":49.65}
+{"index":166,"Rank":99,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.7,"AskUbuntuDupQuestions":59.66,"MindSmallReranking":30.07,"SciDocsRR":82.9,"StackOverflowDupQuestions":50.15}
+{"index":30,"Rank":100,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
{"index":216,"Rank":101,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":28,"Rank":102,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":30,"Rank":103,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
-{"index":134,"Rank":104,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":55.65,"AskUbuntuDupQuestions":59.97,"MindSmallReranking":31.79,"SciDocsRR":79.77,"StackOverflowDupQuestions":51.07}
-{"index":221,"Rank":105,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.65,"AskUbuntuDupQuestions":61.6,"MindSmallReranking":30.34,"SciDocsRR":80.33,"StackOverflowDupQuestions":50.32}
-{"index":197,"Rank":106,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.6,"AskUbuntuDupQuestions":61.11,"MindSmallReranking":28.83,"SciDocsRR":85.93,"StackOverflowDupQuestions":46.52}
-{"index":196,"Rank":107,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.5,"AskUbuntuDupQuestions":58.96,"MindSmallReranking":29.32,"SciDocsRR":88.03,"StackOverflowDupQuestions":45.71}
-{"index":109,"Rank":108,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
-{"index":287,"Rank":109,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
-{"index":286,"Rank":110,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
+{"index":31,"Rank":102,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":28,"Rank":103,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":29,"Rank":104,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.69,"AskUbuntuDupQuestions":60.6,"MindSmallReranking":30.81,"SciDocsRR":81.45,"StackOverflowDupQuestions":49.9}
+{"index":134,"Rank":105,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":55.65,"AskUbuntuDupQuestions":59.97,"MindSmallReranking":31.79,"SciDocsRR":79.77,"StackOverflowDupQuestions":51.07}
+{"index":221,"Rank":106,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.65,"AskUbuntuDupQuestions":61.6,"MindSmallReranking":30.34,"SciDocsRR":80.33,"StackOverflowDupQuestions":50.32}
+{"index":197,"Rank":107,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.6,"AskUbuntuDupQuestions":61.11,"MindSmallReranking":28.83,"SciDocsRR":85.93,"StackOverflowDupQuestions":46.52}
+{"index":196,"Rank":108,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.5,"AskUbuntuDupQuestions":58.96,"MindSmallReranking":29.32,"SciDocsRR":88.03,"StackOverflowDupQuestions":45.71}
+{"index":109,"Rank":109,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
+{"index":287,"Rank":110,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.47,"AskUbuntuDupQuestions":61.36,"MindSmallReranking":29.91,"SciDocsRR":79.23,"StackOverflowDupQuestions":51.38}
{"index":107,"Rank":111,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
-{"index":108,"Rank":112,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.42,"AskUbuntuDupQuestions":60.53,"MindSmallReranking":29.17,"SciDocsRR":80.81,"StackOverflowDupQuestions":51.19}
-{"index":61,"Rank":113,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.4,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":31.65,"SciDocsRR":81.48,"StackOverflowDupQuestions":49.2}
-{"index":74,"Rank":114,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":55.38,"AskUbuntuDupQuestions":60.71,"MindSmallReranking":31.96,"SciDocsRR":79.23,"StackOverflowDupQuestions":49.61}
-{"index":248,"Rank":115,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":55.36,"AskUbuntuDupQuestions":61.64,"MindSmallReranking":31.84,"SciDocsRR":76.39,"StackOverflowDupQuestions":51.58}
-{"index":77,"Rank":116,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.34,"AskUbuntuDupQuestions":59.7,"MindSmallReranking":31.78,"SciDocsRR":80.04,"StackOverflowDupQuestions":49.83}
-{"index":189,"Rank":117,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
+{"index":286,"Rank":112,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
+{"index":108,"Rank":113,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.42,"AskUbuntuDupQuestions":60.53,"MindSmallReranking":29.17,"SciDocsRR":80.81,"StackOverflowDupQuestions":51.19}
+{"index":61,"Rank":114,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.4,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":31.65,"SciDocsRR":81.48,"StackOverflowDupQuestions":49.2}
+{"index":74,"Rank":115,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":55.38,"AskUbuntuDupQuestions":60.71,"MindSmallReranking":31.96,"SciDocsRR":79.23,"StackOverflowDupQuestions":49.61}
+{"index":248,"Rank":116,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":55.36,"AskUbuntuDupQuestions":61.64,"MindSmallReranking":31.84,"SciDocsRR":76.39,"StackOverflowDupQuestions":51.58}
+{"index":77,"Rank":117,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":55.34,"AskUbuntuDupQuestions":59.7,"MindSmallReranking":31.78,"SciDocsRR":80.04,"StackOverflowDupQuestions":49.83}
{"index":228,"Rank":118,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
-{"index":111,"Rank":119,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
-{"index":290,"Rank":120,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
-{"index":144,"Rank":121,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":55.24,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":30.98,"SciDocsRR":81.45,"StackOverflowDupQuestions":48.17}
-{"index":220,"Rank":122,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.18,"AskUbuntuDupQuestions":61.34,"MindSmallReranking":30.04,"SciDocsRR":79.4,"StackOverflowDupQuestions":49.95}
-{"index":190,"Rank":123,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.09,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":30.99,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.99}
-{"index":37,"Rank":124,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.06,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":31.36,"SciDocsRR":79.9,"StackOverflowDupQuestions":50.45}
-{"index":173,"Rank":125,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.03,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":29.28,"SciDocsRR":81.81,"StackOverflowDupQuestions":49.75}
-{"index":218,"Rank":126,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":54.99,"AskUbuntuDupQuestions":59.57,"MindSmallReranking":30.6,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.87}
-{"index":180,"Rank":127,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":54.9,"AskUbuntuDupQuestions":59.92,"MindSmallReranking":30.97,"SciDocsRR":78.62,"StackOverflowDupQuestions":50.07}
-{"index":257,"Rank":128,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":54.71,"AskUbuntuDupQuestions":62.86,"MindSmallReranking":29.77,"SciDocsRR":75.16,"StackOverflowDupQuestions":51.05}
-{"index":90,"Rank":129,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":54.67,"AskUbuntuDupQuestions":59.63,"MindSmallReranking":31.72,"SciDocsRR":77.72,"StackOverflowDupQuestions":49.61}
-{"index":66,"Rank":130,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
+{"index":189,"Rank":119,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
+{"index":111,"Rank":120,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
+{"index":290,"Rank":121,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
+{"index":144,"Rank":122,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":55.24,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":30.98,"SciDocsRR":81.45,"StackOverflowDupQuestions":48.17}
+{"index":220,"Rank":123,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.18,"AskUbuntuDupQuestions":61.34,"MindSmallReranking":30.04,"SciDocsRR":79.4,"StackOverflowDupQuestions":49.95}
+{"index":190,"Rank":124,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.09,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":30.99,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.99}
+{"index":37,"Rank":125,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.06,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":31.36,"SciDocsRR":79.9,"StackOverflowDupQuestions":50.45}
+{"index":173,"Rank":126,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":55.03,"AskUbuntuDupQuestions":59.28,"MindSmallReranking":29.28,"SciDocsRR":81.81,"StackOverflowDupQuestions":49.75}
+{"index":218,"Rank":127,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":54.99,"AskUbuntuDupQuestions":59.57,"MindSmallReranking":30.6,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.87}
+{"index":180,"Rank":128,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":54.9,"AskUbuntuDupQuestions":59.92,"MindSmallReranking":30.97,"SciDocsRR":78.62,"StackOverflowDupQuestions":50.07}
+{"index":257,"Rank":129,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":54.71,"AskUbuntuDupQuestions":62.86,"MindSmallReranking":29.77,"SciDocsRR":75.16,"StackOverflowDupQuestions":51.05}
+{"index":90,"Rank":130,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":54.67,"AskUbuntuDupQuestions":59.63,"MindSmallReranking":31.72,"SciDocsRR":77.72,"StackOverflowDupQuestions":49.61}
{"index":138,"Rank":131,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
{"index":187,"Rank":132,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
-{"index":147,"Rank":133,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.63,"AskUbuntuDupQuestions":61.05,"MindSmallReranking":30.55,"SciDocsRR":79.83,"StackOverflowDupQuestions":47.1}
-{"index":151,"Rank":134,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":54.58,"AskUbuntuDupQuestions":63.09,"MindSmallReranking":30.89,"SciDocsRR":74.28,"StackOverflowDupQuestions":50.06}
-{"index":219,"Rank":135,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":54.56,"AskUbuntuDupQuestions":61.16,"MindSmallReranking":30.02,"SciDocsRR":78.05,"StackOverflowDupQuestions":49.0}
-{"index":284,"Rank":136,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.46,"AskUbuntuDupQuestions":57.69,"MindSmallReranking":30.32,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.93}
-{"index":171,"Rank":137,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.45,"AskUbuntuDupQuestions":59.36,"MindSmallReranking":29.56,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.13}
-{"index":112,"Rank":138,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":54.4,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.26,"SciDocsRR":76.94,"StackOverflowDupQuestions":50.16}
-{"index":172,"Rank":139,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.32,"AskUbuntuDupQuestions":58.11,"MindSmallReranking":30.1,"SciDocsRR":79.16,"StackOverflowDupQuestions":49.93}
-{"index":114,"Rank":140,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.29,"AskUbuntuDupQuestions":58.08,"MindSmallReranking":31.07,"SciDocsRR":78.57,"StackOverflowDupQuestions":49.43}
-{"index":278,"Rank":141,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":54.29,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":82.14,"StackOverflowDupQuestions":46.13}
-{"index":179,"Rank":142,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"AskUbuntuDupQuestions":59.5,"MindSmallReranking":30.51,"SciDocsRR":78.11,"StackOverflowDupQuestions":49.0}
-{"index":113,"Rank":143,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.28,"AskUbuntuDupQuestions":58.09,"MindSmallReranking":31.29,"SciDocsRR":78.78,"StackOverflowDupQuestions":48.96}
-{"index":247,"Rank":144,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.23,"AskUbuntuDupQuestions":60.86,"MindSmallReranking":31.33,"SciDocsRR":73.71,"StackOverflowDupQuestions":51.01}
-{"index":215,"Rank":145,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.14,"AskUbuntuDupQuestions":56.97,"MindSmallReranking":31.38,"SciDocsRR":79.46,"StackOverflowDupQuestions":48.75}
-{"index":87,"Rank":146,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":54.0,"AskUbuntuDupQuestions":58.13,"MindSmallReranking":31.34,"SciDocsRR":77.21,"StackOverflowDupQuestions":49.32}
-{"index":256,"Rank":147,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":54.0,"AskUbuntuDupQuestions":61.51,"MindSmallReranking":30.27,"SciDocsRR":74.88,"StackOverflowDupQuestions":49.34}
-{"index":73,"Rank":148,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":53.98,"AskUbuntuDupQuestions":58.6,"MindSmallReranking":29.73,"SciDocsRR":77.81,"StackOverflowDupQuestions":49.8}
-{"index":49,"Rank":149,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":53.95,"AskUbuntuDupQuestions":58.79,"MindSmallReranking":32.02,"SciDocsRR":78.54,"StackOverflowDupQuestions":46.44}
-{"index":254,"Rank":150,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":53.8,"AskUbuntuDupQuestions":60.16,"MindSmallReranking":30.15,"SciDocsRR":78.09,"StackOverflowDupQuestions":46.78}
-{"index":126,"Rank":151,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.64,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":30.98,"SciDocsRR":77.2,"StackOverflowDupQuestions":47.85}
-{"index":253,"Rank":152,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.62,"AskUbuntuDupQuestions":60.49,"MindSmallReranking":30.37,"SciDocsRR":77.78,"StackOverflowDupQuestions":45.85}
-{"index":76,"Rank":153,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":53.49,"AskUbuntuDupQuestions":57.49,"MindSmallReranking":31.78,"SciDocsRR":77.89,"StackOverflowDupQuestions":46.78}
-{"index":222,"Rank":154,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":53.42,"AskUbuntuDupQuestions":60.79,"MindSmallReranking":29.7,"SciDocsRR":75.79,"StackOverflowDupQuestions":47.42}
-{"index":64,"Rank":155,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.37,"AskUbuntuDupQuestions":56.79,"MindSmallReranking":30.92,"SciDocsRR":78.61,"StackOverflowDupQuestions":47.16}
-{"index":217,"Rank":156,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":53.32,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":75.51,"StackOverflowDupQuestions":48.89}
-{"index":308,"Rank":157,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.27,"AskUbuntuDupQuestions":58.31,"MindSmallReranking":30.75,"SciDocsRR":75.62,"StackOverflowDupQuestions":48.4}
-{"index":224,"Rank":158,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.14,"AskUbuntuDupQuestions":56.69,"MindSmallReranking":31.58,"SciDocsRR":76.51,"StackOverflowDupQuestions":47.78}
-{"index":71,"Rank":159,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":53.09,"AskUbuntuDupQuestions":57.16,"MindSmallReranking":30.1,"SciDocsRR":76.28,"StackOverflowDupQuestions":48.82}
-{"index":255,"Rank":160,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.09,"AskUbuntuDupQuestions":59.73,"MindSmallReranking":30.2,"SciDocsRR":73.96,"StackOverflowDupQuestions":48.46}
-{"index":186,"Rank":161,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.07,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.68,"SciDocsRR":74.16,"StackOverflowDupQuestions":47.18}
-{"index":69,"Rank":162,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":52.95,"AskUbuntuDupQuestions":55.56,"MindSmallReranking":30.86,"SciDocsRR":77.62,"StackOverflowDupQuestions":47.77}
-{"index":176,"Rank":163,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.9,"AskUbuntuDupQuestions":56.42,"MindSmallReranking":29.96,"SciDocsRR":78.26,"StackOverflowDupQuestions":46.97}
-{"index":181,"Rank":164,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.6,"AskUbuntuDupQuestions":57.38,"MindSmallReranking":30.52,"SciDocsRR":75.13,"StackOverflowDupQuestions":47.38}
-{"index":92,"Rank":165,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":52.33,"AskUbuntuDupQuestions":55.9,"MindSmallReranking":31.11,"SciDocsRR":77.54,"StackOverflowDupQuestions":44.77}
-{"index":251,"Rank":166,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":51.84,"AskUbuntuDupQuestions":58.99,"MindSmallReranking":27.13,"SciDocsRR":72.78,"StackOverflowDupQuestions":48.48}
-{"index":85,"Rank":167,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":51.68,"AskUbuntuDupQuestions":56.48,"MindSmallReranking":29.57,"SciDocsRR":74.66,"StackOverflowDupQuestions":45.99}
-{"index":88,"Rank":168,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.58,"AskUbuntuDupQuestions":55.84,"MindSmallReranking":30.4,"SciDocsRR":71.34,"StackOverflowDupQuestions":44.74}
-{"index":86,"Rank":169,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.55,"AskUbuntuDupQuestions":55.77,"MindSmallReranking":29.04,"SciDocsRR":72.91,"StackOverflowDupQuestions":44.49}
-{"index":80,"Rank":170,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.29,"AskUbuntuDupQuestions":54.09,"MindSmallReranking":30.28,"SciDocsRR":74.48,"StackOverflowDupQuestions":42.3}
-{"index":272,"Rank":171,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.24,"AskUbuntuDupQuestions":54.2,"MindSmallReranking":30.25,"SciDocsRR":74.34,"StackOverflowDupQuestions":42.15}
-{"index":79,"Rank":172,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":49.41,"AskUbuntuDupQuestions":53.77,"MindSmallReranking":29.92,"SciDocsRR":70.82,"StackOverflowDupQuestions":43.14}
-{"index":300,"Rank":173,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.02,"AskUbuntuDupQuestions":53.49,"MindSmallReranking":30.71,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.85}
-{"index":246,"Rank":174,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":48.82,"AskUbuntuDupQuestions":53.75,"MindSmallReranking":30.39,"SciDocsRR":69.22,"StackOverflowDupQuestions":41.92}
-{"index":78,"Rank":175,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":48.51,"AskUbuntuDupQuestions":52.34,"MindSmallReranking":30.09,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.57}
-{"index":239,"Rank":176,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":48.42,"AskUbuntuDupQuestions":52.75,"MindSmallReranking":29.81,"SciDocsRR":68.72,"StackOverflowDupQuestions":42.42}
-{"index":243,"Rank":177,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.1,"AskUbuntuDupQuestions":50.07,"MindSmallReranking":24.8,"SciDocsRR":81.31,"StackOverflowDupQuestions":36.22}
-{"index":143,"Rank":178,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.85,"AskUbuntuDupQuestions":53.44,"MindSmallReranking":28.54,"SciDocsRR":68.65,"StackOverflowDupQuestions":40.76}
-{"index":75,"Rank":179,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":47.7,"AskUbuntuDupQuestions":52.7,"MindSmallReranking":29.52,"SciDocsRR":67.76,"StackOverflowDupQuestions":40.82}
-{"index":89,"Rank":180,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":47.56,"AskUbuntuDupQuestions":52.63,"MindSmallReranking":29.27,"SciDocsRR":68.36,"StackOverflowDupQuestions":39.97}
-{"index":229,"Rank":181,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.54,"AskUbuntuDupQuestions":51.8,"MindSmallReranking":29.3,"SciDocsRR":70.14,"StackOverflowDupQuestions":38.9}
-{"index":270,"Rank":182,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.31,"AskUbuntuDupQuestions":50.09,"MindSmallReranking":29.01,"SciDocsRR":70.94,"StackOverflowDupQuestions":39.18}
+{"index":66,"Rank":133,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
+{"index":147,"Rank":134,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.63,"AskUbuntuDupQuestions":61.05,"MindSmallReranking":30.55,"SciDocsRR":79.83,"StackOverflowDupQuestions":47.1}
+{"index":151,"Rank":135,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":54.58,"AskUbuntuDupQuestions":63.09,"MindSmallReranking":30.89,"SciDocsRR":74.28,"StackOverflowDupQuestions":50.06}
+{"index":219,"Rank":136,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":54.56,"AskUbuntuDupQuestions":61.16,"MindSmallReranking":30.02,"SciDocsRR":78.05,"StackOverflowDupQuestions":49.0}
+{"index":284,"Rank":137,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.46,"AskUbuntuDupQuestions":57.69,"MindSmallReranking":30.32,"SciDocsRR":79.91,"StackOverflowDupQuestions":49.93}
+{"index":171,"Rank":138,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.45,"AskUbuntuDupQuestions":59.36,"MindSmallReranking":29.56,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.13}
+{"index":112,"Rank":139,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":54.4,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.26,"SciDocsRR":76.94,"StackOverflowDupQuestions":50.16}
+{"index":172,"Rank":140,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":54.32,"AskUbuntuDupQuestions":58.11,"MindSmallReranking":30.1,"SciDocsRR":79.16,"StackOverflowDupQuestions":49.93}
+{"index":114,"Rank":141,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.29,"AskUbuntuDupQuestions":58.08,"MindSmallReranking":31.07,"SciDocsRR":78.57,"StackOverflowDupQuestions":49.43}
+{"index":278,"Rank":142,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":54.29,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":82.14,"StackOverflowDupQuestions":46.13}
+{"index":179,"Rank":143,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"AskUbuntuDupQuestions":59.5,"MindSmallReranking":30.51,"SciDocsRR":78.11,"StackOverflowDupQuestions":49.0}
+{"index":113,"Rank":144,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":54.28,"AskUbuntuDupQuestions":58.09,"MindSmallReranking":31.29,"SciDocsRR":78.78,"StackOverflowDupQuestions":48.96}
+{"index":247,"Rank":145,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.23,"AskUbuntuDupQuestions":60.86,"MindSmallReranking":31.33,"SciDocsRR":73.71,"StackOverflowDupQuestions":51.01}
+{"index":215,"Rank":146,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.14,"AskUbuntuDupQuestions":56.97,"MindSmallReranking":31.38,"SciDocsRR":79.46,"StackOverflowDupQuestions":48.75}
+{"index":87,"Rank":147,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":54.0,"AskUbuntuDupQuestions":58.13,"MindSmallReranking":31.34,"SciDocsRR":77.21,"StackOverflowDupQuestions":49.32}
+{"index":256,"Rank":148,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":54.0,"AskUbuntuDupQuestions":61.51,"MindSmallReranking":30.27,"SciDocsRR":74.88,"StackOverflowDupQuestions":49.34}
+{"index":73,"Rank":149,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":53.98,"AskUbuntuDupQuestions":58.6,"MindSmallReranking":29.73,"SciDocsRR":77.81,"StackOverflowDupQuestions":49.8}
+{"index":49,"Rank":150,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":53.95,"AskUbuntuDupQuestions":58.79,"MindSmallReranking":32.02,"SciDocsRR":78.54,"StackOverflowDupQuestions":46.44}
+{"index":254,"Rank":151,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":53.8,"AskUbuntuDupQuestions":60.16,"MindSmallReranking":30.15,"SciDocsRR":78.09,"StackOverflowDupQuestions":46.78}
+{"index":126,"Rank":152,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.64,"AskUbuntuDupQuestions":58.54,"MindSmallReranking":30.98,"SciDocsRR":77.2,"StackOverflowDupQuestions":47.85}
+{"index":253,"Rank":153,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.62,"AskUbuntuDupQuestions":60.49,"MindSmallReranking":30.37,"SciDocsRR":77.78,"StackOverflowDupQuestions":45.85}
+{"index":76,"Rank":154,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":53.49,"AskUbuntuDupQuestions":57.49,"MindSmallReranking":31.78,"SciDocsRR":77.89,"StackOverflowDupQuestions":46.78}
+{"index":222,"Rank":155,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":53.42,"AskUbuntuDupQuestions":60.79,"MindSmallReranking":29.7,"SciDocsRR":75.79,"StackOverflowDupQuestions":47.42}
+{"index":64,"Rank":156,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.37,"AskUbuntuDupQuestions":56.79,"MindSmallReranking":30.92,"SciDocsRR":78.61,"StackOverflowDupQuestions":47.16}
+{"index":217,"Rank":157,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":53.32,"AskUbuntuDupQuestions":57.59,"MindSmallReranking":31.29,"SciDocsRR":75.51,"StackOverflowDupQuestions":48.89}
+{"index":309,"Rank":158,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.27,"AskUbuntuDupQuestions":58.31,"MindSmallReranking":30.75,"SciDocsRR":75.62,"StackOverflowDupQuestions":48.4}
+{"index":224,"Rank":159,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.14,"AskUbuntuDupQuestions":56.69,"MindSmallReranking":31.58,"SciDocsRR":76.51,"StackOverflowDupQuestions":47.78}
+{"index":71,"Rank":160,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":53.09,"AskUbuntuDupQuestions":57.16,"MindSmallReranking":30.1,"SciDocsRR":76.28,"StackOverflowDupQuestions":48.82}
+{"index":255,"Rank":161,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":53.09,"AskUbuntuDupQuestions":59.73,"MindSmallReranking":30.2,"SciDocsRR":73.96,"StackOverflowDupQuestions":48.46}
+{"index":186,"Rank":162,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":53.07,"AskUbuntuDupQuestions":60.25,"MindSmallReranking":30.68,"SciDocsRR":74.16,"StackOverflowDupQuestions":47.18}
+{"index":69,"Rank":163,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":52.95,"AskUbuntuDupQuestions":55.56,"MindSmallReranking":30.86,"SciDocsRR":77.62,"StackOverflowDupQuestions":47.77}
+{"index":176,"Rank":164,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.9,"AskUbuntuDupQuestions":56.42,"MindSmallReranking":29.96,"SciDocsRR":78.26,"StackOverflowDupQuestions":46.97}
+{"index":181,"Rank":165,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.6,"AskUbuntuDupQuestions":57.38,"MindSmallReranking":30.52,"SciDocsRR":75.13,"StackOverflowDupQuestions":47.38}
+{"index":92,"Rank":166,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":52.33,"AskUbuntuDupQuestions":55.9,"MindSmallReranking":31.11,"SciDocsRR":77.54,"StackOverflowDupQuestions":44.77}
+{"index":251,"Rank":167,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":51.84,"AskUbuntuDupQuestions":58.99,"MindSmallReranking":27.13,"SciDocsRR":72.78,"StackOverflowDupQuestions":48.48}
+{"index":85,"Rank":168,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":51.68,"AskUbuntuDupQuestions":56.48,"MindSmallReranking":29.57,"SciDocsRR":74.66,"StackOverflowDupQuestions":45.99}
+{"index":88,"Rank":169,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.58,"AskUbuntuDupQuestions":55.84,"MindSmallReranking":30.4,"SciDocsRR":71.34,"StackOverflowDupQuestions":44.74}
+{"index":86,"Rank":170,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.55,"AskUbuntuDupQuestions":55.77,"MindSmallReranking":29.04,"SciDocsRR":72.91,"StackOverflowDupQuestions":44.49}
+{"index":80,"Rank":171,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":50.29,"AskUbuntuDupQuestions":54.09,"MindSmallReranking":30.28,"SciDocsRR":74.48,"StackOverflowDupQuestions":42.3}
+{"index":272,"Rank":172,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.24,"AskUbuntuDupQuestions":54.2,"MindSmallReranking":30.25,"SciDocsRR":74.34,"StackOverflowDupQuestions":42.15}
+{"index":79,"Rank":173,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":49.41,"AskUbuntuDupQuestions":53.77,"MindSmallReranking":29.92,"SciDocsRR":70.82,"StackOverflowDupQuestions":43.14}
+{"index":301,"Rank":174,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.02,"AskUbuntuDupQuestions":53.49,"MindSmallReranking":30.71,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.85}
+{"index":246,"Rank":175,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":48.82,"AskUbuntuDupQuestions":53.75,"MindSmallReranking":30.39,"SciDocsRR":69.22,"StackOverflowDupQuestions":41.92}
+{"index":78,"Rank":176,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":48.51,"AskUbuntuDupQuestions":52.34,"MindSmallReranking":30.09,"SciDocsRR":71.04,"StackOverflowDupQuestions":40.57}
+{"index":239,"Rank":177,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":48.42,"AskUbuntuDupQuestions":52.75,"MindSmallReranking":29.81,"SciDocsRR":68.72,"StackOverflowDupQuestions":42.42}
+{"index":243,"Rank":178,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.1,"AskUbuntuDupQuestions":50.07,"MindSmallReranking":24.8,"SciDocsRR":81.31,"StackOverflowDupQuestions":36.22}
+{"index":143,"Rank":179,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.85,"AskUbuntuDupQuestions":53.44,"MindSmallReranking":28.54,"SciDocsRR":68.65,"StackOverflowDupQuestions":40.76}
+{"index":75,"Rank":180,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":47.7,"AskUbuntuDupQuestions":52.7,"MindSmallReranking":29.52,"SciDocsRR":67.76,"StackOverflowDupQuestions":40.82}
+{"index":89,"Rank":181,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":47.56,"AskUbuntuDupQuestions":52.63,"MindSmallReranking":29.27,"SciDocsRR":68.36,"StackOverflowDupQuestions":39.97}
+{"index":229,"Rank":182,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.54,"AskUbuntuDupQuestions":51.8,"MindSmallReranking":29.3,"SciDocsRR":70.14,"StackOverflowDupQuestions":38.9}
{"index":271,"Rank":183,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.31,"AskUbuntuDupQuestions":50.09,"MindSmallReranking":29.01,"SciDocsRR":70.94,"StackOverflowDupQuestions":39.18}
-{"index":230,"Rank":184,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":46.47,"AskUbuntuDupQuestions":51.57,"MindSmallReranking":28.62,"SciDocsRR":66.33,"StackOverflowDupQuestions":39.35}
-{"index":156,"Rank":185,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.18,"AskUbuntuDupQuestions":50.89,"MindSmallReranking":26.88,"SciDocsRR":68.36,"StackOverflowDupQuestions":38.61}
-{"index":245,"Rank":186,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":44.75,"AskUbuntuDupQuestions":50.88,"MindSmallReranking":28.92,"SciDocsRR":63.55,"StackOverflowDupQuestions":35.65}
-{"index":133,"Rank":187,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.44,"AskUbuntuDupQuestions":45.84,"MindSmallReranking":28.37,"SciDocsRR":64.94,"StackOverflowDupQuestions":34.62}
-{"index":244,"Rank":188,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":43.29,"AskUbuntuDupQuestions":49.57,"MindSmallReranking":27.01,"SciDocsRR":62.56,"StackOverflowDupQuestions":34.03}
-{"index":11,"Rank":189,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":41.44,"AskUbuntuDupQuestions":48.99,"MindSmallReranking":24.79,"SciDocsRR":54.99,"StackOverflowDupQuestions":36.98}
-{"index":269,"Rank":190,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":34.44,"AskUbuntuDupQuestions":44.88,"MindSmallReranking":25.65,"SciDocsRR":43.9,"StackOverflowDupQuestions":23.35}
-{"index":279,"Rank":191,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.53,"AskUbuntuDupQuestions":0.56,"MindSmallReranking":0.31,"SciDocsRR":0.79,"StackOverflowDupQuestions":0.47}
-{"index":2,"Rank":192,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":88.87,"StackOverflowDupQuestions":""}
-{"index":32,"Rank":203,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.99,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":81,"Rank":223,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AskUbuntuDupQuestions":55.31,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":84,"Rank":226,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":"","AskUbuntuDupQuestions":58.01,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":105,"Rank":236,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":48.66,"MindSmallReranking":"","SciDocsRR":66.69,"StackOverflowDupQuestions":39.5}
-{"index":106,"Rank":237,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":59.82,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":135,"Rank":246,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","AskUbuntuDupQuestions":61.53,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
-{"index":261,"Rank":284,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AskUbuntuDupQuestions":57.91,"MindSmallReranking":"","SciDocsRR":70.21,"StackOverflowDupQuestions":44.9}
-{"index":265,"Rank":287,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AskUbuntuDupQuestions":51.34,"MindSmallReranking":"","SciDocsRR":70.59,"StackOverflowDupQuestions":40.99}
-{"index":293,"Rank":300,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":60.76,"MindSmallReranking":"","SciDocsRR":84.34,"StackOverflowDupQuestions":51.68}
-{"index":301,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":54.68,"MindSmallReranking":"","SciDocsRR":72.78,"StackOverflowDupQuestions":40.65}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":55.09,"MindSmallReranking":"","SciDocsRR":70.93,"StackOverflowDupQuestions":42.42}
-{"index":303,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.56,"MindSmallReranking":"","SciDocsRR":68.7,"StackOverflowDupQuestions":39.41}
+{"index":270,"Rank":184,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.31,"AskUbuntuDupQuestions":50.09,"MindSmallReranking":29.01,"SciDocsRR":70.94,"StackOverflowDupQuestions":39.18}
+{"index":230,"Rank":185,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":46.47,"AskUbuntuDupQuestions":51.57,"MindSmallReranking":28.62,"SciDocsRR":66.33,"StackOverflowDupQuestions":39.35}
+{"index":156,"Rank":186,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.18,"AskUbuntuDupQuestions":50.89,"MindSmallReranking":26.88,"SciDocsRR":68.36,"StackOverflowDupQuestions":38.61}
+{"index":245,"Rank":187,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":44.75,"AskUbuntuDupQuestions":50.88,"MindSmallReranking":28.92,"SciDocsRR":63.55,"StackOverflowDupQuestions":35.65}
+{"index":133,"Rank":188,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":43.44,"AskUbuntuDupQuestions":45.84,"MindSmallReranking":28.37,"SciDocsRR":64.94,"StackOverflowDupQuestions":34.62}
+{"index":244,"Rank":189,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":43.29,"AskUbuntuDupQuestions":49.57,"MindSmallReranking":27.01,"SciDocsRR":62.56,"StackOverflowDupQuestions":34.03}
+{"index":11,"Rank":190,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":41.44,"AskUbuntuDupQuestions":48.99,"MindSmallReranking":24.79,"SciDocsRR":54.99,"StackOverflowDupQuestions":36.98}
+{"index":269,"Rank":191,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":34.44,"AskUbuntuDupQuestions":44.88,"MindSmallReranking":25.65,"SciDocsRR":43.9,"StackOverflowDupQuestions":23.35}
+{"index":279,"Rank":192,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.53,"AskUbuntuDupQuestions":0.56,"MindSmallReranking":0.31,"SciDocsRR":0.79,"StackOverflowDupQuestions":0.47}
+{"index":2,"Rank":193,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":88.87,"StackOverflowDupQuestions":""}
+{"index":32,"Rank":204,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.99,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":81,"Rank":224,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AskUbuntuDupQuestions":55.31,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":84,"Rank":227,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":"","AskUbuntuDupQuestions":58.01,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":105,"Rank":237,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":48.66,"MindSmallReranking":"","SciDocsRR":66.69,"StackOverflowDupQuestions":39.5}
+{"index":106,"Rank":238,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":59.82,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":135,"Rank":247,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","AskUbuntuDupQuestions":61.53,"MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":261,"Rank":285,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AskUbuntuDupQuestions":57.91,"MindSmallReranking":"","SciDocsRR":70.21,"StackOverflowDupQuestions":44.9}
+{"index":265,"Rank":288,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AskUbuntuDupQuestions":51.34,"MindSmallReranking":"","SciDocsRR":70.59,"StackOverflowDupQuestions":40.99}
+{"index":293,"Rank":301,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":60.76,"MindSmallReranking":"","SciDocsRR":84.34,"StackOverflowDupQuestions":51.68}
+{"index":302,"Rank":308,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":54.68,"MindSmallReranking":"","SciDocsRR":72.78,"StackOverflowDupQuestions":40.65}
+{"index":303,"Rank":309,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":55.09,"MindSmallReranking":"","SciDocsRR":70.93,"StackOverflowDupQuestions":42.42}
+{"index":304,"Rank":310,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AskUbuntuDupQuestions":53.56,"MindSmallReranking":"","SciDocsRR":68.7,"StackOverflowDupQuestions":39.41}
diff --git a/boards_data/en/data_tasks/Retrieval/default.jsonl b/boards_data/en/data_tasks/Retrieval/default.jsonl
index ba9fb78256dd8691b333c36ab69e6d9bbf0d15b3..42cdb2fc74ad830c75d6ab7f842cd33aae609f6e 100644
--- a/boards_data/en/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/en/data_tasks/Retrieval/default.jsonl
@@ -26,11 +26,11 @@
{"index":1,"Rank":26,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":55.7,"ArguAna":62.18,"ClimateFEVER":33.21,"CQADupstackRetrieval":48.89,"DBPedia":47.12,"FEVER":86.96,"FiQA2018":59.24,"HotpotQA":71.33,"MSMARCO":32.58,"NFCorpus":40.33,"NQ":61.28,"QuoraRetrieval":88.18,"SCIDOCS":20.34,"SciFact":75.42,"Touche2020":25.86,"TRECCOVID":82.62}
{"index":8,"Rank":27,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.58,"ArguAna":58.73,"ClimateFEVER":37.47,"CQADupstackRetrieval":45.11,"DBPedia":43.42,"FEVER":89.71,"FiQA2018":44.79,"HotpotQA":70.46,"MSMARCO":39.66,"NFCorpus":43.33,"NQ":60.65,"QuoraRetrieval":87.83,"SCIDOCS":23.19,"SciFact":73.64,"Touche2020":36.83,"TRECCOVID":78.92}
{"index":191,"Rank":28,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":55.52,"ArguAna":58.52,"ClimateFEVER":34.56,"CQADupstackRetrieval":46.91,"DBPedia":46.83,"FEVER":91.22,"FiQA2018":54.51,"HotpotQA":76.41,"MSMARCO":43.25,"NFCorpus":39.55,"NQ":62.31,"QuoraRetrieval":89.34,"SCIDOCS":20.17,"SciFact":73.99,"Touche2020":18.52,"TRECCOVID":76.66}
-{"index":306,"Rank":29,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.44,"ArguAna":58.05,"ClimateFEVER":30.27,"CQADupstackRetrieval":47.54,"DBPedia":44.76,"FEVER":87.94,"FiQA2018":55.0,"HotpotQA":71.58,"MSMARCO":40.24,"NFCorpus":42.07,"NQ":61.27,"QuoraRetrieval":89.05,"SCIDOCS":23.11,"SciFact":77.77,"Touche2020":23.35,"TRECCOVID":79.56}
-{"index":110,"Rank":30,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
-{"index":285,"Rank":31,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
-{"index":288,"Rank":32,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
-{"index":289,"Rank":33,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":307,"Rank":29,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.44,"ArguAna":58.05,"ClimateFEVER":30.27,"CQADupstackRetrieval":47.54,"DBPedia":44.76,"FEVER":87.94,"FiQA2018":55.0,"HotpotQA":71.58,"MSMARCO":40.24,"NFCorpus":42.07,"NQ":61.27,"QuoraRetrieval":89.05,"SCIDOCS":23.11,"SciFact":77.77,"Touche2020":23.35,"TRECCOVID":79.56}
+{"index":285,"Rank":30,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":289,"Rank":31,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":110,"Rank":32,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
+{"index":288,"Rank":33,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.14,"ArguAna":59.53,"ClimateFEVER":36.85,"CQADupstackRetrieval":44.99,"DBPedia":45.55,"FEVER":88.41,"FiQA2018":42.4,"HotpotQA":72.21,"MSMARCO":42.03,"NFCorpus":36.2,"NQ":62.46,"QuoraRetrieval":87.37,"SCIDOCS":21.49,"SciFact":71.59,"Touche2020":31.43,"TRECCOVID":84.61}
{"index":48,"Rank":34,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":55.09,"ArguAna":59.49,"ClimateFEVER":28.69,"CQADupstackRetrieval":47.63,"DBPedia":46.54,"FEVER":85.02,"FiQA2018":49.89,"HotpotQA":73.83,"MSMARCO":35.55,"NFCorpus":39.05,"NQ":63.87,"QuoraRetrieval":87.7,"SCIDOCS":23.06,"SciFact":77.02,"Touche2020":27.97,"TRECCOVID":81.07}
{"index":36,"Rank":35,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.0,"ArguAna":61.52,"ClimateFEVER":38.43,"CQADupstackRetrieval":41.53,"DBPedia":43.36,"FEVER":88.97,"FiQA2018":42.19,"HotpotQA":70.72,"MSMARCO":42.93,"NFCorpus":38.57,"NQ":61.56,"QuoraRetrieval":88.72,"SCIDOCS":20.31,"SciFact":71.83,"Touche2020":32.42,"TRECCOVID":81.92}
{"index":108,"Rank":36,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":54.91,"ArguAna":56.44,"ClimateFEVER":39.37,"CQADupstackRetrieval":43.81,"DBPedia":44.73,"FEVER":89.02,"FiQA2018":42.4,"HotpotQA":73.65,"MSMARCO":41.77,"NFCorpus":36.77,"NQ":62.43,"QuoraRetrieval":87.42,"SCIDOCS":21.1,"SciFact":73.55,"Touche2020":31.47,"TRECCOVID":79.65}
@@ -45,19 +45,19 @@
{"index":60,"Rank":45,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":53.46,"ArguAna":66.18,"ClimateFEVER":33.13,"CQADupstackRetrieval":42.74,"DBPedia":42.84,"FEVER":85.44,"FiQA2018":44.93,"HotpotQA":72.49,"MSMARCO":41.46,"NFCorpus":37.9,"NQ":55.12,"QuoraRetrieval":89.07,"SCIDOCS":23.69,"SciFact":75.14,"Touche2020":24.42,"TRECCOVID":67.33}
{"index":129,"Rank":46,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":53.44,"ArguAna":63.38,"ClimateFEVER":33.99,"CQADupstackRetrieval":43.44,"DBPedia":42.96,"FEVER":86.55,"FiQA2018":44.3,"HotpotQA":70.46,"MSMARCO":41.39,"NFCorpus":38.65,"NQ":56.09,"QuoraRetrieval":88.98,"SCIDOCS":24.06,"SciFact":74.72,"Touche2020":23.45,"TRECCOVID":69.13}
{"index":277,"Rank":47,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":53.3,"ArguAna":65.99,"ClimateFEVER":30.37,"CQADupstackRetrieval":43.39,"DBPedia":43.31,"FEVER":83.58,"FiQA2018":45.01,"HotpotQA":71.26,"MSMARCO":41.63,"NFCorpus":39.13,"NQ":55.13,"QuoraRetrieval":89.12,"SCIDOCS":23.79,"SciFact":75.25,"Touche2020":23.11,"TRECCOVID":69.38}
-{"index":21,"Rank":48,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":193,"Rank":49,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":194,"Rank":50,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":192,"Rank":51,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
-{"index":195,"Rank":52,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":193,"Rank":48,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":21,"Rank":49,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":195,"Rank":50,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":194,"Rank":51,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
+{"index":192,"Rank":52,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":53.25,"ArguAna":63.61,"ClimateFEVER":31.17,"CQADupstackRetrieval":42.35,"DBPedia":40.77,"FEVER":86.29,"FiQA2018":40.65,"HotpotQA":72.6,"MSMARCO":41.35,"NFCorpus":37.39,"NQ":54.15,"QuoraRetrieval":88.9,"SCIDOCS":21.73,"SciFact":74.04,"Touche2020":25.7,"TRECCOVID":78.07}
{"index":223,"Rank":53,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":53.01,"ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":39.61,"DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
-{"index":30,"Rank":54,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
+{"index":28,"Rank":54,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
{"index":216,"Rank":55,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
{"index":29,"Rank":56,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
-{"index":31,"Rank":57,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
-{"index":28,"Rank":58,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
-{"index":175,"Rank":59,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
-{"index":59,"Rank":60,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
+{"index":30,"Rank":57,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
+{"index":31,"Rank":58,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":52.81,"ArguAna":49.26,"ClimateFEVER":40.5,"CQADupstackRetrieval":38.26,"DBPedia":45.03,"FEVER":84.98,"FiQA2018":38.44,"HotpotQA":73.64,"MSMARCO":43.13,"NFCorpus":35.03,"NQ":59.38,"QuoraRetrieval":87.7,"SCIDOCS":18.29,"SciFact":70.5,"Touche2020":28.15,"TRECCOVID":79.92}
+{"index":59,"Rank":59,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
+{"index":175,"Rank":60,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.47,"ArguAna":58.38,"ClimateFEVER":29.86,"CQADupstackRetrieval":42.71,"DBPedia":38.36,"FEVER":77.99,"FiQA2018":47.71,"HotpotQA":69.32,"MSMARCO":40.43,"NFCorpus":35.53,"NQ":57.75,"QuoraRetrieval":89.15,"SCIDOCS":18.72,"SciFact":71.85,"Touche2020":27.25,"TRECCOVID":82.0}
{"index":0,"Rank":61,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":52.44,"ArguAna":56.27,"ClimateFEVER":29.35,"CQADupstackRetrieval":45.41,"DBPedia":41.91,"FEVER":82.61,"FiQA2018":55.54,"HotpotQA":64.65,"MSMARCO":31.12,"NFCorpus":37.81,"NQ":57.37,"QuoraRetrieval":87.89,"SCIDOCS":18.21,"SciFact":70.86,"Touche2020":27.4,"TRECCOVID":80.13}
{"index":221,"Rank":62,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.4,"ArguAna":47.45,"ClimateFEVER":40.7,"CQADupstackRetrieval":39.06,"DBPedia":42.96,"FEVER":85.7,"FiQA2018":36.92,"HotpotQA":71.48,"MSMARCO":42.29,"NFCorpus":33.31,"NQ":58.83,"QuoraRetrieval":87.87,"SCIDOCS":17.88,"SciFact":70.12,"Touche2020":29.24,"TRECCOVID":82.12}
{"index":127,"Rank":63,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":52.31,"ArguAna":62.62,"ClimateFEVER":31.49,"CQADupstackRetrieval":43.2,"DBPedia":41.7,"FEVER":86.65,"FiQA2018":40.64,"HotpotQA":68.92,"MSMARCO":40.64,"NFCorpus":37.64,"NQ":53.43,"QuoraRetrieval":88.81,"SCIDOCS":23.47,"SciFact":75.29,"Touche2020":20.58,"TRECCOVID":69.6}
@@ -68,35 +68,35 @@
{"index":199,"Rank":68,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":51.92,"ArguAna":64.56,"ClimateFEVER":27.29,"CQADupstackRetrieval":42.39,"DBPedia":41.79,"FEVER":83.69,"FiQA2018":44.3,"HotpotQA":74.33,"MSMARCO":42.03,"NFCorpus":36.91,"NQ":51.77,"QuoraRetrieval":89.09,"SCIDOCS":19.58,"SciFact":73.42,"Touche2020":23.54,"TRECCOVID":64.14}
{"index":183,"Rank":69,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":51.8,"ArguAna":64.07,"ClimateFEVER":28.74,"CQADupstackRetrieval":41.14,"DBPedia":42.51,"FEVER":81.38,"FiQA2018":42.64,"HotpotQA":72.37,"MSMARCO":40.66,"NFCorpus":38.43,"NQ":51.55,"QuoraRetrieval":88.74,"SCIDOCS":20.16,"SciFact":75.41,"Touche2020":22.6,"TRECCOVID":66.57}
{"index":26,"Rank":70,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":51.68,"ArguAna":59.55,"ClimateFEVER":31.84,"CQADupstackRetrieval":39.05,"DBPedia":40.03,"FEVER":86.64,"FiQA2018":40.34,"HotpotQA":69.94,"MSMARCO":40.83,"NFCorpus":34.3,"NQ":50.18,"QuoraRetrieval":88.78,"SCIDOCS":20.52,"SciFact":71.28,"Touche2020":26.04,"TRECCOVID":75.9}
-{"index":305,"Rank":71,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.66,"ArguAna":55.6,"ClimateFEVER":25.8,"CQADupstackRetrieval":42.28,"DBPedia":40.8,"FEVER":84.57,"FiQA2018":50.33,"HotpotQA":62.69,"MSMARCO":37.93,"NFCorpus":37.94,"NQ":56.64,"QuoraRetrieval":88.22,"SCIDOCS":20.44,"SciFact":73.1,"Touche2020":22.31,"TRECCOVID":76.24}
+{"index":306,"Rank":71,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.66,"ArguAna":55.6,"ClimateFEVER":25.8,"CQADupstackRetrieval":42.28,"DBPedia":40.8,"FEVER":84.57,"FiQA2018":50.33,"HotpotQA":62.69,"MSMARCO":37.93,"NFCorpus":37.94,"NQ":56.64,"QuoraRetrieval":88.22,"SCIDOCS":20.44,"SciFact":73.1,"Touche2020":22.31,"TRECCOVID":76.24}
{"index":74,"Rank":72,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":51.44,"ArguAna":51.66,"ClimateFEVER":33.49,"CQADupstackRetrieval":41.73,"DBPedia":43.58,"FEVER":86.81,"FiQA2018":41.0,"HotpotQA":63.85,"MSMARCO":38.32,"NFCorpus":37.12,"NQ":53.89,"QuoraRetrieval":87.37,"SCIDOCS":17.96,"SciFact":72.08,"Touche2020":22.31,"TRECCOVID":80.41}
{"index":139,"Rank":73,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
-{"index":58,"Rank":74,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
-{"index":262,"Rank":75,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
-{"index":217,"Rank":76,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":51.43,"ArguAna":54.66,"ClimateFEVER":27.01,"CQADupstackRetrieval":38.47,"DBPedia":42.07,"FEVER":77.32,"FiQA2018":39.02,"HotpotQA":64.12,"MSMARCO":43.33,"NFCorpus":35.31,"NQ":61.43,"QuoraRetrieval":88.33,"SCIDOCS":18.7,"SciFact":71.51,"Touche2020":27.86,"TRECCOVID":82.31}
+{"index":217,"Rank":74,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":51.43,"ArguAna":54.66,"ClimateFEVER":27.01,"CQADupstackRetrieval":38.47,"DBPedia":42.07,"FEVER":77.32,"FiQA2018":39.02,"HotpotQA":64.12,"MSMARCO":43.33,"NFCorpus":35.31,"NQ":61.43,"QuoraRetrieval":88.33,"SCIDOCS":18.7,"SciFact":71.51,"Touche2020":27.86,"TRECCOVID":82.31}
+{"index":58,"Rank":75,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
+{"index":262,"Rank":76,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.43,"ArguAna":54.38,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.8,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.99,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.47,"SciFact":70.41,"Touche2020":23.39,"TRECCOVID":71.33}
{"index":206,"Rank":77,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":51.42,"ArguAna":63.63,"ClimateFEVER":30.73,"CQADupstackRetrieval":39.46,"DBPedia":40.74,"FEVER":82.24,"FiQA2018":41.75,"HotpotQA":63.0,"MSMARCO":38.03,"NFCorpus":37.35,"NQ":54.84,"QuoraRetrieval":88.14,"SCIDOCS":22.78,"SciFact":74.12,"Touche2020":25.89,"TRECCOVID":68.64}
{"index":174,"Rank":78,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.4,"ArguAna":54.36,"ClimateFEVER":25.73,"CQADupstackRetrieval":39.68,"DBPedia":41.29,"FEVER":82.81,"FiQA2018":43.81,"HotpotQA":71.23,"MSMARCO":43.7,"NFCorpus":33.95,"NQ":64.06,"QuoraRetrieval":88.18,"SCIDOCS":17.45,"SciFact":70.42,"Touche2020":23.13,"TRECCOVID":71.21}
{"index":35,"Rank":79,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.34,"ArguAna":50.81,"ClimateFEVER":28.9,"CQADupstackRetrieval":38.89,"DBPedia":41.03,"FEVER":87.64,"FiQA2018":38.83,"HotpotQA":66.79,"MSMARCO":41.33,"NFCorpus":33.65,"NQ":57.99,"QuoraRetrieval":88.11,"SCIDOCS":18.1,"SciFact":66.69,"Touche2020":31.93,"TRECCOVID":79.36}
{"index":125,"Rank":80,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.31,"ArguAna":51.31,"ClimateFEVER":22.76,"CQADupstackRetrieval":45.27,"DBPedia":36.95,"FEVER":88.17,"FiQA2018":44.8,"HotpotQA":64.15,"MSMARCO":38.0,"NFCorpus":33.94,"NQ":55.1,"QuoraRetrieval":88.41,"SCIDOCS":21.98,"SciFact":70.52,"Touche2020":27.48,"TRECCOVID":80.75}
{"index":266,"Rank":81,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":51.14,"ArguAna":57.12,"ClimateFEVER":28.1,"CQADupstackRetrieval":42.91,"DBPedia":41.19,"FEVER":81.52,"FiQA2018":40.76,"HotpotQA":65.75,"MSMARCO":40.21,"NFCorpus":37.9,"NQ":52.84,"QuoraRetrieval":88.15,"SCIDOCS":23.13,"SciFact":76.18,"Touche2020":22.55,"TRECCOVID":68.78}
-{"index":307,"Rank":82,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.08,"ArguAna":55.49,"ClimateFEVER":26.86,"CQADupstackRetrieval":42.58,"DBPedia":39.97,"FEVER":79.42,"FiQA2018":44.91,"HotpotQA":63.63,"MSMARCO":37.02,"NFCorpus":38.33,"NQ":52.86,"QuoraRetrieval":88.83,"SCIDOCS":20.8,"SciFact":73.37,"Touche2020":24.28,"TRECCOVID":77.9}
+{"index":308,"Rank":82,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.08,"ArguAna":55.49,"ClimateFEVER":26.86,"CQADupstackRetrieval":42.58,"DBPedia":39.97,"FEVER":79.42,"FiQA2018":44.91,"HotpotQA":63.63,"MSMARCO":37.02,"NFCorpus":38.33,"NQ":52.86,"QuoraRetrieval":88.83,"SCIDOCS":20.8,"SciFact":73.37,"Touche2020":24.28,"TRECCOVID":77.9}
{"index":20,"Rank":83,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":51.08,"ArguAna":58.23,"ClimateFEVER":34.83,"CQADupstackRetrieval":38.12,"DBPedia":40.12,"FEVER":92.11,"FiQA2018":45.01,"HotpotQA":63.04,"MSMARCO":39.92,"NFCorpus":36.65,"NQ":58.11,"QuoraRetrieval":88.02,"SCIDOCS":18.24,"SciFact":73.43,"Touche2020":22.82,"TRECCOVID":57.56}
{"index":220,"Rank":84,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.81,"ArguAna":45.44,"ClimateFEVER":39.63,"CQADupstackRetrieval":37.61,"DBPedia":39.42,"FEVER":84.4,"FiQA2018":35.0,"HotpotQA":67.78,"MSMARCO":41.38,"NFCorpus":32.54,"NQ":57.1,"QuoraRetrieval":87.65,"SCIDOCS":16.76,"SciFact":68.24,"Touche2020":28.49,"TRECCOVID":80.65}
{"index":264,"Rank":85,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Average":50.78,"ArguAna":48.27,"ClimateFEVER":29.61,"CQADupstackRetrieval":35.76,"DBPedia":40.51,"FEVER":80.14,"FiQA2018":41.08,"HotpotQA":63.19,"MSMARCO":42.72,"NFCorpus":37.82,"NQ":56.39,"QuoraRetrieval":88.1,"SCIDOCS":17.48,"SciFact":71.63,"Touche2020":25.66,"TRECCOVID":83.4}
{"index":169,"Rank":86,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.56,"ArguAna":46.42,"ClimateFEVER":22.21,"CQADupstackRetrieval":37.89,"DBPedia":44.02,"FEVER":82.83,"FiQA2018":41.14,"HotpotQA":73.13,"MSMARCO":43.46,"NFCorpus":37.13,"NQ":63.44,"QuoraRetrieval":86.84,"SCIDOCS":20.51,"SciFact":72.24,"Touche2020":20.67,"TRECCOVID":66.54}
{"index":130,"Rank":87,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.43,"ArguAna":59.12,"ClimateFEVER":31.83,"CQADupstackRetrieval":39.89,"DBPedia":39.76,"FEVER":86.92,"FiQA2018":39.15,"HotpotQA":65.2,"MSMARCO":39.73,"NFCorpus":34.69,"NQ":48.69,"QuoraRetrieval":88.43,"SCIDOCS":21.89,"SciFact":70.86,"Touche2020":21.19,"TRECCOVID":69.14}
-{"index":155,"Rank":88,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
-{"index":167,"Rank":89,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
+{"index":167,"Rank":88,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
+{"index":155,"Rank":89,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":50.29,"ArguAna":44.49,"ClimateFEVER":26.56,"CQADupstackRetrieval":38.54,"DBPedia":42.23,"FEVER":84.99,"FiQA2018":39.88,"HotpotQA":69.15,"MSMARCO":41.77,"NFCorpus":35.39,"NQ":58.22,"QuoraRetrieval":86.56,"SCIDOCS":18.69,"SciFact":71.94,"Touche2020":26.4,"TRECCOVID":69.6}
{"index":91,"Rank":90,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":50.25,"ArguAna":51.38,"ClimateFEVER":30.46,"CQADupstackRetrieval":39.4,"DBPedia":39.87,"FEVER":78.24,"FiQA2018":37.2,"HotpotQA":59.26,"MSMARCO":39.91,"NFCorpus":36.21,"NQ":52.41,"QuoraRetrieval":84.58,"SCIDOCS":19.87,"SciFact":74.7,"Touche2020":25.43,"TRECCOVID":84.88}
{"index":37,"Rank":91,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.15,"ArguAna":53.37,"ClimateFEVER":24.8,"CQADupstackRetrieval":38.09,"DBPedia":38.05,"FEVER":85.52,"FiQA2018":36.16,"HotpotQA":66.88,"MSMARCO":40.49,"NFCorpus":32.12,"NQ":55.51,"QuoraRetrieval":87.85,"SCIDOCS":17.1,"SciFact":67.95,"Touche2020":29.48,"TRECCOVID":78.93}
{"index":112,"Rank":92,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":50.15,"ArguAna":52.08,"ClimateFEVER":29.88,"CQADupstackRetrieval":40.12,"DBPedia":40.2,"FEVER":83.4,"FiQA2018":34.52,"HotpotQA":65.25,"MSMARCO":39.43,"NFCorpus":30.89,"NQ":54.76,"QuoraRetrieval":86.57,"SCIDOCS":18.36,"SciFact":64.51,"Touche2020":32.79,"TRECCOVID":79.43}
{"index":165,"Rank":93,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":50.1,"ArguAna":60.63,"ClimateFEVER":29.0,"CQADupstackRetrieval":41.14,"DBPedia":39.64,"FEVER":79.13,"FiQA2018":38.62,"HotpotQA":68.22,"MSMARCO":40.95,"NFCorpus":37.51,"NQ":50.2,"QuoraRetrieval":88.72,"SCIDOCS":18.58,"SciFact":72.51,"Touche2020":21.9,"TRECCOVID":64.79}
-{"index":308,"Rank":94,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.02,"ArguAna":55.98,"ClimateFEVER":27.08,"CQADupstackRetrieval":34.27,"DBPedia":42.7,"FEVER":78.55,"FiQA2018":41.57,"HotpotQA":67.01,"MSMARCO":38.9,"NFCorpus":36.66,"NQ":55.84,"QuoraRetrieval":84.69,"SCIDOCS":16.24,"SciFact":71.8,"Touche2020":26.27,"TRECCOVID":72.72}
+{"index":309,"Rank":94,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.02,"ArguAna":55.98,"ClimateFEVER":27.08,"CQADupstackRetrieval":34.27,"DBPedia":42.7,"FEVER":78.55,"FiQA2018":41.57,"HotpotQA":67.01,"MSMARCO":38.9,"NFCorpus":36.66,"NQ":55.84,"QuoraRetrieval":84.69,"SCIDOCS":16.24,"SciFact":71.8,"Touche2020":26.27,"TRECCOVID":72.72}
{"index":168,"Rank":95,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":49.99,"ArguAna":49.35,"ClimateFEVER":22.4,"CQADupstackRetrieval":39.44,"DBPedia":42.39,"FEVER":65.03,"FiQA2018":38.56,"HotpotQA":63.33,"MSMARCO":44.05,"NFCorpus":36.07,"NQ":62.86,"QuoraRetrieval":88.18,"SCIDOCS":20.12,"SciFact":72.58,"Touche2020":27.21,"TRECCOVID":78.32}
{"index":268,"Rank":96,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":49.46,"ArguAna":55.44,"ClimateFEVER":26.54,"CQADupstackRetrieval":39.98,"DBPedia":39.1,"FEVER":81.55,"FiQA2018":39.35,"HotpotQA":63.79,"MSMARCO":40.31,"NFCorpus":34.77,"NQ":50.29,"QuoraRetrieval":88.02,"SCIDOCS":21.38,"SciFact":72.7,"Touche2020":22.22,"TRECCOVID":66.53}
{"index":182,"Rank":97,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":49.34,"ArguAna":52.21,"ClimateFEVER":26.79,"CQADupstackRetrieval":39.29,"DBPedia":37.62,"FEVER":73.98,"FiQA2018":36.7,"HotpotQA":56.66,"MSMARCO":42.02,"NFCorpus":36.02,"NQ":53.31,"QuoraRetrieval":88.28,"SCIDOCS":18.94,"SciFact":69.29,"Touche2020":25.19,"TRECCOVID":83.82}
{"index":164,"Rank":98,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":49.26,"ArguAna":55.65,"ClimateFEVER":26.54,"CQADupstackRetrieval":43.09,"DBPedia":40.24,"FEVER":70.03,"FiQA2018":46.96,"HotpotQA":55.88,"MSMARCO":41.61,"NFCorpus":36.0,"NQ":57.24,"QuoraRetrieval":88.85,"SCIDOCS":17.36,"SciFact":64.56,"Touche2020":23.44,"TRECCOVID":71.4}
-{"index":304,"Rank":99,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.25,"ArguAna":57.44,"ClimateFEVER":21.64,"CQADupstackRetrieval":41.69,"DBPedia":39.39,"FEVER":74.99,"FiQA2018":44.41,"HotpotQA":60.9,"MSMARCO":40.91,"NFCorpus":36.97,"NQ":51.58,"QuoraRetrieval":87.6,"SCIDOCS":18.36,"SciFact":72.75,"Touche2020":21.61,"TRECCOVID":68.47}
+{"index":305,"Rank":99,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.25,"ArguAna":57.44,"ClimateFEVER":21.64,"CQADupstackRetrieval":41.69,"DBPedia":39.39,"FEVER":74.99,"FiQA2018":44.41,"HotpotQA":60.9,"MSMARCO":40.91,"NFCorpus":36.97,"NQ":51.58,"QuoraRetrieval":87.6,"SCIDOCS":18.36,"SciFact":72.75,"Touche2020":21.61,"TRECCOVID":68.47}
{"index":172,"Rank":100,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":49.04,"ArguAna":41.67,"ClimateFEVER":22.87,"CQADupstackRetrieval":37.07,"DBPedia":41.32,"FEVER":81.64,"FiQA2018":37.43,"HotpotQA":66.61,"MSMARCO":41.46,"NFCorpus":32.45,"NQ":59.11,"QuoraRetrieval":85.71,"SCIDOCS":17.77,"SciFact":68.85,"Touche2020":27.12,"TRECCOVID":74.53}
{"index":173,"Rank":101,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":48.87,"ArguAna":44.21,"ClimateFEVER":23.86,"CQADupstackRetrieval":38.52,"DBPedia":40.36,"FEVER":79.44,"FiQA2018":38.15,"HotpotQA":68.56,"MSMARCO":42.27,"NFCorpus":32.49,"NQ":60.02,"QuoraRetrieval":87.65,"SCIDOCS":17.17,"SciFact":69.39,"Touche2020":21.5,"TRECCOVID":69.5}
{"index":166,"Rank":102,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":48.75,"ArguAna":51.41,"ClimateFEVER":15.38,"CQADupstackRetrieval":38.92,"DBPedia":41.02,"FEVER":58.24,"FiQA2018":36.37,"HotpotQA":62.21,"MSMARCO":43.14,"NFCorpus":36.59,"NQ":59.97,"QuoraRetrieval":87.92,"SCIDOCS":18.99,"SciFact":73.08,"Touche2020":28.31,"TRECCOVID":79.64}
@@ -164,7 +164,7 @@
{"index":89,"Rank":164,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":20.9,"ArguAna":31.04,"ClimateFEVER":11.01,"CQADupstackRetrieval":20.29,"DBPedia":10.87,"FEVER":18.4,"FiQA2018":8.94,"HotpotQA":17.73,"MSMARCO":6.27,"NFCorpus":11.8,"NQ":7.63,"QuoraRetrieval":78.96,"SCIDOCS":7.13,"SciFact":31.79,"Touche2020":12.27,"TRECCOVID":39.31}
{"index":230,"Rank":165,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":20.29,"ArguAna":38.34,"ClimateFEVER":11.8,"CQADupstackRetrieval":13.22,"DBPedia":15.04,"FEVER":21.06,"FiQA2018":9.84,"HotpotQA":19.75,"MSMARCO":9.35,"NFCorpus":9.88,"NQ":11.69,"QuoraRetrieval":78.03,"SCIDOCS":5.5,"SciFact":25.72,"Touche2020":8.9,"TRECCOVID":26.2}
{"index":239,"Rank":166,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":18.99,"ArguAna":34.18,"ClimateFEVER":3.83,"CQADupstackRetrieval":18.75,"DBPedia":15.57,"FEVER":12.18,"FiQA2018":7.0,"HotpotQA":18.75,"MSMARCO":7.6,"NFCorpus":16.54,"NQ":8.42,"QuoraRetrieval":77.03,"SCIDOCS":5.63,"SciFact":38.2,"Touche2020":4.88,"TRECCOVID":16.34}
-{"index":300,"Rank":167,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.36,"ArguAna":39.65,"ClimateFEVER":2.83,"CQADupstackRetrieval":10.17,"DBPedia":3.48,"FEVER":4.45,"FiQA2018":7.54,"HotpotQA":12.6,"MSMARCO":10.53,"NFCorpus":20.59,"NQ":2.02,"QuoraRetrieval":82.18,"SCIDOCS":6.28,"SciFact":45.46,"Touche2020":3.1,"TRECCOVID":24.56}
+{"index":301,"Rank":167,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.36,"ArguAna":39.65,"ClimateFEVER":2.83,"CQADupstackRetrieval":10.17,"DBPedia":3.48,"FEVER":4.45,"FiQA2018":7.54,"HotpotQA":12.6,"MSMARCO":10.53,"NFCorpus":20.59,"NQ":2.02,"QuoraRetrieval":82.18,"SCIDOCS":6.28,"SciFact":45.46,"Touche2020":3.1,"TRECCOVID":24.56}
{"index":243,"Rank":168,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.88,"ArguAna":32.67,"ClimateFEVER":6.86,"CQADupstackRetrieval":14.6,"DBPedia":4.14,"FEVER":5.45,"FiQA2018":5.64,"HotpotQA":5.46,"MSMARCO":5.59,"NFCorpus":0.85,"NQ":5.99,"QuoraRetrieval":64.65,"SCIDOCS":0.0,"SciFact":47.88,"Touche2020":8.46,"TRECCOVID":29.91}
{"index":156,"Rank":169,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":13.47,"ArguAna":18.3,"ClimateFEVER":1.79,"CQADupstackRetrieval":8.87,"DBPedia":3.92,"FEVER":1.59,"FiQA2018":3.0,"HotpotQA":12.96,"MSMARCO":3.0,"NFCorpus":5.59,"NQ":0.89,"QuoraRetrieval":78.62,"SCIDOCS":1.79,"SciFact":35.29,"Touche2020":1.68,"TRECCOVID":24.82}
{"index":133,"Rank":170,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":10.59,"ArguAna":28.29,"ClimateFEVER":5.41,"CQADupstackRetrieval":5.51,"DBPedia":4.13,"FEVER":3.3,"FiQA2018":2.19,"HotpotQA":8.26,"MSMARCO":1.91,"NFCorpus":4.3,"NQ":2.62,"QuoraRetrieval":61.03,"SCIDOCS":2.82,"SciFact":13.34,"Touche2020":0.97,"TRECCOVID":14.74}
@@ -200,8 +200,9 @@
{"index":279,"Rank":292,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","ArguAna":0.44,"ClimateFEVER":0.11,"CQADupstackRetrieval":"","DBPedia":0.28,"FEVER":0.25,"FiQA2018":0.16,"HotpotQA":0.3,"MSMARCO":0.2,"NFCorpus":0.23,"NQ":0.21,"QuoraRetrieval":0.84,"SCIDOCS":0.15,"SciFact":0.51,"Touche2020":0.12,"TRECCOVID":0.37}
{"index":280,"Rank":293,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":44.18,"ClimateFEVER":23.53,"CQADupstackRetrieval":"","DBPedia":35.05,"FEVER":72.33,"FiQA2018":41.58,"HotpotQA":61.38,"MSMARCO":40.92,"NFCorpus":32.45,"NQ":60.44,"QuoraRetrieval":88.2,"SCIDOCS":19.86,"SciFact":66.68,"Touche2020":26.24,"TRECCOVID":65.91}
{"index":284,"Rank":297,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.87,"ClimateFEVER":19.68,"CQADupstackRetrieval":"","DBPedia":36.06,"FEVER":69.98,"FiQA2018":35.49,"HotpotQA":65.0,"MSMARCO":68.72,"NFCorpus":31.81,"NQ":52.15,"QuoraRetrieval":85.02,"SCIDOCS":17.36,"SciFact":67.97,"Touche2020":13.23,"TRECCOVID":52.61}
-{"index":295,"Rank":302,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.91,"ClimateFEVER":18.5,"CQADupstackRetrieval":"","DBPedia":36.2,"FEVER":72.1,"FiQA2018":38.41,"HotpotQA":59.39,"MSMARCO":37.94,"NFCorpus":33.17,"NQ":42.81,"QuoraRetrieval":70.57,"SCIDOCS":14.83,"SciFact":67.25,"Touche2020":28.68,"TRECCOVID":72.43}
-{"index":297,"Rank":304,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":49.2,"ClimateFEVER":19.9,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.0,"FiQA2018":42.2,"HotpotQA":63.1,"MSMARCO":"","NFCorpus":36.7,"NQ":"","QuoraRetrieval":69.7,"SCIDOCS":"","SciFact":70.4,"Touche2020":29.7,"TRECCOVID":58.5}
-{"index":298,"Rank":305,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.98,"ClimateFEVER":19.4,"CQADupstackRetrieval":"","DBPedia":"","FEVER":75.6,"FiQA2018":45.21,"HotpotQA":64.8,"MSMARCO":"","NFCorpus":38.01,"NQ":"","QuoraRetrieval":67.7,"SCIDOCS":17.74,"SciFact":74.35,"Touche2020":30.9,"TRECCOVID":56.14}
-{"index":299,"Rank":306,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":43.5,"ClimateFEVER":22.3,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.5,"FiQA2018":51.2,"HotpotQA":68.8,"MSMARCO":"","NFCorpus":40.7,"NQ":"","QuoraRetrieval":63.8,"SCIDOCS":"","SciFact":75.4,"Touche2020":29.1,"TRECCOVID":64.9}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":5.14,"HotpotQA":"","MSMARCO":"","NFCorpus":19.96,"NQ":"","QuoraRetrieval":83.11,"SCIDOCS":"","SciFact":46.68,"Touche2020":"","TRECCOVID":7.61}
+{"index":295,"Rank":302,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":48.01,"ClimateFEVER":41.28,"CQADupstackRetrieval":"","DBPedia":43.9,"FEVER":86.34,"FiQA2018":37.46,"HotpotQA":72.62,"MSMARCO":42.53,"NFCorpus":34.67,"NQ":59.72,"QuoraRetrieval":88.0,"SCIDOCS":18.62,"SciFact":70.28,"Touche2020":29.86,"TRECCOVID":82.3}
+{"index":296,"Rank":303,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.91,"ClimateFEVER":18.5,"CQADupstackRetrieval":"","DBPedia":36.2,"FEVER":72.1,"FiQA2018":38.41,"HotpotQA":59.39,"MSMARCO":37.94,"NFCorpus":33.17,"NQ":42.81,"QuoraRetrieval":70.57,"SCIDOCS":14.83,"SciFact":67.25,"Touche2020":28.68,"TRECCOVID":72.43}
+{"index":298,"Rank":305,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":49.2,"ClimateFEVER":19.9,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.0,"FiQA2018":42.2,"HotpotQA":63.1,"MSMARCO":"","NFCorpus":36.7,"NQ":"","QuoraRetrieval":69.7,"SCIDOCS":"","SciFact":70.4,"Touche2020":29.7,"TRECCOVID":58.5}
+{"index":299,"Rank":306,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":46.98,"ClimateFEVER":19.4,"CQADupstackRetrieval":"","DBPedia":"","FEVER":75.6,"FiQA2018":45.21,"HotpotQA":64.8,"MSMARCO":"","NFCorpus":38.01,"NQ":"","QuoraRetrieval":67.7,"SCIDOCS":17.74,"SciFact":74.35,"Touche2020":30.9,"TRECCOVID":56.14}
+{"index":300,"Rank":307,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":43.5,"ClimateFEVER":22.3,"CQADupstackRetrieval":"","DBPedia":"","FEVER":77.5,"FiQA2018":51.2,"HotpotQA":68.8,"MSMARCO":"","NFCorpus":40.7,"NQ":"","QuoraRetrieval":63.8,"SCIDOCS":"","SciFact":75.4,"Touche2020":29.1,"TRECCOVID":64.9}
+{"index":303,"Rank":309,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":5.14,"HotpotQA":"","MSMARCO":"","NFCorpus":19.96,"NQ":"","QuoraRetrieval":83.11,"SCIDOCS":"","SciFact":46.68,"Touche2020":"","TRECCOVID":7.61}
diff --git a/boards_data/en/data_tasks/STS/default.jsonl b/boards_data/en/data_tasks/STS/default.jsonl
index b4d04566669b323bf8332b3a07ebe5bc768c5bad..879a88d4bf2b5c3ffff8e3205ccd3b36d5fc64ea 100644
--- a/boards_data/en/data_tasks/STS/default.jsonl
+++ b/boards_data/en/data_tasks/STS/default.jsonl
@@ -1,217 +1,214 @@
{"index":62,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":86.02,"BIOSSES":87.86,"SICK-R":81.01,"STS12":85.52,"STS13":89.37,"STS14":91.61,"STS15":92.02,"STS16":86.29,"STS17 (en-en)":88.71,"STS22 (en)":68.58,"STSBenchmark":89.28}
{"index":9,"Rank":2,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":85.79,"BIOSSES":89.7,"SICK-R":78.44,"STS12":86.46,"STS13":87.76,"STS14":86.6,"STS15":90.1,"STS16":86.39,"STS17 (en-en)":86.98,"STS22 (en)":76.89,"STSBenchmark":88.56}
-{"index":1,"Rank":3,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":85.07,"BIOSSES":89.46,"SICK-R":81.93,"STS12":77.59,"STS13":90.36,"STS14":85.25,"STS15":89.66,"STS16":87.34,"STS17 (en-en)":92.06,"STS22 (en)":68.02,"STSBenchmark":88.99}
-{"index":104,"Rank":4,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
-{"index":277,"Rank":5,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
-{"index":207,"Rank":6,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
-{"index":60,"Rank":7,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
-{"index":65,"Rank":8,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
-{"index":0,"Rank":9,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
-{"index":206,"Rank":10,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
-{"index":231,"Rank":11,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
-{"index":175,"Rank":12,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
-{"index":59,"Rank":13,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
-{"index":170,"Rank":14,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.63,"BIOSSES":85.55,"SICK-R":82.64,"STS12":79.66,"STS13":88.43,"STS14":84.54,"STS15":90.43,"STS16":87.68,"STS17 (en-en)":91.75,"STS22 (en)":66.98,"STSBenchmark":88.6}
-{"index":129,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
-{"index":117,"Rank":16,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
-{"index":153,"Rank":17,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":84.51,"BIOSSES":83.11,"SICK-R":82.89,"STS12":80.09,"STS13":89.68,"STS14":85.07,"STS15":89.39,"STS16":87.15,"STS17 (en-en)":91.35,"STS22 (en)":68.1,"STSBenchmark":88.23}
-{"index":6,"Rank":18,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.31,"BIOSSES":89.24,"SICK-R":83.16,"STS12":73.34,"STS13":88.49,"STS14":86.49,"STS15":91.13,"STS16":85.68,"STS17 (en-en)":90.06,"STS22 (en)":66.32,"STSBenchmark":89.22}
-{"index":226,"Rank":19,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":84.31,"BIOSSES":87.42,"SICK-R":82.15,"STS12":77.89,"STS13":88.3,"STS14":84.3,"STS15":89.04,"STS16":86.77,"STS17 (en-en)":90.67,"STS22 (en)":68.12,"STSBenchmark":88.41}
-{"index":22,"Rank":20,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.24,"BIOSSES":86.47,"SICK-R":83.87,"STS12":78.14,"STS13":86.59,"STS14":82.83,"STS15":87.77,"STS16":87.04,"STS17 (en-en)":91.25,"STS22 (en)":70.07,"STSBenchmark":88.42}
-{"index":154,"Rank":21,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":84.22,"BIOSSES":83.3,"SICK-R":82.21,"STS12":79.52,"STS13":89.19,"STS14":85.15,"STS15":89.1,"STS16":87.14,"STS17 (en-en)":90.97,"STS22 (en)":67.83,"STSBenchmark":87.74}
-{"index":212,"Rank":22,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
-{"index":72,"Rank":23,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.09,"BIOSSES":85.24,"SICK-R":83.7,"STS12":78.8,"STS13":86.37,"STS14":84.04,"STS15":88.99,"STS16":87.22,"STS17 (en-en)":90.19,"STS22 (en)":67.68,"STSBenchmark":88.65}
-{"index":25,"Rank":24,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":83.88,"BIOSSES":85.74,"SICK-R":82.66,"STS12":77.71,"STS13":87.45,"STS14":83.48,"STS15":87.63,"STS16":86.7,"STS17 (en-en)":91.18,"STS22 (en)":69.02,"STSBenchmark":87.25}
-{"index":183,"Rank":25,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.85,"BIOSSES":86.75,"SICK-R":82.33,"STS12":77.61,"STS13":87.95,"STS14":83.85,"STS15":88.47,"STS16":86.46,"STS17 (en-en)":88.7,"STS22 (en)":68.02,"STSBenchmark":88.33}
-{"index":68,"Rank":26,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":83.73,"BIOSSES":82.13,"SICK-R":83.01,"STS12":78.85,"STS13":86.84,"STS14":84.04,"STS15":88.72,"STS16":86.79,"STS17 (en-en)":90.63,"STS22 (en)":67.55,"STSBenchmark":88.72}
-{"index":70,"Rank":27,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":83.58,"BIOSSES":84.92,"SICK-R":83.94,"STS12":79.27,"STS13":84.83,"STS14":82.94,"STS15":88.09,"STS16":86.54,"STS17 (en-en)":89.58,"STS22 (en)":67.67,"STSBenchmark":88.05}
-{"index":74,"Rank":28,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":83.58,"BIOSSES":85.88,"SICK-R":82.25,"STS12":78.28,"STS13":85.52,"STS14":82.49,"STS15":88.76,"STS16":87.11,"STS17 (en-en)":90.1,"STS22 (en)":68.25,"STSBenchmark":87.16}
-{"index":127,"Rank":29,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"BIOSSES":87.95,"SICK-R":81.29,"STS12":76.16,"STS13":87.85,"STS14":83.39,"STS15":89.43,"STS16":85.35,"STS17 (en-en)":88.59,"STS22 (en)":67.81,"STSBenchmark":87.32}
-{"index":189,"Rank":30,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
-{"index":228,"Rank":31,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
-{"index":47,"Rank":32,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":83.35,"BIOSSES":86.35,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.13,"STS22 (en)":68.63,"STSBenchmark":85.64}
-{"index":267,"Rank":33,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
-{"index":199,"Rank":34,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
-{"index":48,"Rank":35,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
-{"index":38,"Rank":36,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
-{"index":163,"Rank":37,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
-{"index":23,"Rank":38,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
-{"index":164,"Rank":39,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":83.06,"BIOSSES":84.15,"SICK-R":81.7,"STS12":75.32,"STS13":87.44,"STS14":81.87,"STS15":88.94,"STS16":85.38,"STS17 (en-en)":90.54,"STS22 (en)":68.65,"STSBenchmark":86.56}
-{"index":17,"Rank":40,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":83.04,"BIOSSES":81.37,"SICK-R":79.28,"STS12":79.55,"STS13":88.83,"STS14":83.87,"STS15":88.54,"STS16":86.49,"STS17 (en-en)":88.73,"STS22 (en)":66.88,"STSBenchmark":86.85}
-{"index":130,"Rank":41,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.03,"BIOSSES":86.99,"SICK-R":80.53,"STS12":75.57,"STS13":86.26,"STS14":82.3,"STS15":88.74,"STS16":85.27,"STS17 (en-en)":89.02,"STS22 (en)":68.51,"STSBenchmark":87.08}
-{"index":165,"Rank":42,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":83.02,"BIOSSES":85.94,"SICK-R":81.06,"STS12":78.72,"STS13":84.88,"STS14":83.11,"STS15":88.74,"STS16":86.35,"STS17 (en-en)":87.71,"STS22 (en)":66.28,"STSBenchmark":87.45}
-{"index":182,"Rank":43,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":83.01,"BIOSSES":85.52,"SICK-R":81.41,"STS12":77.47,"STS13":86.38,"STS14":81.17,"STS15":88.23,"STS16":86.29,"STS17 (en-en)":90.62,"STS22 (en)":65.01,"STSBenchmark":88.02}
-{"index":61,"Rank":44,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.0,"BIOSSES":87.13,"SICK-R":79.49,"STS12":79.59,"STS13":84.7,"STS14":83.92,"STS15":89.88,"STS16":84.88,"STS17 (en-en)":88.69,"STS22 (en)":64.27,"STSBenchmark":87.44}
-{"index":131,"Rank":45,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
-{"index":8,"Rank":46,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.93,"BIOSSES":84.85,"SICK-R":79.71,"STS12":77.09,"STS13":88.91,"STS14":82.08,"STS15":89.21,"STS16":84.74,"STS17 (en-en)":90.73,"STS22 (en)":62.1,"STSBenchmark":89.86}
-{"index":291,"Rank":47,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
-{"index":225,"Rank":48,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
-{"index":210,"Rank":49,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
-{"index":16,"Rank":50,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
-{"index":258,"Rank":51,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
-{"index":36,"Rank":52,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
-{"index":138,"Rank":53,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":66,"Rank":54,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":187,"Rank":55,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
-{"index":191,"Rank":56,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
-{"index":213,"Rank":57,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
-{"index":15,"Rank":58,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
-{"index":132,"Rank":59,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":21,"Rank":60,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":194,"Rank":61,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":192,"Rank":62,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":195,"Rank":63,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":193,"Rank":64,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
-{"index":180,"Rank":65,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
-{"index":266,"Rank":66,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
-{"index":162,"Rank":67,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
-{"index":20,"Rank":68,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
-{"index":268,"Rank":69,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
+{"index":104,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":85.05,"BIOSSES":86.07,"SICK-R":82.92,"STS12":79.47,"STS13":89.15,"STS14":84.93,"STS15":90.74,"STS16":87.82,"STS17 (en-en)":92.02,"STS22 (en)":68.36,"STSBenchmark":89.0}
+{"index":277,"Rank":4,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.04,"BIOSSES":89.15,"SICK-R":82.83,"STS12":78.65,"STS13":90.0,"STS14":84.97,"STS15":89.81,"STS16":86.71,"STS17 (en-en)":89.8,"STS22 (en)":69.67,"STSBenchmark":88.77}
+{"index":207,"Rank":5,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":85.0,"BIOSSES":88.41,"SICK-R":82.92,"STS12":78.76,"STS13":90.35,"STS14":85.46,"STS15":89.62,"STS16":86.58,"STS17 (en-en)":89.5,"STS22 (en)":69.34,"STSBenchmark":89.1}
+{"index":60,"Rank":6,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.99,"BIOSSES":88.38,"SICK-R":83.0,"STS12":79.22,"STS13":89.43,"STS14":84.79,"STS15":89.54,"STS16":86.69,"STS17 (en-en)":89.64,"STS22 (en)":70.26,"STSBenchmark":88.96}
+{"index":65,"Rank":7,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.97,"BIOSSES":86.4,"SICK-R":84.31,"STS12":78.44,"STS13":88.27,"STS14":84.49,"STS15":90.28,"STS16":87.37,"STS17 (en-en)":92.68,"STS22 (en)":68.62,"STSBenchmark":88.81}
+{"index":0,"Rank":8,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":84.93,"BIOSSES":89.42,"SICK-R":81.67,"STS12":78.02,"STS13":90.1,"STS14":85.44,"STS15":89.64,"STS16":87.24,"STS17 (en-en)":90.46,"STS22 (en)":67.99,"STSBenchmark":89.33}
+{"index":206,"Rank":9,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.9,"BIOSSES":88.06,"SICK-R":82.05,"STS12":78.77,"STS13":90.4,"STS14":85.45,"STS15":90.01,"STS16":87.42,"STS17 (en-en)":88.8,"STS22 (en)":68.8,"STSBenchmark":89.2}
+{"index":231,"Rank":10,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.82,"BIOSSES":87.28,"SICK-R":82.33,"STS12":79.7,"STS13":89.21,"STS14":86.01,"STS15":89.7,"STS16":87.68,"STS17 (en-en)":88.03,"STS22 (en)":70.16,"STSBenchmark":88.15}
+{"index":175,"Rank":11,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
+{"index":59,"Rank":12,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.78,"BIOSSES":86.96,"SICK-R":81.73,"STS12":82.57,"STS13":87.15,"STS14":84.97,"STS15":91.05,"STS16":87.31,"STS17 (en-en)":90.03,"STS22 (en)":67.63,"STSBenchmark":88.38}
+{"index":170,"Rank":13,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.63,"BIOSSES":85.55,"SICK-R":82.64,"STS12":79.66,"STS13":88.43,"STS14":84.54,"STS15":90.43,"STS16":87.68,"STS17 (en-en)":91.75,"STS22 (en)":66.98,"STSBenchmark":88.6}
+{"index":129,"Rank":14,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.59,"BIOSSES":89.17,"SICK-R":82.8,"STS12":77.13,"STS13":89.29,"STS14":83.83,"STS15":89.7,"STS16":86.43,"STS17 (en-en)":89.66,"STS22 (en)":69.61,"STSBenchmark":88.3}
+{"index":117,"Rank":15,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.54,"BIOSSES":86.14,"SICK-R":82.62,"STS12":79.09,"STS13":89.62,"STS14":85.02,"STS15":89.51,"STS16":86.61,"STS17 (en-en)":88.99,"STS22 (en)":68.79,"STSBenchmark":89.06}
+{"index":153,"Rank":16,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":84.51,"BIOSSES":83.11,"SICK-R":82.89,"STS12":80.09,"STS13":89.68,"STS14":85.07,"STS15":89.39,"STS16":87.15,"STS17 (en-en)":91.35,"STS22 (en)":68.1,"STSBenchmark":88.23}
+{"index":226,"Rank":17,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":84.31,"BIOSSES":87.42,"SICK-R":82.15,"STS12":77.89,"STS13":88.3,"STS14":84.3,"STS15":89.04,"STS16":86.77,"STS17 (en-en)":90.67,"STS22 (en)":68.12,"STSBenchmark":88.41}
+{"index":22,"Rank":18,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.24,"BIOSSES":86.47,"SICK-R":83.87,"STS12":78.14,"STS13":86.59,"STS14":82.83,"STS15":87.77,"STS16":87.04,"STS17 (en-en)":91.25,"STS22 (en)":70.07,"STSBenchmark":88.42}
+{"index":154,"Rank":19,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":84.22,"BIOSSES":83.3,"SICK-R":82.21,"STS12":79.52,"STS13":89.19,"STS14":85.15,"STS15":89.1,"STS16":87.14,"STS17 (en-en)":90.97,"STS22 (en)":67.83,"STSBenchmark":87.74}
+{"index":212,"Rank":20,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.18,"BIOSSES":88.37,"SICK-R":82.06,"STS12":78.83,"STS13":87.99,"STS14":83.5,"STS15":89.0,"STS16":86.45,"STS17 (en-en)":89.56,"STS22 (en)":68.15,"STSBenchmark":87.89}
+{"index":72,"Rank":21,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":84.09,"BIOSSES":85.24,"SICK-R":83.7,"STS12":78.8,"STS13":86.37,"STS14":84.04,"STS15":88.99,"STS16":87.22,"STS17 (en-en)":90.19,"STS22 (en)":67.68,"STSBenchmark":88.65}
+{"index":25,"Rank":22,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":83.88,"BIOSSES":85.74,"SICK-R":82.66,"STS12":77.71,"STS13":87.45,"STS14":83.48,"STS15":87.63,"STS16":86.7,"STS17 (en-en)":91.18,"STS22 (en)":69.02,"STSBenchmark":87.25}
+{"index":183,"Rank":23,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.85,"BIOSSES":86.75,"SICK-R":82.33,"STS12":77.61,"STS13":87.95,"STS14":83.85,"STS15":88.47,"STS16":86.46,"STS17 (en-en)":88.7,"STS22 (en)":68.02,"STSBenchmark":88.33}
+{"index":68,"Rank":24,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":83.73,"BIOSSES":82.13,"SICK-R":83.01,"STS12":78.85,"STS13":86.84,"STS14":84.04,"STS15":88.72,"STS16":86.79,"STS17 (en-en)":90.63,"STS22 (en)":67.55,"STSBenchmark":88.72}
+{"index":70,"Rank":25,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":83.58,"BIOSSES":84.92,"SICK-R":83.94,"STS12":79.27,"STS13":84.83,"STS14":82.94,"STS15":88.09,"STS16":86.54,"STS17 (en-en)":89.58,"STS22 (en)":67.67,"STSBenchmark":88.05}
+{"index":74,"Rank":26,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":83.58,"BIOSSES":85.88,"SICK-R":82.25,"STS12":78.28,"STS13":85.52,"STS14":82.49,"STS15":88.76,"STS16":87.11,"STS17 (en-en)":90.1,"STS22 (en)":68.25,"STSBenchmark":87.16}
+{"index":127,"Rank":27,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"BIOSSES":87.95,"SICK-R":81.29,"STS12":76.16,"STS13":87.85,"STS14":83.39,"STS15":89.43,"STS16":85.35,"STS17 (en-en)":88.59,"STS22 (en)":67.81,"STSBenchmark":87.32}
+{"index":228,"Rank":28,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
+{"index":189,"Rank":29,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
+{"index":47,"Rank":30,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":83.35,"BIOSSES":86.35,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.13,"STS22 (en)":68.63,"STSBenchmark":85.64}
+{"index":267,"Rank":31,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
+{"index":199,"Rank":32,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
+{"index":48,"Rank":33,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
+{"index":38,"Rank":34,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
+{"index":163,"Rank":35,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
+{"index":23,"Rank":36,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":164,"Rank":37,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":83.06,"BIOSSES":84.15,"SICK-R":81.7,"STS12":75.32,"STS13":87.44,"STS14":81.87,"STS15":88.94,"STS16":85.38,"STS17 (en-en)":90.54,"STS22 (en)":68.65,"STSBenchmark":86.56}
+{"index":17,"Rank":38,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":83.04,"BIOSSES":81.37,"SICK-R":79.28,"STS12":79.55,"STS13":88.83,"STS14":83.87,"STS15":88.54,"STS16":86.49,"STS17 (en-en)":88.73,"STS22 (en)":66.88,"STSBenchmark":86.85}
+{"index":130,"Rank":39,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.03,"BIOSSES":86.99,"SICK-R":80.53,"STS12":75.57,"STS13":86.26,"STS14":82.3,"STS15":88.74,"STS16":85.27,"STS17 (en-en)":89.02,"STS22 (en)":68.51,"STSBenchmark":87.08}
+{"index":165,"Rank":40,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":83.02,"BIOSSES":85.94,"SICK-R":81.06,"STS12":78.72,"STS13":84.88,"STS14":83.11,"STS15":88.74,"STS16":86.35,"STS17 (en-en)":87.71,"STS22 (en)":66.28,"STSBenchmark":87.45}
+{"index":182,"Rank":41,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":83.01,"BIOSSES":85.52,"SICK-R":81.41,"STS12":77.47,"STS13":86.38,"STS14":81.17,"STS15":88.23,"STS16":86.29,"STS17 (en-en)":90.62,"STS22 (en)":65.01,"STSBenchmark":88.02}
+{"index":61,"Rank":42,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.0,"BIOSSES":87.13,"SICK-R":79.49,"STS12":79.59,"STS13":84.7,"STS14":83.92,"STS15":89.88,"STS16":84.88,"STS17 (en-en)":88.69,"STS22 (en)":64.27,"STSBenchmark":87.44}
+{"index":131,"Rank":43,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.0,"BIOSSES":87.2,"SICK-R":80.31,"STS12":75.76,"STS13":86.08,"STS14":82.28,"STS15":88.9,"STS16":85.18,"STS17 (en-en)":88.73,"STS22 (en)":68.54,"STSBenchmark":86.98}
+{"index":8,"Rank":44,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.93,"BIOSSES":84.85,"SICK-R":79.71,"STS12":77.09,"STS13":88.91,"STS14":82.08,"STS15":89.21,"STS16":84.74,"STS17 (en-en)":90.73,"STS22 (en)":62.1,"STSBenchmark":89.86}
+{"index":291,"Rank":45,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
+{"index":225,"Rank":46,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
+{"index":210,"Rank":47,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
+{"index":16,"Rank":48,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
+{"index":258,"Rank":49,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
+{"index":36,"Rank":50,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
+{"index":66,"Rank":51,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":138,"Rank":52,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":187,"Rank":53,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
+{"index":191,"Rank":54,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":82.56,"BIOSSES":86.54,"SICK-R":83.23,"STS12":76.13,"STS13":83.19,"STS14":80.6,"STS15":87.16,"STS16":85.16,"STS17 (en-en)":90.88,"STS22 (en)":67.04,"STSBenchmark":85.67}
+{"index":213,"Rank":55,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.5,"BIOSSES":85.64,"SICK-R":80.74,"STS12":76.07,"STS13":86.81,"STS14":81.68,"STS15":88.75,"STS16":84.61,"STS17 (en-en)":89.75,"STS22 (en)":64.1,"STSBenchmark":86.88}
+{"index":15,"Rank":56,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":82.42,"BIOSSES":81.12,"SICK-R":79.15,"STS12":76.52,"STS13":88.63,"STS14":83.32,"STS15":87.5,"STS16":86.39,"STS17 (en-en)":87.79,"STS22 (en)":66.4,"STSBenchmark":87.35}
+{"index":132,"Rank":57,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":192,"Rank":58,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":21,"Rank":59,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":195,"Rank":60,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":193,"Rank":61,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":194,"Rank":62,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.4,"BIOSSES":86.94,"SICK-R":80.3,"STS12":78.03,"STS13":84.19,"STS14":82.27,"STS15":87.96,"STS16":85.48,"STS17 (en-en)":86.42,"STS22 (en)":65.95,"STSBenchmark":86.42}
+{"index":180,"Rank":63,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":82.37,"BIOSSES":84.82,"SICK-R":80.85,"STS12":76.1,"STS13":85.49,"STS14":80.44,"STS15":87.75,"STS16":85.42,"STS17 (en-en)":89.95,"STS22 (en)":65.13,"STSBenchmark":87.71}
+{"index":266,"Rank":64,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":82.3,"BIOSSES":87.64,"SICK-R":78.86,"STS12":75.71,"STS13":85.73,"STS14":81.51,"STS15":88.81,"STS16":83.82,"STS17 (en-en)":87.9,"STS22 (en)":67.33,"STSBenchmark":85.73}
+{"index":162,"Rank":65,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":82.29,"BIOSSES":82.31,"SICK-R":80.26,"STS12":77.02,"STS13":86.58,"STS14":81.32,"STS15":88.19,"STS16":84.88,"STS17 (en-en)":89.46,"STS22 (en)":66.45,"STSBenchmark":86.43}
+{"index":20,"Rank":66,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":82.11,"BIOSSES":81.21,"SICK-R":79.34,"STS12":77.51,"STS13":85.55,"STS14":81.68,"STS15":88.95,"STS16":84.34,"STS17 (en-en)":88.88,"STS22 (en)":67.2,"STSBenchmark":86.46}
+{"index":268,"Rank":67,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"BIOSSES":88.17,"SICK-R":77.93,"STS12":75.12,"STS13":85.09,"STS14":81.03,"STS15":88.32,"STS16":83.91,"STS17 (en-en)":87.59,"STS22 (en)":68.0,"STSBenchmark":85.57}
+{"index":216,"Rank":68,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":29,"Rank":69,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
{"index":31,"Rank":70,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":30,"Rank":71,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":28,"Rank":72,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":29,"Rank":73,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":216,"Rank":74,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
-{"index":168,"Rank":75,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
-{"index":169,"Rank":76,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":57,"Rank":77,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
-{"index":214,"Rank":78,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
-{"index":18,"Rank":79,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
-{"index":223,"Rank":80,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":120,"Rank":81,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":101,"Rank":82,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":136,"Rank":83,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
-{"index":64,"Rank":84,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":81.93,"BIOSSES":83.99,"SICK-R":74.65,"STS12":79.39,"STS13":85.32,"STS14":83.9,"STS15":88.47,"STS16":84.44,"STS17 (en-en)":85.77,"STS22 (en)":67.24,"STSBenchmark":86.08}
-{"index":292,"Rank":85,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
-{"index":256,"Rank":86,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
-{"index":306,"Rank":87,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.73,"BIOSSES":84.68,"SICK-R":79.0,"STS12":72.84,"STS13":86.1,"STS14":81.15,"STS15":88.49,"STS16":85.08,"STS17 (en-en)":90.22,"STS22 (en)":66.14,"STSBenchmark":83.56}
-{"index":221,"Rank":88,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
-{"index":257,"Rank":89,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
-{"index":174,"Rank":90,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":81.62,"BIOSSES":82.49,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.79,"STS17 (en-en)":88.12,"STS22 (en)":63.66,"STSBenchmark":87.29}
-{"index":26,"Rank":91,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
-{"index":307,"Rank":92,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
-{"index":262,"Rank":93,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":139,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":58,"Rank":95,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
-{"index":125,"Rank":96,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
-{"index":179,"Rank":97,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
-{"index":293,"Rank":98,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
-{"index":19,"Rank":99,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
-{"index":220,"Rank":100,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
-{"index":103,"Rank":101,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
-{"index":211,"Rank":102,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
-{"index":255,"Rank":103,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
-{"index":167,"Rank":104,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":155,"Rank":105,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
-{"index":305,"Rank":106,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
-{"index":304,"Rank":107,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
-{"index":185,"Rank":108,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
-{"index":166,"Rank":109,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
-{"index":35,"Rank":110,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
-{"index":171,"Rank":111,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
-{"index":218,"Rank":112,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
-{"index":254,"Rank":113,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.77,"BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":63.52,"STSBenchmark":86.82}
-{"index":219,"Rank":114,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
-{"index":128,"Rank":115,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
-{"index":188,"Rank":116,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":280,"Rank":117,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
-{"index":284,"Rank":118,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
-{"index":92,"Rank":119,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
-{"index":198,"Rank":120,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
-{"index":115,"Rank":121,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
-{"index":172,"Rank":122,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
-{"index":242,"Rank":123,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":80.32,"BIOSSES":80.43,"SICK-R":80.59,"STS12":72.63,"STS13":83.48,"STS14":78.0,"STS15":85.66,"STS16":80.03,"STS17 (en-en)":90.6,"STS22 (en)":68.39,"STSBenchmark":83.42}
-{"index":173,"Rank":124,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.31,"BIOSSES":85.05,"SICK-R":78.51,"STS12":76.7,"STS13":78.02,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.84,"STS22 (en)":62.26,"STSBenchmark":85.64}
-{"index":261,"Rank":125,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
-{"index":217,"Rank":126,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
-{"index":147,"Rank":127,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
-{"index":37,"Rank":128,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
-{"index":190,"Rank":129,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
-{"index":181,"Rank":130,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
-{"index":184,"Rank":131,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
-{"index":77,"Rank":132,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
-{"index":240,"Rank":133,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
-{"index":222,"Rank":134,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
-{"index":294,"Rank":135,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
-{"index":76,"Rank":136,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
-{"index":176,"Rank":137,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.16,"BIOSSES":82.46,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.42,"STS22 (en)":61.25,"STSBenchmark":84.11}
-{"index":229,"Rank":138,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
-{"index":196,"Rank":139,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
-{"index":197,"Rank":140,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
-{"index":253,"Rank":141,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.96,"BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":62.07,"STSBenchmark":84.42}
-{"index":241,"Rank":142,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":78.95,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.71,"STSBenchmark":82.03}
-{"index":80,"Rank":143,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
-{"index":114,"Rank":144,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
-{"index":300,"Rank":145,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
-{"index":126,"Rank":146,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
-{"index":215,"Rank":147,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
-{"index":73,"Rank":148,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
-{"index":290,"Rank":149,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
-{"index":111,"Rank":150,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
-{"index":250,"Rank":151,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
-{"index":113,"Rank":152,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
-{"index":248,"Rank":153,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
-{"index":91,"Rank":154,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
-{"index":186,"Rank":155,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
-{"index":249,"Rank":156,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
-{"index":134,"Rank":157,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
-{"index":287,"Rank":158,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
-{"index":109,"Rank":159,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
-{"index":247,"Rank":160,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
-{"index":308,"Rank":161,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
-{"index":90,"Rank":162,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
-{"index":85,"Rank":163,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
-{"index":224,"Rank":164,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
-{"index":251,"Rank":165,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
-{"index":69,"Rank":166,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
-{"index":112,"Rank":167,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
-{"index":78,"Rank":168,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
-{"index":71,"Rank":169,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
-{"index":87,"Rank":170,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
-{"index":246,"Rank":171,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
-{"index":107,"Rank":172,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
-{"index":286,"Rank":173,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
-{"index":275,"Rank":174,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
-{"index":86,"Rank":175,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
-{"index":276,"Rank":176,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
-{"index":67,"Rank":177,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
-{"index":108,"Rank":178,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
-{"index":89,"Rank":179,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
-{"index":230,"Rank":180,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
-{"index":151,"Rank":181,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
-{"index":274,"Rank":182,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
-{"index":49,"Rank":183,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
-{"index":272,"Rank":184,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.67,"BIOSSES":74.97,"SICK-R":65.24,"STS12":67.91,"STS13":78.28,"STS14":72.84,"STS15":81.14,"STS16":76.63,"STS17 (en-en)":83.33,"STS22 (en)":61.08,"STSBenchmark":75.32}
-{"index":88,"Rank":185,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
-{"index":79,"Rank":186,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
-{"index":273,"Rank":187,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
-{"index":75,"Rank":188,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
-{"index":143,"Rank":189,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
-{"index":239,"Rank":190,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
-{"index":156,"Rank":191,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
-{"index":271,"Rank":192,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":270,"Rank":193,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":11,"Rank":194,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
-{"index":245,"Rank":195,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
-{"index":244,"Rank":196,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
-{"index":243,"Rank":197,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
-{"index":133,"Rank":198,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
-{"index":269,"Rank":199,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
-{"index":2,"Rank":200,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
-{"index":43,"Rank":218,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
-{"index":102,"Rank":242,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
-{"index":105,"Rank":243,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
-{"index":106,"Rank":244,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
-{"index":110,"Rank":245,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":119,"Rank":248,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":83.88,"STS22 (en)":69.01,"STSBenchmark":""}
-{"index":135,"Rank":253,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
-{"index":140,"Rank":255,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":59.47,"STSBenchmark":""}
+{"index":28,"Rank":71,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":30,"Rank":72,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.06,"BIOSSES":86.47,"SICK-R":78.58,"STS12":78.92,"STS13":85.4,"STS14":81.64,"STS15":87.2,"STS16":85.44,"STS17 (en-en)":87.2,"STS22 (en)":64.22,"STSBenchmark":85.54}
+{"index":168,"Rank":73,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.06,"BIOSSES":84.73,"SICK-R":80.49,"STS12":75.93,"STS13":85.22,"STS14":80.54,"STS15":88.81,"STS16":85.28,"STS17 (en-en)":89.37,"STS22 (en)":62.99,"STSBenchmark":87.21}
+{"index":57,"Rank":74,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":169,"Rank":75,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":82.05,"BIOSSES":83.6,"SICK-R":79.28,"STS12":76.95,"STS13":84.12,"STS14":80.46,"STS15":89.76,"STS16":85.47,"STS17 (en-en)":89.03,"STS22 (en)":64.11,"STSBenchmark":87.74}
+{"index":214,"Rank":76,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.04,"BIOSSES":86.66,"SICK-R":79.44,"STS12":76.17,"STS13":84.15,"STS14":81.49,"STS15":88.11,"STS16":84.99,"STS17 (en-en)":87.98,"STS22 (en)":65.07,"STSBenchmark":86.31}
+{"index":18,"Rank":77,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.97,"BIOSSES":83.65,"SICK-R":79.37,"STS12":74.38,"STS13":84.71,"STS14":80.1,"STS15":87.16,"STS16":85.02,"STS17 (en-en)":90.64,"STS22 (en)":68.63,"STSBenchmark":86.04}
+{"index":101,"Rank":78,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":120,"Rank":79,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":136,"Rank":80,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":295,"Rank":81,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":223,"Rank":82,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":81.94,"BIOSSES":84.25,"SICK-R":79.38,"STS12":78.52,"STS13":86.05,"STS14":81.54,"STS15":86.97,"STS16":84.77,"STS17 (en-en)":87.47,"STS22 (en)":65.02,"STSBenchmark":85.47}
+{"index":64,"Rank":83,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":81.93,"BIOSSES":83.99,"SICK-R":74.65,"STS12":79.39,"STS13":85.32,"STS14":83.9,"STS15":88.47,"STS16":84.44,"STS17 (en-en)":85.77,"STS22 (en)":67.24,"STSBenchmark":86.08}
+{"index":292,"Rank":84,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.9,"BIOSSES":85.83,"SICK-R":79.0,"STS12":73.48,"STS13":86.14,"STS14":80.36,"STS15":88.53,"STS16":84.08,"STS17 (en-en)":89.42,"STS22 (en)":66.75,"STSBenchmark":85.45}
+{"index":256,"Rank":85,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":81.83,"BIOSSES":78.93,"SICK-R":80.34,"STS12":79.11,"STS13":87.33,"STS14":83.17,"STS15":88.28,"STS16":84.36,"STS17 (en-en)":88.99,"STS22 (en)":62.39,"STSBenchmark":85.36}
+{"index":221,"Rank":86,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.7,"BIOSSES":83.3,"SICK-R":79.27,"STS12":78.3,"STS13":85.81,"STS14":81.38,"STS15":86.79,"STS16":84.56,"STS17 (en-en)":87.25,"STS22 (en)":65.24,"STSBenchmark":85.14}
+{"index":257,"Rank":87,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":81.66,"BIOSSES":73.12,"SICK-R":79.98,"STS12":79.02,"STS13":88.8,"STS14":84.33,"STS15":88.89,"STS16":85.31,"STS17 (en-en)":88.91,"STS22 (en)":64.32,"STSBenchmark":83.93}
+{"index":174,"Rank":88,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":81.62,"BIOSSES":82.49,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.79,"STS17 (en-en)":88.12,"STS22 (en)":63.66,"STSBenchmark":87.29}
+{"index":26,"Rank":89,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":81.59,"BIOSSES":83.75,"SICK-R":79.41,"STS12":77.44,"STS13":82.98,"STS14":81.84,"STS15":87.26,"STS16":84.93,"STS17 (en-en)":87.15,"STS22 (en)":65.3,"STSBenchmark":85.86}
+{"index":308,"Rank":90,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.58,"BIOSSES":88.72,"SICK-R":76.73,"STS12":73.09,"STS13":84.92,"STS14":79.81,"STS15":88.01,"STS16":84.41,"STS17 (en-en)":90.94,"STS22 (en)":64.96,"STSBenchmark":84.24}
+{"index":58,"Rank":91,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":262,"Rank":92,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":139,"Rank":93,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.56,"BIOSSES":82.51,"SICK-R":80.23,"STS12":80.02,"STS13":81.55,"STS14":77.72,"STS15":89.31,"STS16":85.78,"STS17 (en-en)":88.12,"STS22 (en)":63.06,"STSBenchmark":87.29}
+{"index":125,"Rank":94,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.54,"BIOSSES":87.13,"SICK-R":76.49,"STS12":75.0,"STS13":87.91,"STS14":82.26,"STS15":87.87,"STS16":80.92,"STS17 (en-en)":87.23,"STS22 (en)":68.59,"STSBenchmark":81.95}
+{"index":179,"Rank":95,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.52,"BIOSSES":84.65,"SICK-R":79.92,"STS12":75.8,"STS13":83.62,"STS14":78.73,"STS15":86.41,"STS16":84.5,"STS17 (en-en)":89.95,"STS22 (en)":65.81,"STSBenchmark":85.79}
+{"index":293,"Rank":96,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.5,"BIOSSES":87.81,"SICK-R":77.31,"STS12":73.99,"STS13":84.23,"STS14":80.09,"STS15":88.2,"STS16":83.61,"STS17 (en-en)":87.8,"STS22 (en)":66.84,"STSBenchmark":85.13}
+{"index":19,"Rank":97,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":81.43,"BIOSSES":85.39,"SICK-R":79.78,"STS12":73.88,"STS13":85.08,"STS14":79.61,"STS15":86.15,"STS16":81.6,"STS17 (en-en)":89.11,"STS22 (en)":70.59,"STSBenchmark":83.07}
+{"index":220,"Rank":98,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":81.34,"BIOSSES":81.58,"SICK-R":79.24,"STS12":78.16,"STS13":86.01,"STS14":81.25,"STS15":86.51,"STS16":84.24,"STS17 (en-en)":86.44,"STS22 (en)":65.14,"STSBenchmark":84.8}
+{"index":103,"Rank":99,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":81.26,"BIOSSES":87.6,"SICK-R":77.01,"STS12":75.67,"STS13":82.4,"STS14":79.93,"STS15":85.82,"STS16":84.5,"STS17 (en-en)":88.93,"STS22 (en)":67.1,"STSBenchmark":83.6}
+{"index":211,"Rank":100,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.19,"BIOSSES":83.94,"SICK-R":78.64,"STS12":74.88,"STS13":83.64,"STS14":80.4,"STS15":88.01,"STS16":84.31,"STS17 (en-en)":88.3,"STS22 (en)":63.84,"STSBenchmark":85.93}
+{"index":255,"Rank":101,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.14,"BIOSSES":75.89,"SICK-R":80.18,"STS12":78.05,"STS13":85.85,"STS14":82.19,"STS15":87.46,"STS16":84.03,"STS17 (en-en)":89.57,"STS22 (en)":62.66,"STSBenchmark":85.52}
+{"index":167,"Rank":102,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
+{"index":155,"Rank":103,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":81.05,"BIOSSES":81.4,"SICK-R":78.3,"STS12":75.79,"STS13":83.58,"STS14":79.95,"STS15":88.82,"STS16":84.46,"STS17 (en-en)":87.58,"STS22 (en)":64.07,"STSBenchmark":86.52}
+{"index":306,"Rank":104,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
+{"index":305,"Rank":105,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
+{"index":166,"Rank":106,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":80.96,"BIOSSES":85.1,"SICK-R":79.66,"STS12":74.22,"STS13":83.31,"STS14":78.52,"STS15":88.35,"STS16":84.15,"STS17 (en-en)":87.23,"STS22 (en)":62.88,"STSBenchmark":86.18}
+{"index":185,"Rank":107,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":80.96,"BIOSSES":84.43,"SICK-R":79.2,"STS12":74.52,"STS13":83.16,"STS14":78.09,"STS15":86.91,"STS16":83.65,"STS17 (en-en)":90.16,"STS22 (en)":64.88,"STSBenchmark":84.6}
+{"index":35,"Rank":108,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
+{"index":171,"Rank":109,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.87,"BIOSSES":84.22,"SICK-R":78.9,"STS12":75.19,"STS13":81.8,"STS14":78.48,"STS15":87.49,"STS16":84.58,"STS17 (en-en)":87.94,"STS22 (en)":63.76,"STSBenchmark":86.36}
+{"index":218,"Rank":110,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
+{"index":254,"Rank":111,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.77,"BIOSSES":76.27,"SICK-R":79.62,"STS12":77.9,"STS13":85.11,"STS14":80.81,"STS15":87.48,"STS16":83.2,"STS17 (en-en)":86.99,"STS22 (en)":63.52,"STSBenchmark":86.82}
+{"index":219,"Rank":112,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":80.74,"BIOSSES":80.19,"SICK-R":79.09,"STS12":77.49,"STS13":85.62,"STS14":80.5,"STS15":85.84,"STS16":83.9,"STS17 (en-en)":86.27,"STS22 (en)":64.24,"STSBenchmark":84.28}
+{"index":128,"Rank":113,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
+{"index":280,"Rank":114,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":188,"Rank":115,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
+{"index":284,"Rank":116,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
+{"index":92,"Rank":117,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
+{"index":198,"Rank":118,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.47,"BIOSSES":80.72,"SICK-R":81.87,"STS12":70.75,"STS13":84.37,"STS14":74.51,"STS15":86.41,"STS16":84.74,"STS17 (en-en)":89.03,"STS22 (en)":65.87,"STSBenchmark":86.46}
+{"index":115,"Rank":119,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.46,"BIOSSES":86.63,"SICK-R":75.85,"STS12":72.58,"STS13":82.39,"STS14":77.98,"STS15":86.54,"STS16":83.31,"STS17 (en-en)":88.28,"STS22 (en)":66.68,"STSBenchmark":84.38}
+{"index":172,"Rank":120,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.39,"BIOSSES":79.43,"SICK-R":78.51,"STS12":76.21,"STS13":82.4,"STS14":79.0,"STS15":87.76,"STS16":83.8,"STS17 (en-en)":87.72,"STS22 (en)":63.15,"STSBenchmark":85.95}
+{"index":173,"Rank":121,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.31,"BIOSSES":85.05,"SICK-R":78.51,"STS12":76.7,"STS13":78.02,"STS14":76.6,"STS15":88.16,"STS16":84.28,"STS17 (en-en)":87.84,"STS22 (en)":62.26,"STSBenchmark":85.64}
+{"index":261,"Rank":122,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.24,"BIOSSES":66.16,"SICK-R":79.97,"STS12":80.91,"STS13":82.86,"STS14":87.36,"STS15":88.31,"STS16":81.61,"STS17 (en-en)":85.81,"STS22 (en)":62.99,"STSBenchmark":86.45}
+{"index":217,"Rank":123,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.22,"BIOSSES":85.37,"SICK-R":77.3,"STS12":77.97,"STS13":79.39,"STS14":78.17,"STS15":85.51,"STS16":84.95,"STS17 (en-en)":85.87,"STS22 (en)":64.28,"STSBenchmark":83.42}
+{"index":147,"Rank":124,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.17,"BIOSSES":75.32,"SICK-R":80.91,"STS12":76.98,"STS13":82.63,"STS14":77.84,"STS15":85.92,"STS16":80.68,"STS17 (en-en)":88.99,"STS22 (en)":68.26,"STSBenchmark":84.2}
+{"index":37,"Rank":125,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
+{"index":190,"Rank":126,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
+{"index":184,"Rank":127,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
+{"index":181,"Rank":128,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
+{"index":77,"Rank":129,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
+{"index":240,"Rank":130,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
+{"index":222,"Rank":131,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
+{"index":294,"Rank":132,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.66,"BIOSSES":70.56,"SICK-R":79.04,"STS12":78.39,"STS13":83.72,"STS14":79.19,"STS15":85.58,"STS16":82.33,"STS17 (en-en)":87.9,"STS22 (en)":63.92,"STSBenchmark":85.99}
+{"index":76,"Rank":133,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":79.18,"BIOSSES":85.05,"SICK-R":76.04,"STS12":69.5,"STS13":80.96,"STS14":77.08,"STS15":85.42,"STS16":82.3,"STS17 (en-en)":88.03,"STS22 (en)":64.12,"STSBenchmark":83.34}
+{"index":176,"Rank":134,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.16,"BIOSSES":82.46,"SICK-R":77.51,"STS12":76.56,"STS13":76.97,"STS14":75.52,"STS15":87.12,"STS16":83.63,"STS17 (en-en)":86.42,"STS22 (en)":61.25,"STSBenchmark":84.11}
+{"index":229,"Rank":135,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.12,"BIOSSES":68.38,"SICK-R":80.77,"STS12":75.3,"STS13":84.67,"STS14":80.19,"STS15":85.4,"STS16":80.82,"STS17 (en-en)":89.44,"STS22 (en)":61.96,"STSBenchmark":84.25}
+{"index":196,"Rank":136,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.11,"BIOSSES":83.86,"SICK-R":79.38,"STS12":73.65,"STS13":75.57,"STS14":72.1,"STS15":85.63,"STS16":82.07,"STS17 (en-en)":89.0,"STS22 (en)":66.16,"STSBenchmark":83.69}
+{"index":197,"Rank":137,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.02,"BIOSSES":80.25,"SICK-R":79.68,"STS12":69.94,"STS13":79.63,"STS14":71.34,"STS15":82.81,"STS16":82.65,"STS17 (en-en)":88.89,"STS22 (en)":68.48,"STSBenchmark":86.5}
+{"index":253,"Rank":138,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":78.96,"BIOSSES":74.18,"SICK-R":79.61,"STS12":76.02,"STS13":80.7,"STS14":78.85,"STS15":85.84,"STS16":81.05,"STS17 (en-en)":86.87,"STS22 (en)":62.07,"STSBenchmark":84.42}
+{"index":241,"Rank":139,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":78.95,"BIOSSES":81.64,"SICK-R":77.58,"STS12":72.37,"STS13":80.6,"STS14":75.59,"STS15":85.39,"STS16":78.99,"STS17 (en-en)":87.59,"STS22 (en)":67.71,"STSBenchmark":82.03}
+{"index":80,"Rank":140,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.81,"BIOSSES":80.78,"SICK-R":78.24,"STS12":75.19,"STS13":79.33,"STS14":76.56,"STS15":84.7,"STS16":81.44,"STS17 (en-en)":86.61,"STS22 (en)":63.43,"STSBenchmark":81.79}
+{"index":114,"Rank":141,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.65,"BIOSSES":82.92,"SICK-R":73.62,"STS12":71.89,"STS13":79.85,"STS14":76.86,"STS15":84.77,"STS16":81.91,"STS17 (en-en)":86.82,"STS22 (en)":65.38,"STSBenchmark":82.5}
+{"index":301,"Rank":142,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.6,"BIOSSES":78.04,"SICK-R":77.48,"STS12":72.3,"STS13":81.49,"STS14":74.74,"STS15":84.28,"STS16":82.06,"STS17 (en-en)":87.08,"STS22 (en)":64.71,"STSBenchmark":83.78}
+{"index":126,"Rank":143,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.59,"BIOSSES":81.6,"SICK-R":74.18,"STS12":72.2,"STS13":80.54,"STS14":76.2,"STS15":85.2,"STS16":81.93,"STS17 (en-en)":86.61,"STS22 (en)":65.46,"STSBenchmark":81.94}
+{"index":215,"Rank":144,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.53,"BIOSSES":78.95,"SICK-R":74.39,"STS12":72.22,"STS13":81.0,"STS14":76.99,"STS15":85.21,"STS16":82.83,"STS17 (en-en)":87.78,"STS22 (en)":64.17,"STSBenchmark":81.77}
+{"index":73,"Rank":145,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.5,"BIOSSES":83.29,"SICK-R":75.55,"STS12":67.65,"STS13":83.9,"STS14":76.97,"STS15":83.8,"STS16":81.91,"STS17 (en-en)":85.58,"STS22 (en)":65.93,"STSBenchmark":80.42}
+{"index":290,"Rank":146,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
+{"index":111,"Rank":147,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":78.44,"BIOSSES":86.27,"SICK-R":69.66,"STS12":68.79,"STS13":79.62,"STS14":75.58,"STS15":84.64,"STS16":82.4,"STS17 (en-en)":86.73,"STS22 (en)":69.49,"STSBenchmark":81.19}
+{"index":250,"Rank":148,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.38,"BIOSSES":81.91,"SICK-R":74.29,"STS12":70.12,"STS13":82.72,"STS14":78.24,"STS15":86.26,"STS16":81.61,"STS17 (en-en)":85.18,"STS22 (en)":65.76,"STSBenchmark":77.73}
+{"index":113,"Rank":149,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":78.37,"BIOSSES":83.42,"SICK-R":72.39,"STS12":71.9,"STS13":80.93,"STS14":76.6,"STS15":84.92,"STS16":80.72,"STS17 (en-en)":85.61,"STS22 (en)":65.9,"STSBenchmark":81.32}
+{"index":248,"Rank":150,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":78.19,"BIOSSES":84.86,"SICK-R":73.39,"STS12":70.33,"STS13":82.19,"STS14":77.16,"STS15":86.31,"STS16":81.85,"STS17 (en-en)":83.93,"STS22 (en)":64.3,"STSBenchmark":77.6}
+{"index":91,"Rank":151,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":78.1,"BIOSSES":86.25,"SICK-R":69.63,"STS12":67.5,"STS13":79.16,"STS14":74.46,"STS15":84.47,"STS16":80.96,"STS17 (en-en)":87.78,"STS22 (en)":69.35,"STSBenchmark":81.39}
+{"index":186,"Rank":152,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":78.06,"BIOSSES":82.96,"SICK-R":76.33,"STS12":74.28,"STS13":78.55,"STS14":73.84,"STS15":83.71,"STS16":80.03,"STS17 (en-en)":87.49,"STS22 (en)":64.25,"STSBenchmark":79.2}
+{"index":249,"Rank":153,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.8,"BIOSSES":78.94,"SICK-R":73.63,"STS12":69.11,"STS13":81.82,"STS14":77.07,"STS15":86.01,"STS16":82.23,"STS17 (en-en)":84.9,"STS22 (en)":66.61,"STSBenchmark":77.65}
+{"index":134,"Rank":154,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":77.74,"BIOSSES":85.31,"SICK-R":69.82,"STS12":69.66,"STS13":79.67,"STS14":74.61,"STS15":83.81,"STS16":80.4,"STS17 (en-en)":87.07,"STS22 (en)":66.13,"STSBenchmark":80.9}
+{"index":287,"Rank":155,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
+{"index":109,"Rank":156,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.08,"BIOSSES":88.24,"SICK-R":70.91,"STS12":66.11,"STS13":79.82,"STS14":73.64,"STS15":83.23,"STS16":81.58,"STS17 (en-en)":80.59,"STS22 (en)":68.79,"STSBenchmark":77.9}
+{"index":247,"Rank":157,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.07,"BIOSSES":79.0,"SICK-R":71.45,"STS12":68.59,"STS13":79.09,"STS14":74.64,"STS15":84.85,"STS16":81.57,"STS17 (en-en)":85.8,"STS22 (en)":66.17,"STSBenchmark":79.58}
+{"index":309,"Rank":158,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.95,"BIOSSES":83.79,"SICK-R":68.78,"STS12":64.81,"STS13":80.1,"STS14":74.96,"STS15":83.7,"STS16":80.55,"STS17 (en-en)":85.74,"STS22 (en)":67.5,"STSBenchmark":79.54}
+{"index":90,"Rank":159,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":76.83,"BIOSSES":84.84,"SICK-R":68.2,"STS12":66.99,"STS13":77.58,"STS14":72.78,"STS15":82.62,"STS16":80.1,"STS17 (en-en)":87.25,"STS22 (en)":68.75,"STSBenchmark":79.21}
+{"index":85,"Rank":160,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":76.56,"BIOSSES":80.94,"SICK-R":69.07,"STS12":71.78,"STS13":77.7,"STS14":74.04,"STS15":83.13,"STS16":78.88,"STS17 (en-en)":85.55,"STS22 (en)":65.55,"STSBenchmark":78.93}
+{"index":224,"Rank":161,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.51,"BIOSSES":83.32,"SICK-R":70.2,"STS12":64.34,"STS13":80.03,"STS14":74.51,"STS15":83.3,"STS16":79.67,"STS17 (en-en)":86.32,"STS22 (en)":64.64,"STSBenchmark":78.81}
+{"index":251,"Rank":162,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":76.47,"BIOSSES":77.32,"SICK-R":72.0,"STS12":68.19,"STS13":80.4,"STS14":74.02,"STS15":82.57,"STS16":79.78,"STS17 (en-en)":85.94,"STS22 (en)":67.54,"STSBenchmark":76.97}
+{"index":69,"Rank":163,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.4,"BIOSSES":82.41,"SICK-R":71.77,"STS12":65.39,"STS13":79.26,"STS14":72.98,"STS15":82.72,"STS16":81.02,"STS17 (en-en)":86.7,"STS22 (en)":63.47,"STSBenchmark":78.32}
+{"index":112,"Rank":164,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":76.39,"BIOSSES":84.05,"SICK-R":69.26,"STS12":65.9,"STS13":77.87,"STS14":72.82,"STS15":83.49,"STS16":80.58,"STS17 (en-en)":84.49,"STS22 (en)":66.28,"STSBenchmark":79.18}
+{"index":78,"Rank":165,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":75.9,"BIOSSES":71.78,"SICK-R":77.34,"STS12":70.15,"STS13":78.42,"STS14":74.76,"STS15":82.0,"STS16":78.27,"STS17 (en-en)":85.85,"STS22 (en)":61.2,"STSBenchmark":79.21}
+{"index":71,"Rank":166,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.86,"BIOSSES":84.67,"SICK-R":72.16,"STS12":61.6,"STS13":79.71,"STS14":72.11,"STS15":82.18,"STS16":79.41,"STS17 (en-en)":85.44,"STS22 (en)":63.9,"STSBenchmark":77.44}
+{"index":87,"Rank":167,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":75.74,"BIOSSES":83.02,"SICK-R":67.23,"STS12":66.59,"STS13":77.33,"STS14":71.83,"STS15":80.66,"STS16":78.91,"STS17 (en-en)":86.99,"STS22 (en)":67.3,"STSBenchmark":77.59}
+{"index":246,"Rank":168,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.6,"BIOSSES":78.34,"SICK-R":75.25,"STS12":72.96,"STS13":70.58,"STS14":70.29,"STS15":81.94,"STS16":76.8,"STS17 (en-en)":86.19,"STS22 (en)":62.88,"STSBenchmark":80.75}
+{"index":107,"Rank":169,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
+{"index":286,"Rank":170,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.48,"BIOSSES":86.35,"SICK-R":69.32,"STS12":67.85,"STS13":77.49,"STS14":69.77,"STS15":80.16,"STS16":77.94,"STS17 (en-en)":82.28,"STS22 (en)":67.97,"STSBenchmark":75.68}
+{"index":275,"Rank":171,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.39,"BIOSSES":78.19,"SICK-R":74.43,"STS12":72.58,"STS13":72.22,"STS14":69.98,"STS15":82.22,"STS16":76.91,"STS17 (en-en)":85.22,"STS22 (en)":61.9,"STSBenchmark":80.28}
+{"index":86,"Rank":172,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":75.37,"BIOSSES":76.49,"SICK-R":71.7,"STS12":69.73,"STS13":76.43,"STS14":73.66,"STS15":82.62,"STS16":79.49,"STS17 (en-en)":84.38,"STS22 (en)":60.61,"STSBenchmark":78.61}
+{"index":276,"Rank":173,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.35,"BIOSSES":79.14,"SICK-R":76.43,"STS12":74.25,"STS13":71.82,"STS14":71.38,"STS15":82.47,"STS16":77.54,"STS17 (en-en)":86.38,"STS22 (en)":52.85,"STSBenchmark":81.24}
+{"index":67,"Rank":174,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
+{"index":108,"Rank":175,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
+{"index":89,"Rank":176,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
+{"index":230,"Rank":177,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.33,"BIOSSES":72.31,"SICK-R":72.24,"STS12":66.05,"STS13":81.49,"STS14":73.61,"STS15":79.72,"STS16":78.12,"STS17 (en-en)":83.58,"STS22 (en)":59.65,"STSBenchmark":76.52}
+{"index":151,"Rank":178,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":74.23,"BIOSSES":79.76,"SICK-R":70.04,"STS12":64.38,"STS13":76.41,"STS14":69.33,"STS15":80.18,"STS16":79.57,"STS17 (en-en)":81.18,"STS22 (en)":65.51,"STSBenchmark":75.98}
+{"index":274,"Rank":179,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.05,"BIOSSES":69.36,"SICK-R":76.84,"STS12":72.49,"STS13":73.65,"STS14":71.88,"STS15":82.9,"STS16":79.83,"STS17 (en-en)":85.19,"STS22 (en)":48.44,"STSBenchmark":79.93}
+{"index":49,"Rank":180,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":73.7,"BIOSSES":70.87,"SICK-R":70.47,"STS12":64.0,"STS13":78.2,"STS14":70.78,"STS15":80.03,"STS16":78.8,"STS17 (en-en)":83.88,"STS22 (en)":64.39,"STSBenchmark":75.57}
+{"index":272,"Rank":181,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.67,"BIOSSES":74.97,"SICK-R":65.24,"STS12":67.91,"STS13":78.28,"STS14":72.84,"STS15":81.14,"STS16":76.63,"STS17 (en-en)":83.33,"STS22 (en)":61.08,"STSBenchmark":75.32}
+{"index":88,"Rank":182,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.41,"BIOSSES":75.21,"SICK-R":65.93,"STS12":66.53,"STS13":76.17,"STS14":69.05,"STS15":79.24,"STS16":76.07,"STS17 (en-en)":84.95,"STS22 (en)":65.66,"STSBenchmark":75.34}
+{"index":79,"Rank":183,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":72.43,"BIOSSES":77.59,"SICK-R":74.68,"STS12":54.35,"STS13":74.24,"STS14":69.99,"STS15":75.74,"STS16":73.65,"STS17 (en-en)":84.81,"STS22 (en)":62.56,"STSBenchmark":76.72}
+{"index":273,"Rank":184,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.04,"BIOSSES":63.38,"SICK-R":69.79,"STS12":67.06,"STS13":71.54,"STS14":70.59,"STS15":80.27,"STS16":75.76,"STS17 (en-en)":84.94,"STS22 (en)":60.0,"STSBenchmark":77.08}
+{"index":75,"Rank":185,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":71.61,"BIOSSES":75.12,"SICK-R":69.34,"STS12":60.09,"STS13":72.52,"STS14":66.7,"STS15":77.69,"STS16":75.94,"STS17 (en-en)":81.67,"STS22 (en)":63.7,"STSBenchmark":73.36}
+{"index":143,"Rank":186,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":70.81,"BIOSSES":73.97,"SICK-R":68.99,"STS12":58.5,"STS13":74.03,"STS14":66.18,"STS15":75.55,"STS16":73.71,"STS17 (en-en)":80.14,"STS22 (en)":65.65,"STSBenchmark":71.4}
+{"index":239,"Rank":187,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":70.8,"BIOSSES":78.7,"SICK-R":69.99,"STS12":65.08,"STS13":67.98,"STS14":64.03,"STS15":76.59,"STS16":72.98,"STS17 (en-en)":79.45,"STS22 (en)":60.97,"STSBenchmark":72.25}
+{"index":156,"Rank":188,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
+{"index":271,"Rank":189,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":270,"Rank":190,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":11,"Rank":191,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
+{"index":245,"Rank":192,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":62.46,"BIOSSES":50.25,"SICK-R":55.49,"STS12":53.51,"STS13":70.8,"STS14":63.56,"STS15":74.08,"STS16":64.6,"STS17 (en-en)":76.91,"STS22 (en)":53.89,"STSBenchmark":61.55}
+{"index":244,"Rank":193,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":61.85,"BIOSSES":44.93,"SICK-R":55.43,"STS12":54.64,"STS13":69.16,"STS14":60.81,"STS15":72.31,"STS16":65.34,"STS17 (en-en)":77.95,"STS22 (en)":56.35,"STSBenchmark":61.54}
+{"index":243,"Rank":194,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.02,"BIOSSES":64.95,"SICK-R":56.39,"STS12":62.49,"STS13":58.7,"STS14":54.87,"STS15":62.54,"STS16":64.27,"STS17 (en-en)":69.63,"STS22 (en)":55.06,"STSBenchmark":61.26}
+{"index":133,"Rank":195,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":54.36,"BIOSSES":54.7,"SICK-R":58.65,"STS12":30.87,"STS13":59.89,"STS14":47.73,"STS15":60.29,"STS16":63.73,"STS17 (en-en)":64.1,"STS22 (en)":56.37,"STSBenchmark":47.29}
+{"index":269,"Rank":196,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.1,"BIOSSES":21.34,"SICK-R":48.55,"STS12":55.59,"STS13":18.36,"STS14":28.84,"STS15":29.19,"STS16":39.05,"STS17 (en-en)":61.22,"STS22 (en)":44.45,"STSBenchmark":44.39}
+{"index":2,"Rank":198,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":84.17,"SICK-R":73.05,"STS12":66.59,"STS13":83.24,"STS14":73.71,"STS15":82.4,"STS16":"","STS17 (en-en)":80.9,"STS22 (en)":"","STSBenchmark":74.85}
+{"index":43,"Rank":217,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.98}
+{"index":102,"Rank":241,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":61.83}
+{"index":105,"Rank":242,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":67.85,"SICK-R":57.32,"STS12":42.8,"STS13":58.77,"STS14":53.36,"STS15":69.23,"STS16":58.81,"STS17 (en-en)":68.6,"STS22 (en)":"","STSBenchmark":52.67}
+{"index":106,"Rank":243,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":79.98,"STS12":77.64,"STS13":81.23,"STS14":77.94,"STS15":86.87,"STS16":83.31,"STS17 (en-en)":87.35,"STS22 (en)":60.99,"STSBenchmark":""}
+{"index":110,"Rank":244,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":119,"Rank":247,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":83.88,"STS22 (en)":69.01,"STSBenchmark":""}
+{"index":135,"Rank":252,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","BIOSSES":83.38,"SICK-R":79.71,"STS12":78.73,"STS13":79.6,"STS14":79.0,"STS15":87.81,"STS16":85.4,"STS17 (en-en)":87.13,"STS22 (en)":"","STSBenchmark":84.85}
+{"index":140,"Rank":254,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":59.47,"STSBenchmark":""}
{"index":260,"Rank":290,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":47.06,"STSBenchmark":""}
{"index":278,"Rank":294,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
{"index":279,"Rank":295,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
{"index":285,"Rank":299,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
{"index":288,"Rank":300,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
{"index":289,"Rank":301,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
-{"index":301,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
-{"index":302,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
-{"index":303,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
+{"index":302,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
+{"index":303,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
+{"index":304,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
diff --git a/boards_data/en/data_tasks/Summarization/default.jsonl b/boards_data/en/data_tasks/Summarization/default.jsonl
index cc1ae5676aa18d53ece77886e4f1312213b9a0d0..267ada61db61e63219b4114b832fc8d51459bb47 100644
--- a/boards_data/en/data_tasks/Summarization/default.jsonl
+++ b/boards_data/en/data_tasks/Summarization/default.jsonl
@@ -1,189 +1,186 @@
{"index":134,"Rank":1,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"SummEval":33.6}
{"index":207,"Rank":2,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.71}
-{"index":1,"Rank":3,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.63}
-{"index":165,"Rank":4,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"SummEval":32.52}
-{"index":106,"Rank":5,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.47}
-{"index":0,"Rank":6,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.36}
-{"index":164,"Rank":7,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
-{"index":60,"Rank":8,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.12}
-{"index":181,"Rank":9,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.06}
-{"index":117,"Rank":10,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.03}
-{"index":277,"Rank":11,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.93}
-{"index":163,"Rank":12,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.84}
-{"index":111,"Rank":13,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.75}
-{"index":290,"Rank":14,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.75}
+{"index":165,"Rank":3,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"SummEval":32.52}
+{"index":106,"Rank":4,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.47}
+{"index":0,"Rank":5,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.36}
+{"index":164,"Rank":6,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
+{"index":60,"Rank":7,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.12}
+{"index":181,"Rank":8,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.06}
+{"index":117,"Rank":9,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.03}
+{"index":277,"Rank":10,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.93}
+{"index":163,"Rank":11,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.84}
+{"index":111,"Rank":12,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.75}
+{"index":290,"Rank":13,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.75}
+{"index":267,"Rank":14,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
{"index":154,"Rank":15,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"SummEval":31.66}
-{"index":267,"Rank":16,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
+{"index":23,"Rank":16,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
{"index":183,"Rank":17,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":23,"Rank":18,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":188,"Rank":19,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
-{"index":280,"Rank":20,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
-{"index":254,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":31.57}
-{"index":66,"Rank":22,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":138,"Rank":23,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
+{"index":188,"Rank":18,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
+{"index":280,"Rank":19,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
+{"index":254,"Rank":20,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":31.57}
+{"index":138,"Rank":21,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
+{"index":187,"Rank":22,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
+{"index":66,"Rank":23,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
{"index":206,"Rank":24,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.55}
-{"index":187,"Rank":25,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
-{"index":153,"Rank":26,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
-{"index":15,"Rank":27,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"SummEval":31.46}
-{"index":91,"Rank":28,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
-{"index":71,"Rank":29,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
-{"index":170,"Rank":30,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.4}
-{"index":171,"Rank":31,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
-{"index":255,"Rank":32,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
-{"index":109,"Rank":33,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
-{"index":69,"Rank":34,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
-{"index":287,"Rank":35,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
-{"index":17,"Rank":36,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
-{"index":35,"Rank":37,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
-{"index":217,"Rank":38,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.28}
-{"index":77,"Rank":39,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
-{"index":186,"Rank":40,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
-{"index":49,"Rank":41,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
-{"index":75,"Rank":42,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
-{"index":128,"Rank":43,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.22}
-{"index":25,"Rank":44,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
-{"index":225,"Rank":45,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
-{"index":229,"Rank":46,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":153,"Rank":25,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
+{"index":15,"Rank":26,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"SummEval":31.46}
+{"index":91,"Rank":27,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
+{"index":71,"Rank":28,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
+{"index":170,"Rank":29,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.4}
+{"index":171,"Rank":30,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
+{"index":255,"Rank":31,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
+{"index":69,"Rank":32,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
+{"index":287,"Rank":33,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
+{"index":109,"Rank":34,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
+{"index":17,"Rank":35,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
+{"index":35,"Rank":36,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
+{"index":217,"Rank":37,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.28}
+{"index":77,"Rank":38,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
+{"index":186,"Rank":39,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
+{"index":49,"Rank":40,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
+{"index":75,"Rank":41,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
+{"index":128,"Rank":42,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.22}
+{"index":25,"Rank":43,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
+{"index":225,"Rank":44,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
+{"index":266,"Rank":45,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":18,"Rank":46,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
{"index":16,"Rank":47,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEval":31.17}
-{"index":266,"Rank":48,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":18,"Rank":49,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
-{"index":104,"Rank":50,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":229,"Rank":48,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":104,"Rank":49,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":172,"Rank":50,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.16}
{"index":113,"Rank":51,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
-{"index":172,"Rank":52,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.16}
-{"index":230,"Rank":53,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.15}
-{"index":62,"Rank":54,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
-{"index":130,"Rank":55,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
-{"index":307,"Rank":56,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
-{"index":179,"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
+{"index":230,"Rank":52,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.15}
+{"index":62,"Rank":53,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
+{"index":130,"Rank":54,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
+{"index":308,"Rank":55,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
+{"index":179,"Rank":56,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
+{"index":192,"Rank":57,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
{"index":194,"Rank":58,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":21,"Rank":59,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
-{"index":193,"Rank":60,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":195,"Rank":61,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":192,"Rank":62,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":132,"Rank":63,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":151,"Rank":64,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
-{"index":239,"Rank":65,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
-{"index":90,"Rank":66,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
-{"index":308,"Rank":67,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
-{"index":196,"Rank":68,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
-{"index":166,"Rank":69,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
-{"index":9,"Rank":70,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
-{"index":38,"Rank":71,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
-{"index":65,"Rank":72,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
+{"index":193,"Rank":59,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":195,"Rank":60,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":21,"Rank":61,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
+{"index":132,"Rank":62,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
+{"index":151,"Rank":63,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
+{"index":239,"Rank":64,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
+{"index":90,"Rank":65,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
+{"index":309,"Rank":66,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
+{"index":9,"Rank":67,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
+{"index":166,"Rank":68,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
+{"index":196,"Rank":69,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
+{"index":38,"Rank":70,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
+{"index":65,"Rank":71,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
+{"index":8,"Rank":72,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
{"index":76,"Rank":73,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.97}
-{"index":8,"Rank":74,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
-{"index":168,"Rank":75,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.97}
-{"index":182,"Rank":76,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"SummEval":30.97}
-{"index":129,"Rank":77,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.96}
-{"index":70,"Rank":78,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":30.94}
-{"index":19,"Rank":79,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
-{"index":127,"Rank":80,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
-{"index":107,"Rank":81,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
-{"index":286,"Rank":82,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":6,"Rank":83,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":231,"Rank":84,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
-{"index":199,"Rank":85,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
-{"index":241,"Rank":86,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
-{"index":304,"Rank":87,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
-{"index":275,"Rank":88,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
-{"index":22,"Rank":89,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
-{"index":191,"Rank":90,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
-{"index":218,"Rank":91,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.72}
-{"index":103,"Rank":92,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.71}
-{"index":80,"Rank":93,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
-{"index":184,"Rank":94,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
-{"index":226,"Rank":95,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":30.7}
-{"index":253,"Rank":96,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
-{"index":250,"Rank":97,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
-{"index":105,"Rank":98,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.62}
-{"index":180,"Rank":99,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"SummEval":30.62}
-{"index":131,"Rank":100,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.6}
-{"index":20,"Rank":101,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
-{"index":278,"Rank":102,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
-{"index":156,"Rank":103,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
-{"index":190,"Rank":104,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
-{"index":85,"Rank":105,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.52}
-{"index":245,"Rank":106,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
-{"index":221,"Rank":107,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.47}
-{"index":272,"Rank":108,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.45}
-{"index":87,"Rank":109,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"SummEval":30.43}
-{"index":268,"Rank":110,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.42}
-{"index":37,"Rank":111,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.41}
-{"index":101,"Rank":112,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":136,"Rank":113,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":120,"Rank":114,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":223,"Rank":115,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
+{"index":168,"Rank":74,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.97}
+{"index":182,"Rank":75,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"SummEval":30.97}
+{"index":129,"Rank":76,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.96}
+{"index":70,"Rank":77,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":30.94}
+{"index":19,"Rank":78,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
+{"index":127,"Rank":79,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
+{"index":107,"Rank":80,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
+{"index":286,"Rank":81,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
+{"index":231,"Rank":82,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
+{"index":199,"Rank":83,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
+{"index":241,"Rank":84,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
+{"index":305,"Rank":85,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
+{"index":275,"Rank":86,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
+{"index":22,"Rank":87,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
+{"index":191,"Rank":88,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
+{"index":218,"Rank":89,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.72}
+{"index":184,"Rank":90,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
+{"index":103,"Rank":91,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.71}
+{"index":80,"Rank":92,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
+{"index":226,"Rank":93,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":30.7}
+{"index":253,"Rank":94,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
+{"index":250,"Rank":95,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
+{"index":180,"Rank":96,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"SummEval":30.62}
+{"index":105,"Rank":97,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.62}
+{"index":131,"Rank":98,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.6}
+{"index":20,"Rank":99,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
+{"index":278,"Rank":100,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
+{"index":156,"Rank":101,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
+{"index":190,"Rank":102,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
+{"index":85,"Rank":103,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.52}
+{"index":245,"Rank":104,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
+{"index":221,"Rank":105,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.47}
+{"index":272,"Rank":106,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.45}
+{"index":87,"Rank":107,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"SummEval":30.43}
+{"index":268,"Rank":108,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.42}
+{"index":37,"Rank":109,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.41}
+{"index":101,"Rank":110,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":120,"Rank":111,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":136,"Rank":112,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":295,"Rank":113,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":223,"Rank":114,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
+{"index":59,"Rank":115,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.39}
{"index":175,"Rank":116,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":30.39}
-{"index":59,"Rank":117,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.39}
-{"index":92,"Rank":118,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":30.38}
-{"index":47,"Rank":119,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"SummEval":30.37}
-{"index":224,"Rank":120,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
-{"index":108,"Rank":121,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.31}
-{"index":78,"Rank":122,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":30.3}
+{"index":92,"Rank":117,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":30.38}
+{"index":47,"Rank":118,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"SummEval":30.37}
+{"index":224,"Rank":119,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
+{"index":108,"Rank":120,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.31}
+{"index":78,"Rank":121,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":30.3}
+{"index":167,"Rank":122,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
{"index":155,"Rank":123,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"SummEval":30.28}
-{"index":167,"Rank":124,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
+{"index":61,"Rank":124,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
{"index":89,"Rank":125,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.26}
-{"index":61,"Rank":126,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
-{"index":197,"Rank":127,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.25}
-{"index":173,"Rank":128,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.23}
-{"index":249,"Rank":129,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
-{"index":73,"Rank":130,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
+{"index":197,"Rank":126,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.25}
+{"index":173,"Rank":127,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.23}
+{"index":249,"Rank":128,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
+{"index":73,"Rank":129,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
+{"index":169,"Rank":130,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
{"index":57,"Rank":131,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
-{"index":169,"Rank":132,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
-{"index":36,"Rank":133,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.18}
-{"index":26,"Rank":134,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.12}
-{"index":261,"Rank":135,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
-{"index":112,"Rank":136,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":30.1}
-{"index":31,"Rank":137,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":29,"Rank":138,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":28,"Rank":139,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":216,"Rank":140,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":30,"Rank":141,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":258,"Rank":142,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
-{"index":220,"Rank":143,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
-{"index":176,"Rank":144,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.04}
-{"index":74,"Rank":145,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":30.01}
-{"index":72,"Rank":146,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":29.96}
-{"index":305,"Rank":147,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
-{"index":306,"Rank":148,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
-{"index":79,"Rank":149,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":29.91}
-{"index":257,"Rank":150,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":29.91}
-{"index":228,"Rank":151,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
-{"index":114,"Rank":152,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.87}
-{"index":189,"Rank":153,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":29.87}
-{"index":162,"Rank":154,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
-{"index":185,"Rank":155,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
-{"index":126,"Rank":156,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":29.83}
-{"index":48,"Rank":157,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"SummEval":29.82}
-{"index":133,"Rank":158,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
-{"index":284,"Rank":159,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
-{"index":276,"Rank":160,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
-{"index":88,"Rank":161,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
-{"index":139,"Rank":162,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":58,"Rank":163,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":262,"Rank":164,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":247,"Rank":165,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
-{"index":174,"Rank":166,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.65}
-{"index":256,"Rank":167,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
-{"index":219,"Rank":168,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
-{"index":271,"Rank":169,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":270,"Rank":170,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":251,"Rank":171,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
-{"index":248,"Rank":172,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
-{"index":115,"Rank":173,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":29.47}
-{"index":273,"Rank":174,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
-{"index":86,"Rank":175,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
-{"index":64,"Rank":176,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.23}
-{"index":143,"Rank":177,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
-{"index":198,"Rank":178,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
-{"index":274,"Rank":179,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
-{"index":244,"Rank":180,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
-{"index":68,"Rank":181,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
-{"index":222,"Rank":182,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
-{"index":240,"Rank":183,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.9}
-{"index":243,"Rank":184,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
-{"index":125,"Rank":185,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.54}
-{"index":242,"Rank":186,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.49}
-{"index":300,"Rank":187,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
-{"index":11,"Rank":188,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
-{"index":279,"Rank":189,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":0.29}
+{"index":36,"Rank":132,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.18}
+{"index":26,"Rank":133,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.12}
+{"index":261,"Rank":134,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
+{"index":112,"Rank":135,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":30.1}
+{"index":216,"Rank":136,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":30,"Rank":137,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":28,"Rank":138,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":31,"Rank":139,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":29,"Rank":140,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":258,"Rank":141,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
+{"index":220,"Rank":142,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
+{"index":176,"Rank":143,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.04}
+{"index":74,"Rank":144,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":30.01}
+{"index":72,"Rank":145,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":29.96}
+{"index":306,"Rank":146,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.92}
+{"index":257,"Rank":147,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":29.91}
+{"index":79,"Rank":148,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":29.91}
+{"index":114,"Rank":149,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.87}
+{"index":228,"Rank":150,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
+{"index":189,"Rank":151,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":29.87}
+{"index":185,"Rank":152,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
+{"index":162,"Rank":153,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
+{"index":126,"Rank":154,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":29.83}
+{"index":133,"Rank":155,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
+{"index":48,"Rank":156,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"SummEval":29.82}
+{"index":284,"Rank":157,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
+{"index":276,"Rank":158,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
+{"index":88,"Rank":159,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
+{"index":139,"Rank":160,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":262,"Rank":161,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":58,"Rank":162,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":247,"Rank":163,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
+{"index":174,"Rank":164,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.65}
+{"index":256,"Rank":165,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"index":219,"Rank":166,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
+{"index":271,"Rank":167,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":270,"Rank":168,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":248,"Rank":169,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
+{"index":251,"Rank":170,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
+{"index":115,"Rank":171,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":29.47}
+{"index":273,"Rank":172,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
+{"index":86,"Rank":173,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
+{"index":64,"Rank":174,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.23}
+{"index":143,"Rank":175,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
+{"index":198,"Rank":176,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
+{"index":274,"Rank":177,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
+{"index":244,"Rank":178,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
+{"index":68,"Rank":179,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
+{"index":222,"Rank":180,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
+{"index":240,"Rank":181,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.9}
+{"index":243,"Rank":182,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
+{"index":125,"Rank":183,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.54}
+{"index":301,"Rank":184,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
+{"index":11,"Rank":185,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
+{"index":279,"Rank":186,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":0.29}
diff --git a/boards_data/fr/data_overall/default.jsonl b/boards_data/fr/data_overall/default.jsonl
index 811ef6951aa1ee1db41df272ab820c6b8d2a79a3..a65d97e83368a1002aca80347b6ade0aa56499ad 100644
--- a/boards_data/fr/data_overall/default.jsonl
+++ b/boards_data/fr/data_overall/default.jsonl
@@ -35,37 +35,37 @@
{"index":74,"Rank":35,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":50.71,"Classification Average (6 datasets)":61.02,"Clustering Average (7 datasets)":38.35,"PairClassification Average (2 datasets)":74.47,"Reranking Average (2 datasets)":62.02,"Retrieval Average (5 datasets)":31.24,"STS Average (3 datasets)":75.18,"Summarization Average (1 datasets)":29.2}
{"index":76,"Rank":36,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":50.63,"Classification Average (6 datasets)":58.08,"Clustering Average (7 datasets)":40.07,"PairClassification Average (2 datasets)":72.38,"Reranking Average (2 datasets)":64.08,"Retrieval Average (5 datasets)":32.18,"STS Average (3 datasets)":74.49,"Summarization Average (1 datasets)":30.01}
{"index":42,"Rank":37,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":49.61,"Classification Average (6 datasets)":56.63,"Clustering Average (7 datasets)":35.44,"PairClassification Average (2 datasets)":74.74,"Reranking Average (2 datasets)":64.22,"Retrieval Average (5 datasets)":32.37,"STS Average (3 datasets)":77.79,"Summarization Average (1 datasets)":28.77}
-{"index":52,"Rank":38,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":48.33,"Classification Average (6 datasets)":57.72,"Clustering Average (7 datasets)":41.16,"PairClassification Average (2 datasets)":76.08,"Reranking Average (2 datasets)":62.2,"Retrieval Average (5 datasets)":23.44,"STS Average (3 datasets)":65.36,"Summarization Average (1 datasets)":32.22}
-{"index":84,"Rank":39,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":47.6,"Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":78.81,"Reranking Average (2 datasets)":60.88,"Retrieval Average (5 datasets)":24.76,"STS Average (3 datasets)":78.28,"Summarization Average (1 datasets)":29.33}
-{"index":7,"Rank":40,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":45.65,"Classification Average (6 datasets)":60.98,"Clustering Average (7 datasets)":41.21,"PairClassification Average (2 datasets)":80.54,"Reranking Average (2 datasets)":49.98,"Retrieval Average (5 datasets)":12.94,"STS Average (3 datasets)":59.33,"Summarization Average (1 datasets)":28.72}
-{"index":73,"Rank":41,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":44.91,"Classification Average (6 datasets)":50.9,"Clustering Average (7 datasets)":32.84,"PairClassification Average (2 datasets)":72.72,"Reranking Average (2 datasets)":52.68,"Retrieval Average (5 datasets)":30.69,"STS Average (3 datasets)":66.86,"Summarization Average (1 datasets)":27.59}
-{"index":57,"Rank":42,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":43.46,"Classification Average (6 datasets)":54.9,"Clustering Average (7 datasets)":35.04,"PairClassification Average (2 datasets)":73.76,"Reranking Average (2 datasets)":50.86,"Retrieval Average (5 datasets)":17.91,"STS Average (3 datasets)":62.34,"Summarization Average (1 datasets)":29.48}
-{"index":5,"Rank":43,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":41.91,"Classification Average (6 datasets)":53.31,"Clustering Average (7 datasets)":29.92,"PairClassification Average (2 datasets)":81.65,"Reranking Average (2 datasets)":45.61,"Retrieval Average (5 datasets)":16.19,"STS Average (3 datasets)":64.46,"Summarization Average (1 datasets)":31.56}
-{"index":51,"Rank":44,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":41.89,"Classification Average (6 datasets)":48.37,"Clustering Average (7 datasets)":40.43,"PairClassification Average (2 datasets)":70.32,"Reranking Average (2 datasets)":52.62,"Retrieval Average (5 datasets)":13.89,"STS Average (3 datasets)":56.57,"Summarization Average (1 datasets)":30.72}
-{"index":21,"Rank":45,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.22,"Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":34.09,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.49,"STS Average (3 datasets)":50.47,"Summarization Average (1 datasets)":29.13}
-{"index":20,"Rank":46,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.18,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.94,"PairClassification Average (2 datasets)":70.1,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.5,"STS Average (3 datasets)":50.44,"Summarization Average (1 datasets)":29.06}
-{"index":22,"Rank":47,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.12,"Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":33.96,"PairClassification Average (2 datasets)":70.09,"Reranking Average (2 datasets)":44.75,"Retrieval Average (5 datasets)":8.51,"STS Average (3 datasets)":49.93,"Summarization Average (1 datasets)":28.84}
-{"index":50,"Rank":48,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.1,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.82,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":44.74,"Retrieval Average (5 datasets)":8.52,"STS Average (3 datasets)":50.02,"Summarization Average (1 datasets)":28.81}
-{"index":58,"Rank":49,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":31.66,"Classification Average (6 datasets)":30.38,"Clustering Average (7 datasets)":29.03,"PairClassification Average (2 datasets)":70.9,"Reranking Average (2 datasets)":39.82,"Retrieval Average (5 datasets)":7.98,"STS Average (3 datasets)":50.89,"Summarization Average (1 datasets)":23.63}
-{"index":88,"Rank":50,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":30.66,"Classification Average (6 datasets)":30.71,"Clustering Average (7 datasets)":28.62,"PairClassification Average (2 datasets)":68.56,"Reranking Average (2 datasets)":39.01,"Retrieval Average (5 datasets)":4.14,"STS Average (3 datasets)":49.27,"Summarization Average (1 datasets)":28.89}
-{"index":87,"Rank":51,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":30.35,"Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":68.4,"Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":50.52,"Summarization Average (1 datasets)":29.14}
-{"index":47,"Rank":52,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":30.05,"Classification Average (6 datasets)":24.91,"Clustering Average (7 datasets)":27.18,"PairClassification Average (2 datasets)":67.02,"Reranking Average (2 datasets)":45.34,"Retrieval Average (5 datasets)":5.87,"STS Average (3 datasets)":52.12,"Summarization Average (1 datasets)":31.26}
-{"index":48,"Rank":53,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":27.57,"Classification Average (6 datasets)":23.28,"Clustering Average (7 datasets)":22.45,"PairClassification Average (2 datasets)":67.39,"Reranking Average (2 datasets)":45.86,"Retrieval Average (5 datasets)":6.73,"STS Average (3 datasets)":43.49,"Summarization Average (1 datasets)":29.43}
-{"index":49,"Rank":54,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":25.35,"Classification Average (6 datasets)":25.21,"Clustering Average (7 datasets)":25.11,"PairClassification Average (2 datasets)":64.46,"Reranking Average (2 datasets)":34.54,"Retrieval Average (5 datasets)":1.22,"STS Average (3 datasets)":32.93,"Summarization Average (1 datasets)":29.25}
-{"index":6,"Rank":55,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":17,"Rank":59,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":18,"Rank":60,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":19,"Rank":61,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":25,"Rank":64,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":31,"Rank":66,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":32,"Rank":67,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":33,"Rank":68,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":37,"Rank":70,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":38,"Rank":71,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":39,"Rank":72,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":41,"Rank":74,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":44,"Rank":75,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":45,"Rank":76,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":84,"Rank":38,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":47.6,"Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":78.81,"Reranking Average (2 datasets)":60.88,"Retrieval Average (5 datasets)":24.76,"STS Average (3 datasets)":78.28,"Summarization Average (1 datasets)":29.33}
+{"index":7,"Rank":39,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":45.65,"Classification Average (6 datasets)":60.98,"Clustering Average (7 datasets)":41.21,"PairClassification Average (2 datasets)":80.54,"Reranking Average (2 datasets)":49.98,"Retrieval Average (5 datasets)":12.94,"STS Average (3 datasets)":59.33,"Summarization Average (1 datasets)":28.72}
+{"index":73,"Rank":40,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":44.91,"Classification Average (6 datasets)":50.9,"Clustering Average (7 datasets)":32.84,"PairClassification Average (2 datasets)":72.72,"Reranking Average (2 datasets)":52.68,"Retrieval Average (5 datasets)":30.69,"STS Average (3 datasets)":66.86,"Summarization Average (1 datasets)":27.59}
+{"index":57,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":43.46,"Classification Average (6 datasets)":54.9,"Clustering Average (7 datasets)":35.04,"PairClassification Average (2 datasets)":73.76,"Reranking Average (2 datasets)":50.86,"Retrieval Average (5 datasets)":17.91,"STS Average (3 datasets)":62.34,"Summarization Average (1 datasets)":29.48}
+{"index":5,"Rank":42,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":41.91,"Classification Average (6 datasets)":53.31,"Clustering Average (7 datasets)":29.92,"PairClassification Average (2 datasets)":81.65,"Reranking Average (2 datasets)":45.61,"Retrieval Average (5 datasets)":16.19,"STS Average (3 datasets)":64.46,"Summarization Average (1 datasets)":31.56}
+{"index":51,"Rank":43,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":41.89,"Classification Average (6 datasets)":48.37,"Clustering Average (7 datasets)":40.43,"PairClassification Average (2 datasets)":70.32,"Reranking Average (2 datasets)":52.62,"Retrieval Average (5 datasets)":13.89,"STS Average (3 datasets)":56.57,"Summarization Average (1 datasets)":30.72}
+{"index":21,"Rank":44,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.22,"Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":34.09,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.49,"STS Average (3 datasets)":50.47,"Summarization Average (1 datasets)":29.13}
+{"index":20,"Rank":45,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.18,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.94,"PairClassification Average (2 datasets)":70.1,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.5,"STS Average (3 datasets)":50.44,"Summarization Average (1 datasets)":29.06}
+{"index":22,"Rank":46,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.12,"Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":33.96,"PairClassification Average (2 datasets)":70.09,"Reranking Average (2 datasets)":44.75,"Retrieval Average (5 datasets)":8.51,"STS Average (3 datasets)":49.93,"Summarization Average (1 datasets)":28.84}
+{"index":50,"Rank":47,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.1,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.82,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":44.74,"Retrieval Average (5 datasets)":8.52,"STS Average (3 datasets)":50.02,"Summarization Average (1 datasets)":28.81}
+{"index":58,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":31.66,"Classification Average (6 datasets)":30.38,"Clustering Average (7 datasets)":29.03,"PairClassification Average (2 datasets)":70.9,"Reranking Average (2 datasets)":39.82,"Retrieval Average (5 datasets)":7.98,"STS Average (3 datasets)":50.89,"Summarization Average (1 datasets)":23.63}
+{"index":88,"Rank":49,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":30.66,"Classification Average (6 datasets)":30.71,"Clustering Average (7 datasets)":28.62,"PairClassification Average (2 datasets)":68.56,"Reranking Average (2 datasets)":39.01,"Retrieval Average (5 datasets)":4.14,"STS Average (3 datasets)":49.27,"Summarization Average (1 datasets)":28.89}
+{"index":87,"Rank":50,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":30.35,"Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":68.4,"Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":50.52,"Summarization Average (1 datasets)":29.14}
+{"index":47,"Rank":51,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":30.05,"Classification Average (6 datasets)":24.91,"Clustering Average (7 datasets)":27.18,"PairClassification Average (2 datasets)":67.02,"Reranking Average (2 datasets)":45.34,"Retrieval Average (5 datasets)":5.87,"STS Average (3 datasets)":52.12,"Summarization Average (1 datasets)":31.26}
+{"index":48,"Rank":52,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":27.57,"Classification Average (6 datasets)":23.28,"Clustering Average (7 datasets)":22.45,"PairClassification Average (2 datasets)":67.39,"Reranking Average (2 datasets)":45.86,"Retrieval Average (5 datasets)":6.73,"STS Average (3 datasets)":43.49,"Summarization Average (1 datasets)":29.43}
+{"index":49,"Rank":53,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":25.35,"Classification Average (6 datasets)":25.21,"Clustering Average (7 datasets)":25.11,"PairClassification Average (2 datasets)":64.46,"Reranking Average (2 datasets)":34.54,"Retrieval Average (5 datasets)":1.22,"STS Average (3 datasets)":32.93,"Summarization Average (1 datasets)":29.25}
+{"index":6,"Rank":54,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":17,"Rank":58,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":18,"Rank":59,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":19,"Rank":60,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":25,"Rank":63,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":31,"Rank":65,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":32,"Rank":66,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":33,"Rank":67,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":37,"Rank":69,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":38,"Rank":70,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":39,"Rank":71,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":41,"Rank":73,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":44,"Rank":74,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":45,"Rank":75,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":52,"Rank":77,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":"","Classification Average (6 datasets)":57.72,"Clustering Average (7 datasets)":41.16,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":62.2,"Retrieval Average (5 datasets)":23.44,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
{"index":55,"Rank":78,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
{"index":60,"Rank":79,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":68.48,"Clustering Average (7 datasets)":41.33,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":41.15,"STS Average (3 datasets)":72.28,"Summarization Average (1 datasets)":30.28}
{"index":65,"Rank":80,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":52.14,"Clustering Average (7 datasets)":33.75,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
diff --git a/boards_data/fr/data_tasks/PairClassification/default.jsonl b/boards_data/fr/data_tasks/PairClassification/default.jsonl
index d6298665c184f6126b4fe2de35821a357e0f580f..73ff4b222a304246a451924ca8193036fbb55c25 100644
--- a/boards_data/fr/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/fr/data_tasks/PairClassification/default.jsonl
@@ -25,35 +25,34 @@
{"index":89,"Rank":25,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
{"index":2,"Rank":26,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.85,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.83}
{"index":54,"Rank":27,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
-{"index":52,"Rank":28,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
-{"index":75,"Rank":29,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
-{"index":29,"Rank":30,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
-{"index":77,"Rank":31,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
-{"index":53,"Rank":32,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
-{"index":42,"Rank":33,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
-{"index":74,"Rank":34,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
-{"index":1,"Rank":35,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
-{"index":64,"Rank":36,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
-{"index":15,"Rank":37,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
-{"index":56,"Rank":38,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
-{"index":57,"Rank":39,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
-{"index":86,"Rank":40,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
-{"index":73,"Rank":41,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
-{"index":76,"Rank":42,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
-{"index":85,"Rank":43,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
-{"index":70,"Rank":44,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
-{"index":66,"Rank":45,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
-{"index":58,"Rank":46,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
-{"index":51,"Rank":47,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
-{"index":20,"Rank":48,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
-{"index":22,"Rank":49,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
-{"index":21,"Rank":50,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
-{"index":50,"Rank":51,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
-{"index":88,"Rank":52,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
-{"index":87,"Rank":53,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
-{"index":48,"Rank":54,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
-{"index":47,"Rank":55,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
-{"index":49,"Rank":56,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
-{"index":46,"Rank":79,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
+{"index":75,"Rank":28,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
+{"index":29,"Rank":29,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
+{"index":77,"Rank":30,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
+{"index":53,"Rank":31,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
+{"index":42,"Rank":32,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
+{"index":74,"Rank":33,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
+{"index":1,"Rank":34,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
+{"index":64,"Rank":35,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
+{"index":15,"Rank":36,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
+{"index":56,"Rank":37,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
+{"index":57,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
+{"index":86,"Rank":39,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
+{"index":73,"Rank":40,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
+{"index":76,"Rank":41,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
+{"index":85,"Rank":42,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
+{"index":70,"Rank":43,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
+{"index":66,"Rank":44,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
+{"index":58,"Rank":45,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
+{"index":51,"Rank":46,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
+{"index":20,"Rank":47,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
+{"index":22,"Rank":48,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
+{"index":21,"Rank":49,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
+{"index":50,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.08,"OpusparcusPC (fr)":86.77,"PawsXPairClassification (fr)":53.39}
+{"index":88,"Rank":51,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.56,"OpusparcusPC (fr)":83.73,"PawsXPairClassification (fr)":53.38}
+{"index":87,"Rank":52,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
+{"index":48,"Rank":53,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
+{"index":47,"Rank":54,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
+{"index":49,"Rank":55,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
+{"index":46,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
{"index":60,"Rank":81,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
{"index":91,"Rank":92,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
diff --git a/boards_data/fr/data_tasks/STS/default.jsonl b/boards_data/fr/data_tasks/STS/default.jsonl
index ddfe0e641ec91458fb2fb5bc3c775e1abc20fbdc..4d99a68472ca3ecc9859b97f50429588bf9f3977 100644
--- a/boards_data/fr/data_tasks/STS/default.jsonl
+++ b/boards_data/fr/data_tasks/STS/default.jsonl
@@ -40,31 +40,31 @@
{"index":1,"Rank":40,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.82,"STS22 (fr)":70.51,"STSBenchmarkMultilingualSTS (fr)":76.43,"SICKFr":68.51}
{"index":66,"Rank":41,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":68.14,"STS22 (fr)":77.0,"STSBenchmarkMultilingualSTS (fr)":64.93,"SICKFr":62.48}
{"index":73,"Rank":42,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":66.86,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11}
-{"index":52,"Rank":43,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":65.36,"STS22 (fr)":69.82,"STSBenchmarkMultilingualSTS (fr)":61.87,"SICKFr":64.39}
-{"index":5,"Rank":44,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
-{"index":57,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
-{"index":7,"Rank":46,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
-{"index":51,"Rank":47,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
-{"index":47,"Rank":48,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
-{"index":58,"Rank":49,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
-{"index":87,"Rank":50,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
-{"index":21,"Rank":51,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
-{"index":20,"Rank":52,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.44,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"index":50,"Rank":53,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
-{"index":22,"Rank":54,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
-{"index":88,"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
-{"index":48,"Rank":56,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
-{"index":49,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
-{"index":23,"Rank":65,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":25,"Rank":67,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":30,"Rank":68,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":31,"Rank":69,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":32,"Rank":70,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":36,"Rank":72,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":37,"Rank":73,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":38,"Rank":74,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":40,"Rank":76,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":46,"Rank":80,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":5,"Rank":43,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
+{"index":57,"Rank":44,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
+{"index":7,"Rank":45,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
+{"index":51,"Rank":46,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
+{"index":47,"Rank":47,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
+{"index":58,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
+{"index":87,"Rank":49,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
+{"index":21,"Rank":50,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
+{"index":20,"Rank":51,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.44,"STS22 (fr)":40.31,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
+{"index":50,"Rank":52,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
+{"index":22,"Rank":53,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
+{"index":88,"Rank":54,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
+{"index":48,"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
+{"index":49,"Rank":56,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
+{"index":23,"Rank":64,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":25,"Rank":66,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":30,"Rank":67,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":31,"Rank":68,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":32,"Rank":69,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":36,"Rank":71,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":37,"Rank":72,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":38,"Rank":73,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":40,"Rank":75,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":46,"Rank":79,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":52,"Rank":80,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS22 (fr)":79.86,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":65,"Rank":82,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":68,"Rank":84,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":69,"Rank":85,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/boards_data/fr/data_tasks/Summarization/default.jsonl b/boards_data/fr/data_tasks/Summarization/default.jsonl
index 1ea519e24ca67b8e8d38c504c85fc1fdf16f0680..f717ba656c617f286e2945982e11117850a9892d 100644
--- a/boards_data/fr/data_tasks/Summarization/default.jsonl
+++ b/boards_data/fr/data_tasks/Summarization/default.jsonl
@@ -1,57 +1,56 @@
{"index":62,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":32.46}
-{"index":52,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
-{"index":56,"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
-{"index":28,"Rank":4,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
-{"index":78,"Rank":5,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
-{"index":5,"Rank":6,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
-{"index":29,"Rank":7,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
-{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
-{"index":9,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"index":15,"Rank":10,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"index":11,"Rank":11,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
-{"index":16,"Rank":12,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"index":47,"Rank":13,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
-{"index":54,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
-{"index":43,"Rank":15,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
-{"index":1,"Rank":16,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
-{"index":53,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
-{"index":51,"Rank":18,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
-{"index":90,"Rank":19,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":8,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
-{"index":79,"Rank":21,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
-{"index":3,"Rank":22,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
-{"index":27,"Rank":23,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
-{"index":60,"Rank":24,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
-{"index":61,"Rank":25,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
-{"index":77,"Rank":26,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
-{"index":63,"Rank":27,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
+{"index":56,"Rank":2,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
+{"index":28,"Rank":3,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
+{"index":78,"Rank":4,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
+{"index":5,"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
+{"index":29,"Rank":6,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
+{"index":0,"Rank":7,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
+{"index":9,"Rank":8,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
+{"index":15,"Rank":9,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
+{"index":47,"Rank":10,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
+{"index":16,"Rank":11,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
+{"index":11,"Rank":12,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
+{"index":54,"Rank":13,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
+{"index":43,"Rank":14,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
+{"index":1,"Rank":15,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
+{"index":53,"Rank":16,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
+{"index":51,"Rank":17,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
+{"index":90,"Rank":18,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
+{"index":8,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
+{"index":79,"Rank":20,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
+{"index":3,"Rank":21,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
+{"index":27,"Rank":22,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":60,"Rank":23,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
+{"index":61,"Rank":24,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
+{"index":77,"Rank":25,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
+{"index":63,"Rank":26,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
+{"index":26,"Rank":27,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
{"index":64,"Rank":28,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
-{"index":26,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
-{"index":59,"Rank":30,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
-{"index":76,"Rank":31,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
-{"index":4,"Rank":32,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
-{"index":10,"Rank":33,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":34,"Rank":34,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
-{"index":89,"Rank":35,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
-{"index":57,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
-{"index":75,"Rank":37,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
-{"index":48,"Rank":38,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
-{"index":84,"Rank":39,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
-{"index":49,"Rank":40,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
-{"index":74,"Rank":41,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
-{"index":87,"Rank":42,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
-{"index":21,"Rank":43,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
-{"index":20,"Rank":44,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
-{"index":35,"Rank":45,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
-{"index":88,"Rank":46,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
-{"index":22,"Rank":47,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
-{"index":50,"Rank":48,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
-{"index":42,"Rank":49,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
-{"index":7,"Rank":50,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
-{"index":86,"Rank":51,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
-{"index":2,"Rank":52,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
-{"index":66,"Rank":53,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
-{"index":85,"Rank":54,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
-{"index":70,"Rank":55,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
-{"index":73,"Rank":56,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
-{"index":58,"Rank":57,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
+{"index":59,"Rank":29,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
+{"index":76,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
+{"index":4,"Rank":31,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
+{"index":10,"Rank":32,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":34,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
+{"index":89,"Rank":34,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
+{"index":57,"Rank":35,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
+{"index":75,"Rank":36,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
+{"index":48,"Rank":37,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
+{"index":84,"Rank":38,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
+{"index":49,"Rank":39,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
+{"index":74,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
+{"index":87,"Rank":41,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
+{"index":21,"Rank":42,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
+{"index":20,"Rank":43,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
+{"index":35,"Rank":44,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
+{"index":88,"Rank":45,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
+{"index":22,"Rank":46,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
+{"index":50,"Rank":47,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
+{"index":42,"Rank":48,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
+{"index":7,"Rank":49,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
+{"index":86,"Rank":50,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
+{"index":2,"Rank":51,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
+{"index":66,"Rank":52,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
+{"index":85,"Rank":53,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
+{"index":70,"Rank":54,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
+{"index":73,"Rank":55,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
+{"index":58,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
diff --git a/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl b/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
index 65866e767e2f5be3985e2e532f00f237fe5f85ff..caa5b8d1ec931d61cc7e6606a58a9f56291a08f8 100644
--- a/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
+++ b/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
@@ -11,11 +11,12 @@
{"index":13,"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
{"index":6,"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
{"index":1,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
-{"index":20,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
+{"index":21,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
{"index":11,"Rank":15,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
-{"index":14,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
-{"index":4,"Rank":17,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
-{"index":18,"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
-{"index":12,"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
-{"index":10,"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
-{"index":19,"Rank":21,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
+{"index":20,"Rank":16,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.08,"Core17InstructionRetrieval":-0.74,"News21InstructionRetrieval":-1.79,"Robust04InstructionRetrieval":-6.71}
+{"index":14,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
+{"index":4,"Rank":18,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
+{"index":18,"Rank":19,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
+{"index":12,"Rank":20,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
+{"index":10,"Rank":21,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
+{"index":19,"Rank":22,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
diff --git a/boards_data/other-cls/data_tasks/Classification/default.jsonl b/boards_data/other-cls/data_tasks/Classification/default.jsonl
index 896cc37337aa4978ee4a7172836f08331d93e736..2444cbfe5c39f6792920bd6829e82b1c58898274 100644
--- a/boards_data/other-cls/data_tasks/Classification/default.jsonl
+++ b/boards_data/other-cls/data_tasks/Classification/default.jsonl
@@ -1,8 +1,8 @@
-{"index":36,"Rank":1,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
-{"index":79,"Rank":2,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
-{"index":35,"Rank":3,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
-{"index":124,"Rank":4,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
-{"index":58,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
+{"index":79,"Rank":1,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
+{"index":36,"Rank":2,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46}
+{"index":58,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
+{"index":35,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
+{"index":124,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
{"index":78,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.48,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.91,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":86.41,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":59.43,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81}
{"index":76,"Rank":7,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":66.64,"AmazonCounterfactualClassification (de)":74.05,"AmazonCounterfactualClassification (ja)":77.22,"AmazonReviewsClassification (de)":53.26,"AmazonReviewsClassification (es)":50.33,"AmazonReviewsClassification (fr)":36.71,"AmazonReviewsClassification (ja)":48.69,"AmazonReviewsClassification (zh)":46.24,"MTOPDomainClassification (de)":92.98,"MTOPDomainClassification (es)":93.37,"MTOPDomainClassification (fr)":74.8,"MTOPDomainClassification (hi)":88.81,"MTOPDomainClassification (th)":85.52,"MTOPIntentClassification (de)":77.77,"MTOPIntentClassification (es)":79.94,"MTOPIntentClassification (fr)":53.97,"MTOPIntentClassification (hi)":72.91,"MTOPIntentClassification (th)":73.24,"MassiveIntentClassification (af)":66.48,"MassiveIntentClassification (am)":44.29,"MassiveIntentClassification (ar)":63.17,"MassiveIntentClassification (az)":64.23,"MassiveIntentClassification (bn)":64.94,"MassiveIntentClassification (cy)":55.48,"MassiveIntentClassification (de)":74.09,"MassiveIntentClassification (el)":68.31,"MassiveIntentClassification (es)":75.09,"MassiveIntentClassification (fa)":72.21,"MassiveIntentClassification (fi)":68.74,"MassiveIntentClassification (fr)":46.39,"MassiveIntentClassification (he)":66.22,"MassiveIntentClassification (hi)":69.45,"MassiveIntentClassification (hu)":69.41,"MassiveIntentClassification (hy)":56.92,"MassiveIntentClassification (id)":72.71,"MassiveIntentClassification (is)":59.91,"MassiveIntentClassification (it)":75.25,"MassiveIntentClassification (ja)":76.36,"MassiveIntentClassification (jv)":57.92,"MassiveIntentClassification (ka)":52.55,"MassiveIntentClassification (km)":46.45,"MassiveIntentClassification (kn)":53.96,"MassiveIntentClassification (ko)":74.21,"MassiveIntentClassification (lv)":59.23,"MassiveIntentClassification (ml)":51.45,"MassiveIntentClassification (mn)":51.38,"MassiveIntentClassification (ms)":69.85,"MassiveIntentClassification (my)":49.15,"MassiveIntentClassification (nl)":74.83,"MassiveIntentClassification (pt)":75.27,"MassiveIntentClassification (ro)":69.63,"MassiveIntentClassification (ru)":76.63,"MassiveIntentClassification (sl)":67.15,"MassiveIntentClassification (sq)":58.84,"MassiveIntentClassification (sw)":57.37,"MassiveIntentClassification (ta)":53.15,"MassiveIntentClassification (te)":51.51,"MassiveIntentClassification (th)":66.91,"MassiveIntentClassification (tl)":68.73,"MassiveIntentClassification (tr)":72.07,"MassiveIntentClassification (ur)":62.09,"MassiveIntentClassification (vi)":71.17,"MassiveIntentClassification (zh-TW)":71.14,"MassiveScenarioClassification (af)":73.37,"MassiveScenarioClassification (am)":47.21,"MassiveScenarioClassification (ar)":69.84,"MassiveScenarioClassification (az)":67.0,"MassiveScenarioClassification (bn)":68.05,"MassiveScenarioClassification (cy)":61.88,"MassiveScenarioClassification (de)":79.03,"MassiveScenarioClassification (el)":72.97,"MassiveScenarioClassification (es)":78.84,"MassiveScenarioClassification (fa)":76.74,"MassiveScenarioClassification (fi)":71.22,"MassiveScenarioClassification (fr)":53.86,"MassiveScenarioClassification (he)":69.64,"MassiveScenarioClassification (hi)":73.51,"MassiveScenarioClassification (hu)":74.06,"MassiveScenarioClassification (hy)":59.55,"MassiveScenarioClassification (id)":77.41,"MassiveScenarioClassification (is)":66.58,"MassiveScenarioClassification (it)":78.39,"MassiveScenarioClassification (ja)":79.62,"MassiveScenarioClassification (jv)":64.29,"MassiveScenarioClassification (ka)":57.52,"MassiveScenarioClassification (km)":52.42,"MassiveScenarioClassification (kn)":58.55,"MassiveScenarioClassification (ko)":78.89,"MassiveScenarioClassification (lv)":63.5,"MassiveScenarioClassification (ml)":54.03,"MassiveScenarioClassification (mn)":54.24,"MassiveScenarioClassification (ms)":75.53,"MassiveScenarioClassification (my)":52.19,"MassiveScenarioClassification (nl)":78.48,"MassiveScenarioClassification (pt)":77.96,"MassiveScenarioClassification (ro)":73.19,"MassiveScenarioClassification (ru)":80.52,"MassiveScenarioClassification (sl)":73.66,"MassiveScenarioClassification (sq)":64.03,"MassiveScenarioClassification (sw)":64.66,"MassiveScenarioClassification (ta)":57.76,"MassiveScenarioClassification (te)":57.27,"MassiveScenarioClassification (th)":72.46,"MassiveScenarioClassification (tl)":73.71,"MassiveScenarioClassification (tr)":75.04,"MassiveScenarioClassification (ur)":67.05,"MassiveScenarioClassification (vi)":75.52,"MassiveScenarioClassification (zh-TW)":76.87}
{"index":77,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":64.32,"AmazonCounterfactualClassification (de)":71.72,"AmazonCounterfactualClassification (ja)":73.33,"AmazonReviewsClassification (de)":41.83,"AmazonReviewsClassification (es)":40.53,"AmazonReviewsClassification (fr)":40.94,"AmazonReviewsClassification (ja)":37.44,"AmazonReviewsClassification (zh)":37.23,"MTOPDomainClassification (de)":89.63,"MTOPDomainClassification (es)":90.59,"MTOPDomainClassification (fr)":84.79,"MTOPDomainClassification (hi)":87.32,"MTOPDomainClassification (th)":86.24,"MTOPIntentClassification (de)":71.23,"MTOPIntentClassification (es)":71.27,"MTOPIntentClassification (fr)":55.51,"MTOPIntentClassification (hi)":69.24,"MTOPIntentClassification (th)":71.71,"MassiveIntentClassification (af)":59.98,"MassiveIntentClassification (am)":53.66,"MassiveIntentClassification (ar)":57.46,"MassiveIntentClassification (az)":62.59,"MassiveIntentClassification (bn)":61.13,"MassiveIntentClassification (cy)":50.06,"MassiveIntentClassification (de)":66.09,"MassiveIntentClassification (el)":64.68,"MassiveIntentClassification (es)":68.4,"MassiveIntentClassification (fa)":67.25,"MassiveIntentClassification (fi)":65.78,"MassiveIntentClassification (fr)":67.95,"MassiveIntentClassification (he)":62.05,"MassiveIntentClassification (hi)":64.95,"MassiveIntentClassification (hu)":64.97,"MassiveIntentClassification (hy)":60.08,"MassiveIntentClassification (id)":66.64,"MassiveIntentClassification (is)":56.39,"MassiveIntentClassification (it)":68.93,"MassiveIntentClassification (ja)":68.94,"MassiveIntentClassification (jv)":54.26,"MassiveIntentClassification (ka)":48.99,"MassiveIntentClassification (km)":44.69,"MassiveIntentClassification (kn)":59.19,"MassiveIntentClassification (ko)":66.34,"MassiveIntentClassification (lv)":60.34,"MassiveIntentClassification (ml)":63.09,"MassiveIntentClassification (mn)":58.76,"MassiveIntentClassification (ms)":62.48,"MassiveIntentClassification (my)":58.56,"MassiveIntentClassification (nl)":67.3,"MassiveIntentClassification (pt)":68.98,"MassiveIntentClassification (ro)":65.54,"MassiveIntentClassification (ru)":69.02,"MassiveIntentClassification (sl)":62.35,"MassiveIntentClassification (sq)":61.23,"MassiveIntentClassification (sw)":56.0,"MassiveIntentClassification (ta)":58.71,"MassiveIntentClassification (te)":59.72,"MassiveIntentClassification (th)":65.6,"MassiveIntentClassification (tl)":60.86,"MassiveIntentClassification (tr)":67.41,"MassiveIntentClassification (ur)":61.52,"MassiveIntentClassification (vi)":66.17,"MassiveIntentClassification (zh-TW)":64.65,"MassiveScenarioClassification (af)":65.09,"MassiveScenarioClassification (am)":58.52,"MassiveScenarioClassification (ar)":62.24,"MassiveScenarioClassification (az)":63.75,"MassiveScenarioClassification (bn)":65.0,"MassiveScenarioClassification (cy)":52.84,"MassiveScenarioClassification (de)":71.95,"MassiveScenarioClassification (el)":70.18,"MassiveScenarioClassification (es)":71.5,"MassiveScenarioClassification (fa)":70.25,"MassiveScenarioClassification (fi)":69.13,"MassiveScenarioClassification (fr)":71.89,"MassiveScenarioClassification (he)":67.44,"MassiveScenarioClassification (hi)":69.16,"MassiveScenarioClassification (hu)":70.75,"MassiveScenarioClassification (hy)":63.14,"MassiveScenarioClassification (id)":70.7,"MassiveScenarioClassification (is)":60.94,"MassiveScenarioClassification (it)":72.32,"MassiveScenarioClassification (ja)":74.65,"MassiveScenarioClassification (jv)":59.69,"MassiveScenarioClassification (ka)":54.37,"MassiveScenarioClassification (km)":48.31,"MassiveScenarioClassification (kn)":62.15,"MassiveScenarioClassification (ko)":72.45,"MassiveScenarioClassification (lv)":62.81,"MassiveScenarioClassification (ml)":68.04,"MassiveScenarioClassification (mn)":61.44,"MassiveScenarioClassification (ms)":66.9,"MassiveScenarioClassification (my)":61.64,"MassiveScenarioClassification (nl)":72.11,"MassiveScenarioClassification (pt)":70.83,"MassiveScenarioClassification (ro)":69.19,"MassiveScenarioClassification (ru)":72.99,"MassiveScenarioClassification (sl)":65.26,"MassiveScenarioClassification (sq)":66.49,"MassiveScenarioClassification (sw)":59.89,"MassiveScenarioClassification (ta)":62.38,"MassiveScenarioClassification (te)":62.59,"MassiveScenarioClassification (th)":71.61,"MassiveScenarioClassification (tl)":62.74,"MassiveScenarioClassification (tr)":71.67,"MassiveScenarioClassification (ur)":64.64,"MassiveScenarioClassification (vi)":70.01,"MassiveScenarioClassification (zh-TW)":70.69}
diff --git a/boards_data/other-sts/data_tasks/STS/default.jsonl b/boards_data/other-sts/data_tasks/STS/default.jsonl
index 3cd999393216fb6b227f8fdd0e0b903d83081adf..a241545232ceee6e21ad61947879f967d2d31803 100644
--- a/boards_data/other-sts/data_tasks/STS/default.jsonl
+++ b/boards_data/other-sts/data_tasks/STS/default.jsonl
@@ -1,292 +1,289 @@
-{"index":21,"Rank":1,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46}
-{"index":161,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.17,"STS17 (ar-ar)":81.87,"STS17 (en-ar)":77.93,"STS17 (en-de)":87.3,"STS17 (en-tr)":72.56,"STS17 (es-en)":88.24,"STS17 (es-es)":87.46,"STS17 (fr-en)":88.06,"STS17 (it-en)":89.68,"STS17 (ko-ko)":83.69,"STS17 (nl-en)":88.25,"STS22 (ar)":54.12,"STS22 (de)":49.12,"STS22 (de-en)":60.92,"STS22 (de-fr)":61.39,"STS22 (de-pl)":54.47,"STS22 (es)":67.0,"STS22 (es-en)":75.84,"STS22 (es-it)":75.04,"STS22 (fr)":69.82,"STS22 (fr-pl)":84.52,"STS22 (it)":75.87,"STS22 (pl)":39.21,"STS22 (pl-en)":73.18,"STS22 (ru)":60.83,"STS22 (tr)":68.72,"STS22 (zh-en)":71.88,"STSBenchmark":88.6}
-{"index":131,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":54,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":252,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":165,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.66,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
-{"index":117,"Rank":7,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.85,"STS17 (ar-ar)":79.38,"STS17 (en-ar)":58.76,"STS17 (en-de)":76.13,"STS17 (en-tr)":55.53,"STS17 (es-en)":72.26,"STS17 (es-es)":85.06,"STS17 (fr-en)":75.63,"STS17 (it-en)":71.36,"STS17 (ko-ko)":80.79,"STS17 (nl-en)":71.99,"STS22 (ar)":57.44,"STS22 (de)":60.12,"STS22 (de-en)":53.36,"STS22 (de-fr)":58.25,"STS22 (de-pl)":48.47,"STS22 (es)":68.57,"STS22 (es-en)":77.41,"STS22 (es-it)":74.69,"STS22 (fr)":81.47,"STS22 (fr-pl)":73.25,"STS22 (it)":79.28,"STS22 (pl)":42.08,"STS22 (pl-en)":77.5,"STS22 (ru)":61.71,"STS22 (tr)":66.62,"STS22 (zh-en)":69.87,"STSBenchmark":81.95}
-{"index":164,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.84,"STS17 (ar-ar)":74.52,"STS17 (en-ar)":71.27,"STS17 (en-de)":82.09,"STS17 (en-tr)":63.33,"STS17 (es-en)":76.5,"STS17 (es-es)":86.74,"STS17 (fr-en)":80.18,"STS17 (it-en)":80.15,"STS17 (ko-ko)":79.95,"STS17 (nl-en)":79.25,"STS22 (ar)":57.87,"STS22 (de)":55.95,"STS22 (de-en)":54.93,"STS22 (de-fr)":59.47,"STS22 (de-pl)":39.35,"STS22 (es)":66.58,"STS22 (es-en)":73.99,"STS22 (es-it)":66.46,"STS22 (fr)":74.8,"STS22 (fr-pl)":73.25,"STS22 (it)":77.76,"STS22 (pl)":34.07,"STS22 (pl-en)":70.37,"STS22 (ru)":60.66,"STS22 (tr)":63.7,"STS22 (zh-en)":69.92,"STSBenchmark":85.64}
-{"index":167,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.08,"STS17 (ar-ar)":73.03,"STS17 (en-ar)":57.41,"STS17 (en-de)":77.24,"STS17 (en-tr)":55.97,"STS17 (es-en)":72.44,"STS17 (es-es)":84.84,"STS17 (fr-en)":72.29,"STS17 (it-en)":77.33,"STS17 (ko-ko)":78.87,"STS17 (nl-en)":75.38,"STS22 (ar)":56.65,"STS22 (de)":53.45,"STS22 (de-en)":56.49,"STS22 (de-fr)":60.57,"STS22 (de-pl)":28.24,"STS22 (es)":66.88,"STS22 (es-en)":74.57,"STS22 (es-it)":71.81,"STS22 (fr)":76.58,"STS22 (fr-pl)":84.52,"STS22 (it)":76.53,"STS22 (pl)":35.8,"STS22 (pl-en)":72.69,"STS22 (ru)":59.9,"STS22 (tr)":63.71,"STS22 (zh-en)":63.74,"STSBenchmark":84.11}
-{"index":229,"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":66.01,"STS17 (ar-ar)":69.07,"STS17 (en-ar)":74.51,"STS17 (en-de)":73.85,"STS17 (en-tr)":72.07,"STS17 (es-en)":65.71,"STS17 (es-es)":80.83,"STS17 (fr-en)":76.98,"STS17 (it-en)":76.99,"STS17 (ko-ko)":71.32,"STS17 (nl-en)":75.22,"STS22 (ar)":57.67,"STS22 (de)":48.58,"STS22 (de-en)":50.14,"STS22 (de-fr)":53.28,"STS22 (de-pl)":58.69,"STS22 (es)":63.18,"STS22 (es-en)":71.86,"STS22 (es-it)":69.69,"STS22 (fr)":77.95,"STS22 (fr-pl)":61.98,"STS22 (it)":72.22,"STS22 (pl)":39.28,"STS22 (pl-en)":69.41,"STS22 (ru)":57.49,"STS22 (tr)":58.15,"STS22 (zh-en)":64.02,"STSBenchmark":72.25}
-{"index":251,"Rank":11,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.66,"STS17 (ar-ar)":78.03,"STS17 (en-ar)":78.6,"STS17 (en-de)":81.48,"STS17 (en-tr)":76.34,"STS17 (es-en)":81.81,"STS17 (es-es)":87.91,"STS17 (fr-en)":78.06,"STS17 (it-en)":80.98,"STS17 (ko-ko)":68.24,"STS17 (nl-en)":81.0,"STS22 (ar)":54.51,"STS22 (de)":46.89,"STS22 (de-en)":45.0,"STS22 (de-fr)":49.43,"STS22 (de-pl)":39.32,"STS22 (es)":58.94,"STS22 (es-en)":67.71,"STS22 (es-it)":50.79,"STS22 (fr)":74.1,"STS22 (fr-pl)":73.25,"STS22 (it)":65.86,"STS22 (pl)":34.81,"STS22 (pl-en)":60.17,"STS22 (ru)":54.51,"STS22 (tr)":57.29,"STS22 (zh-en)":61.29,"STSBenchmark":86.45}
-{"index":63,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.52,"STS17 (ar-ar)":76.04,"STS17 (en-ar)":77.6,"STS17 (en-de)":70.4,"STS17 (en-tr)":71.04,"STS17 (es-en)":81.59,"STS17 (es-es)":82.77,"STS17 (fr-en)":77.16,"STS17 (it-en)":81.52,"STS17 (ko-ko)":77.0,"STS17 (nl-en)":80.7,"STS22 (ar)":52.61,"STS22 (de)":41.84,"STS22 (de-en)":49.09,"STS22 (de-fr)":50.6,"STS22 (de-pl)":50.44,"STS22 (es)":57.23,"STS22 (es-en)":67.29,"STS22 (es-it)":57.93,"STS22 (fr)":72.79,"STS22 (fr-pl)":73.25,"STS22 (it)":64.17,"STS22 (pl)":36.37,"STS22 (pl-en)":67.72,"STS22 (ru)":53.35,"STS22 (tr)":52.71,"STS22 (zh-en)":64.45,"STSBenchmark":81.34}
-{"index":236,"Rank":13,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":65.43,"STS17 (ar-ar)":77.34,"STS17 (en-ar)":77.46,"STS17 (en-de)":80.24,"STS17 (en-tr)":74.34,"STS17 (es-en)":77.4,"STS17 (es-es)":83.71,"STS17 (fr-en)":79.28,"STS17 (it-en)":80.82,"STS17 (ko-ko)":76.4,"STS17 (nl-en)":80.51,"STS22 (ar)":49.04,"STS22 (de)":35.73,"STS22 (de-en)":47.51,"STS22 (de-fr)":60.76,"STS22 (de-pl)":36.09,"STS22 (es)":59.34,"STS22 (es-en)":68.96,"STS22 (es-it)":63.28,"STS22 (fr)":76.41,"STS22 (fr-pl)":61.98,"STS22 (it)":65.1,"STS22 (pl)":34.58,"STS22 (pl-en)":71.33,"STS22 (ru)":52.4,"STS22 (tr)":54.07,"STS22 (zh-en)":61.75,"STSBenchmark":80.75}
-{"index":170,"Rank":14,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.1,"STS17 (ar-ar)":81.13,"STS17 (en-ar)":79.64,"STS17 (en-de)":52.52,"STS17 (en-tr)":4.75,"STS17 (es-en)":85.41,"STS17 (es-es)":87.33,"STS17 (fr-en)":83.96,"STS17 (it-en)":45.62,"STS17 (ko-ko)":61.89,"STS17 (nl-en)":46.69,"STS22 (ar)":55.0,"STS22 (de)":37.51,"STS22 (de-en)":51.66,"STS22 (de-fr)":39.66,"STS22 (de-pl)":26.11,"STS22 (es)":59.79,"STS22 (es-en)":73.59,"STS22 (es-it)":67.83,"STS22 (fr)":77.1,"STS22 (fr-pl)":84.52,"STS22 (it)":68.87,"STS22 (pl)":27.98,"STS22 (pl-en)":60.77,"STS22 (ru)":43.14,"STS22 (tr)":42.33,"STS22 (zh-en)":65.01,"STSBenchmark":85.79}
-{"index":127,"Rank":15,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":58.34,"STS17 (ar-ar)":76.42,"STS17 (en-ar)":78.07,"STS17 (en-de)":59.1,"STS17 (en-tr)":11.8,"STS17 (es-en)":78.22,"STS17 (es-es)":86.0,"STS17 (fr-en)":80.46,"STS17 (it-en)":51.58,"STS17 (ko-ko)":66.89,"STS17 (nl-en)":45.85,"STS22 (ar)":58.67,"STS22 (de)":30.05,"STS22 (de-en)":51.16,"STS22 (de-fr)":53.28,"STS22 (de-pl)":43.05,"STS22 (es)":65.41,"STS22 (es-en)":75.06,"STS22 (es-it)":65.5,"STS22 (fr)":80.38,"STS22 (fr-pl)":28.17,"STS22 (it)":65.65,"STS22 (pl)":31.13,"STS22 (pl-en)":53.31,"STS22 (ru)":43.36,"STS22 (tr)":47.14,"STS22 (zh-en)":68.45,"STSBenchmark":80.9}
-{"index":147,"Rank":16,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.22,"STS17 (ar-ar)":74.97,"STS17 (en-ar)":74.05,"STS17 (en-de)":74.95,"STS17 (en-tr)":77.18,"STS17 (es-en)":72.25,"STS17 (es-es)":80.65,"STS17 (fr-en)":77.2,"STS17 (it-en)":78.67,"STS17 (ko-ko)":66.14,"STS17 (nl-en)":78.14,"STS22 (ar)":40.25,"STS22 (de)":24.09,"STS22 (de-en)":34.28,"STS22 (de-fr)":41.29,"STS22 (de-pl)":25.81,"STS22 (es)":55.4,"STS22 (es-en)":57.82,"STS22 (es-it)":49.13,"STS22 (fr)":61.72,"STS22 (fr-pl)":61.98,"STS22 (it)":62.2,"STS22 (pl)":25.31,"STS22 (pl-en)":44.72,"STS22 (ru)":43.57,"STS22 (tr)":46.46,"STS22 (zh-en)":49.19,"STSBenchmark":67.39}
-{"index":11,"Rank":17,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":52.31,"STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77}
-{"index":172,"Rank":18,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.04,"STS17 (ar-ar)":80.6,"STS17 (en-ar)":72.6,"STS17 (en-de)":40.34,"STS17 (en-tr)":6.79,"STS17 (es-en)":81.8,"STS17 (es-es)":85.65,"STS17 (fr-en)":79.94,"STS17 (it-en)":34.8,"STS17 (ko-ko)":57.28,"STS17 (nl-en)":33.58,"STS22 (ar)":54.82,"STS22 (de)":26.63,"STS22 (de-en)":49.55,"STS22 (de-fr)":22.36,"STS22 (de-pl)":35.32,"STS22 (es)":56.31,"STS22 (es-en)":71.03,"STS22 (es-it)":61.3,"STS22 (fr)":61.35,"STS22 (fr-pl)":73.25,"STS22 (it)":62.61,"STS22 (pl)":15.06,"STS22 (pl-en)":43.72,"STS22 (ru)":28.77,"STS22 (tr)":22.11,"STS22 (zh-en)":63.9,"STSBenchmark":83.63}
-{"index":247,"Rank":19,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":50.06,"STS17 (ar-ar)":11.13,"STS17 (en-ar)":-3.93,"STS17 (en-de)":79.04,"STS17 (en-tr)":13.61,"STS17 (es-en)":71.72,"STS17 (es-es)":83.42,"STS17 (fr-en)":71.38,"STS17 (it-en)":69.5,"STS17 (ko-ko)":9.61,"STS17 (nl-en)":66.12,"STS22 (ar)":29.6,"STS22 (de)":47.72,"STS22 (de-en)":49.64,"STS22 (de-fr)":62.21,"STS22 (de-pl)":34.34,"STS22 (es)":58.16,"STS22 (es-en)":69.15,"STS22 (es-it)":65.26,"STS22 (fr)":77.49,"STS22 (fr-pl)":50.71,"STS22 (it)":66.91,"STS22 (pl)":27.04,"STS22 (pl-en)":58.85,"STS22 (ru)":26.63,"STS22 (tr)":43.36,"STS22 (zh-en)":29.0,"STSBenchmark":83.93}
-{"index":239,"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":49.47,"STS17 (ar-ar)":9.06,"STS17 (en-ar)":-3.22,"STS17 (en-de)":70.38,"STS17 (en-tr)":17.17,"STS17 (es-en)":60.24,"STS17 (es-es)":81.93,"STS17 (fr-en)":62.17,"STS17 (it-en)":59.11,"STS17 (ko-ko)":8.9,"STS17 (nl-en)":56.91,"STS22 (ar)":37.66,"STS22 (de)":50.58,"STS22 (de-en)":53.63,"STS22 (de-fr)":55.72,"STS22 (de-pl)":27.99,"STS22 (es)":59.14,"STS22 (es-en)":69.99,"STS22 (es-it)":60.94,"STS22 (fr)":79.43,"STS22 (fr-pl)":61.98,"STS22 (it)":67.14,"STS22 (pl)":33.74,"STS22 (pl-en)":60.18,"STS22 (ru)":32.69,"STS22 (tr)":55.79,"STS22 (zh-en)":28.85,"STSBenchmark":77.65}
-{"index":56,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.36,"STS17 (ar-ar)":46.8,"STS17 (en-ar)":-0.78,"STS17 (en-de)":47.5,"STS17 (en-tr)":4.18,"STS17 (es-en)":44.27,"STS17 (es-es)":79.22,"STS17 (fr-en)":47.15,"STS17 (it-en)":42.65,"STS17 (ko-ko)":39.79,"STS17 (nl-en)":36.6,"STS22 (ar)":25.06,"STS22 (de)":39.49,"STS22 (de-en)":54.22,"STS22 (de-fr)":48.91,"STS22 (de-pl)":33.04,"STS22 (es)":59.47,"STS22 (es-en)":66.65,"STS22 (es-it)":64.37,"STS22 (fr)":79.88,"STS22 (fr-pl)":39.44,"STS22 (it)":68.15,"STS22 (pl)":35.38,"STS22 (pl-en)":62.7,"STS22 (ru)":30.62,"STS22 (tr)":45.65,"STS22 (zh-en)":49.25,"STSBenchmark":88.96}
-{"index":238,"Rank":22,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":46.79,"STS17 (ar-ar)":10.19,"STS17 (en-ar)":-5.77,"STS17 (en-de)":67.43,"STS17 (en-tr)":8.75,"STS17 (es-en)":54.96,"STS17 (es-es)":82.74,"STS17 (fr-en)":60.5,"STS17 (it-en)":46.26,"STS17 (ko-ko)":8.96,"STS17 (nl-en)":47.48,"STS22 (ar)":34.97,"STS22 (de)":51.7,"STS22 (de-en)":48.76,"STS22 (de-fr)":57.5,"STS22 (de-pl)":32.76,"STS22 (es)":57.49,"STS22 (es-en)":67.76,"STS22 (es-it)":57.18,"STS22 (fr)":78.7,"STS22 (fr-pl)":61.98,"STS22 (it)":67.67,"STS22 (pl)":30.68,"STS22 (pl-en)":54.17,"STS22 (ru)":15.36,"STS22 (tr)":58.12,"STS22 (zh-en)":29.42,"STSBenchmark":77.6}
-{"index":246,"Rank":23,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":44.35,"STS17 (ar-ar)":10.75,"STS17 (en-ar)":-4.71,"STS17 (en-de)":73.62,"STS17 (en-tr)":-0.42,"STS17 (es-en)":62.62,"STS17 (es-es)":82.74,"STS17 (fr-en)":67.86,"STS17 (it-en)":51.86,"STS17 (ko-ko)":9.44,"STS17 (nl-en)":45.95,"STS22 (ar)":27.01,"STS22 (de)":43.73,"STS22 (de-en)":49.93,"STS22 (de-fr)":61.58,"STS22 (de-pl)":38.83,"STS22 (es)":57.68,"STS22 (es-en)":68.09,"STS22 (es-it)":61.58,"STS22 (fr)":75.01,"STS22 (fr-pl)":5.63,"STS22 (it)":62.01,"STS22 (pl)":25.0,"STS22 (pl-en)":51.72,"STS22 (ru)":14.21,"STS22 (tr)":47.3,"STS22 (zh-en)":23.1,"STSBenchmark":85.36}
-{"index":245,"Rank":24,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.17,"STS17 (ar-ar)":13.36,"STS17 (en-ar)":-5.65,"STS17 (en-de)":67.11,"STS17 (en-tr)":-0.02,"STS17 (es-en)":47.72,"STS17 (es-es)":79.94,"STS17 (fr-en)":56.61,"STS17 (it-en)":30.46,"STS17 (ko-ko)":10.06,"STS17 (nl-en)":36.46,"STS22 (ar)":31.2,"STS22 (de)":42.08,"STS22 (de-en)":46.9,"STS22 (de-fr)":55.04,"STS22 (de-pl)":33.94,"STS22 (es)":53.81,"STS22 (es-en)":65.19,"STS22 (es-it)":55.29,"STS22 (fr)":77.69,"STS22 (fr-pl)":28.17,"STS22 (it)":60.65,"STS22 (pl)":24.42,"STS22 (pl-en)":42.97,"STS22 (ru)":12.13,"STS22 (tr)":40.45,"STS22 (zh-en)":20.15,"STSBenchmark":85.52}
-{"index":231,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":37.71,"STS17 (ar-ar)":50.89,"STS17 (en-ar)":-4.28,"STS17 (en-de)":35.82,"STS17 (en-tr)":4.5,"STS17 (es-en)":16.31,"STS17 (es-es)":76.12,"STS17 (fr-en)":37.09,"STS17 (it-en)":24.45,"STS17 (ko-ko)":43.39,"STS17 (nl-en)":29.0,"STS22 (ar)":22.64,"STS22 (de)":31.04,"STS22 (de-en)":44.04,"STS22 (de-fr)":30.07,"STS22 (de-pl)":4.93,"STS22 (es)":54.78,"STS22 (es-en)":53.42,"STS22 (es-it)":44.27,"STS22 (fr)":77.0,"STS22 (fr-pl)":50.71,"STS22 (it)":60.4,"STS22 (pl)":26.77,"STS22 (pl-en)":32.8,"STS22 (ru)":14.72,"STS22 (tr)":33.69,"STS22 (zh-en)":41.64,"STSBenchmark":82.03}
-{"index":80,"Rank":26,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.32,"STS17 (ar-ar)":55.62,"STS17 (en-ar)":8.21,"STS17 (en-de)":30.18,"STS17 (en-tr)":1.04,"STS17 (es-en)":28.78,"STS17 (es-es)":71.88,"STS17 (fr-en)":26.34,"STS17 (it-en)":20.73,"STS17 (ko-ko)":52.39,"STS17 (nl-en)":25.05,"STS22 (ar)":28.19,"STS22 (de)":21.99,"STS22 (de-en)":53.07,"STS22 (de-fr)":32.97,"STS22 (de-pl)":20.45,"STS22 (es)":49.81,"STS22 (es-en)":49.51,"STS22 (es-it)":45.78,"STS22 (fr)":67.66,"STS22 (fr-pl)":61.98,"STS22 (it)":48.25,"STS22 (pl)":23.31,"STS22 (pl-en)":36.8,"STS22 (ru)":9.07,"STS22 (tr)":34.66,"STS22 (zh-en)":28.68,"STSBenchmark":75.34}
-{"index":230,"Rank":27,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":34.57,"STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09}
-{"index":81,"Rank":28,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.72,"STS17 (ar-ar)":54.16,"STS17 (en-ar)":1.72,"STS17 (en-de)":25.48,"STS17 (en-tr)":2.09,"STS17 (es-en)":21.93,"STS17 (es-es)":67.8,"STS17 (fr-en)":18.91,"STS17 (it-en)":16.39,"STS17 (ko-ko)":45.66,"STS17 (nl-en)":23.49,"STS22 (ar)":5.17,"STS22 (de)":11.0,"STS22 (de-en)":53.93,"STS22 (de-fr)":25.11,"STS22 (de-pl)":20.94,"STS22 (es)":43.05,"STS22 (es-en)":32.74,"STS22 (es-it)":35.99,"STS22 (fr)":54.56,"STS22 (fr-pl)":5.63,"STS22 (it)":33.68,"STS22 (pl)":14.91,"STS22 (pl-en)":20.54,"STS22 (ru)":3.36,"STS22 (tr)":3.82,"STS22 (zh-en)":26.71,"STSBenchmark":79.54}
-{"index":233,"Rank":29,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":25.1,"STS17 (ar-ar)":27.14,"STS17 (en-ar)":6.9,"STS17 (en-de)":11.59,"STS17 (en-tr)":6.46,"STS17 (es-en)":10.86,"STS17 (es-es)":55.45,"STS17 (fr-en)":16.02,"STS17 (it-en)":19.87,"STS17 (ko-ko)":8.08,"STS17 (nl-en)":24.92,"STS22 (ar)":19.57,"STS22 (de)":17.31,"STS22 (de-en)":26.03,"STS22 (de-fr)":10.26,"STS22 (de-pl)":16.94,"STS22 (es)":48.89,"STS22 (es-en)":51.79,"STS22 (es-it)":25.24,"STS22 (fr)":53.92,"STS22 (fr-pl)":39.44,"STS22 (it)":39.43,"STS22 (pl)":13.56,"STS22 (pl-en)":25.36,"STS22 (ru)":1.11,"STS22 (tr)":31.73,"STS22 (zh-en)":8.44,"STSBenchmark":61.26}
-{"index":235,"Rank":30,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":24.28,"STS17 (ar-ar)":13.78,"STS17 (en-ar)":9.08,"STS17 (en-de)":-3.11,"STS17 (en-tr)":-0.45,"STS17 (es-en)":-8.18,"STS17 (es-es)":48.23,"STS17 (fr-en)":5.81,"STS17 (it-en)":3.64,"STS17 (ko-ko)":2.54,"STS17 (nl-en)":0.44,"STS22 (ar)":32.42,"STS22 (de)":33.04,"STS22 (de-en)":28.65,"STS22 (de-fr)":14.77,"STS22 (de-pl)":11.21,"STS22 (es)":48.53,"STS22 (es-en)":26.97,"STS22 (es-it)":41.1,"STS22 (fr)":49.43,"STS22 (fr-pl)":39.44,"STS22 (it)":57.77,"STS22 (pl)":12.47,"STS22 (pl-en)":45.55,"STS22 (ru)":19.44,"STS22 (tr)":47.38,"STS22 (zh-en)":14.05,"STSBenchmark":61.55}
+{"index":159,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.54,"STS17 (ar-ar)":81.87,"STS17 (en-ar)":77.93,"STS17 (en-de)":87.3,"STS17 (en-tr)":72.56,"STS17 (es-en)":88.24,"STS17 (es-es)":87.46,"STS17 (fr-en)":88.06,"STS17 (it-en)":89.68,"STS17 (ko-ko)":83.69,"STS17 (nl-en)":88.25,"STS22 (ar)":54.12,"STS22 (de)":49.12,"STS22 (de-en)":60.92,"STS22 (de-fr)":61.39,"STS22 (de-pl)":54.47,"STS22 (es)":67.0,"STS22 (es-en)":75.84,"STS22 (es-it)":75.04,"STS22 (fr)":79.86,"STS22 (fr-pl)":84.52,"STS22 (it)":75.87,"STS22 (pl)":39.21,"STS22 (pl-en)":73.18,"STS22 (ru)":60.83,"STS22 (tr)":68.72,"STS22 (zh-en)":71.88,"STSBenchmark":88.6}
+{"index":19,"Rank":2,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46}
+{"index":249,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":52,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":129,"Rank":5,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":163,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.66,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
+{"index":115,"Rank":7,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.85,"STS17 (ar-ar)":79.38,"STS17 (en-ar)":58.76,"STS17 (en-de)":76.13,"STS17 (en-tr)":55.53,"STS17 (es-en)":72.26,"STS17 (es-es)":85.06,"STS17 (fr-en)":75.63,"STS17 (it-en)":71.36,"STS17 (ko-ko)":80.79,"STS17 (nl-en)":71.99,"STS22 (ar)":57.44,"STS22 (de)":60.12,"STS22 (de-en)":53.36,"STS22 (de-fr)":58.25,"STS22 (de-pl)":48.47,"STS22 (es)":68.57,"STS22 (es-en)":77.41,"STS22 (es-it)":74.69,"STS22 (fr)":81.47,"STS22 (fr-pl)":73.25,"STS22 (it)":79.28,"STS22 (pl)":42.08,"STS22 (pl-en)":77.5,"STS22 (ru)":61.71,"STS22 (tr)":66.62,"STS22 (zh-en)":69.87,"STSBenchmark":81.95}
+{"index":162,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.84,"STS17 (ar-ar)":74.52,"STS17 (en-ar)":71.27,"STS17 (en-de)":82.09,"STS17 (en-tr)":63.33,"STS17 (es-en)":76.5,"STS17 (es-es)":86.74,"STS17 (fr-en)":80.18,"STS17 (it-en)":80.15,"STS17 (ko-ko)":79.95,"STS17 (nl-en)":79.25,"STS22 (ar)":57.87,"STS22 (de)":55.95,"STS22 (de-en)":54.93,"STS22 (de-fr)":59.47,"STS22 (de-pl)":39.35,"STS22 (es)":66.58,"STS22 (es-en)":73.99,"STS22 (es-it)":66.46,"STS22 (fr)":74.8,"STS22 (fr-pl)":73.25,"STS22 (it)":77.76,"STS22 (pl)":34.07,"STS22 (pl-en)":70.37,"STS22 (ru)":60.66,"STS22 (tr)":63.7,"STS22 (zh-en)":69.92,"STSBenchmark":85.64}
+{"index":165,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.08,"STS17 (ar-ar)":73.03,"STS17 (en-ar)":57.41,"STS17 (en-de)":77.24,"STS17 (en-tr)":55.97,"STS17 (es-en)":72.44,"STS17 (es-es)":84.84,"STS17 (fr-en)":72.29,"STS17 (it-en)":77.33,"STS17 (ko-ko)":78.87,"STS17 (nl-en)":75.38,"STS22 (ar)":56.65,"STS22 (de)":53.45,"STS22 (de-en)":56.49,"STS22 (de-fr)":60.57,"STS22 (de-pl)":28.24,"STS22 (es)":66.88,"STS22 (es-en)":74.57,"STS22 (es-it)":71.81,"STS22 (fr)":76.58,"STS22 (fr-pl)":84.52,"STS22 (it)":76.53,"STS22 (pl)":35.8,"STS22 (pl-en)":72.69,"STS22 (ru)":59.9,"STS22 (tr)":63.71,"STS22 (zh-en)":63.74,"STSBenchmark":84.11}
+{"index":227,"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":66.01,"STS17 (ar-ar)":69.07,"STS17 (en-ar)":74.51,"STS17 (en-de)":73.85,"STS17 (en-tr)":72.07,"STS17 (es-en)":65.71,"STS17 (es-es)":80.83,"STS17 (fr-en)":76.98,"STS17 (it-en)":76.99,"STS17 (ko-ko)":71.32,"STS17 (nl-en)":75.22,"STS22 (ar)":57.67,"STS22 (de)":48.58,"STS22 (de-en)":50.14,"STS22 (de-fr)":53.28,"STS22 (de-pl)":58.69,"STS22 (es)":63.18,"STS22 (es-en)":71.86,"STS22 (es-it)":69.69,"STS22 (fr)":77.95,"STS22 (fr-pl)":61.98,"STS22 (it)":72.22,"STS22 (pl)":39.28,"STS22 (pl-en)":69.41,"STS22 (ru)":57.49,"STS22 (tr)":58.15,"STS22 (zh-en)":64.02,"STSBenchmark":72.25}
+{"index":248,"Rank":11,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.66,"STS17 (ar-ar)":78.03,"STS17 (en-ar)":78.6,"STS17 (en-de)":81.48,"STS17 (en-tr)":76.34,"STS17 (es-en)":81.81,"STS17 (es-es)":87.91,"STS17 (fr-en)":78.06,"STS17 (it-en)":80.98,"STS17 (ko-ko)":68.24,"STS17 (nl-en)":81.0,"STS22 (ar)":54.51,"STS22 (de)":46.89,"STS22 (de-en)":45.0,"STS22 (de-fr)":49.43,"STS22 (de-pl)":39.32,"STS22 (es)":58.94,"STS22 (es-en)":67.71,"STS22 (es-it)":50.79,"STS22 (fr)":74.1,"STS22 (fr-pl)":73.25,"STS22 (it)":65.86,"STS22 (pl)":34.81,"STS22 (pl-en)":60.17,"STS22 (ru)":54.51,"STS22 (tr)":57.29,"STS22 (zh-en)":61.29,"STSBenchmark":86.45}
+{"index":61,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.52,"STS17 (ar-ar)":76.04,"STS17 (en-ar)":77.6,"STS17 (en-de)":70.4,"STS17 (en-tr)":71.04,"STS17 (es-en)":81.59,"STS17 (es-es)":82.77,"STS17 (fr-en)":77.16,"STS17 (it-en)":81.52,"STS17 (ko-ko)":77.0,"STS17 (nl-en)":80.7,"STS22 (ar)":52.61,"STS22 (de)":41.84,"STS22 (de-en)":49.09,"STS22 (de-fr)":50.6,"STS22 (de-pl)":50.44,"STS22 (es)":57.23,"STS22 (es-en)":67.29,"STS22 (es-it)":57.93,"STS22 (fr)":72.79,"STS22 (fr-pl)":73.25,"STS22 (it)":64.17,"STS22 (pl)":36.37,"STS22 (pl-en)":67.72,"STS22 (ru)":53.35,"STS22 (tr)":52.71,"STS22 (zh-en)":64.45,"STSBenchmark":81.34}
+{"index":233,"Rank":13,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":65.43,"STS17 (ar-ar)":77.34,"STS17 (en-ar)":77.46,"STS17 (en-de)":80.24,"STS17 (en-tr)":74.34,"STS17 (es-en)":77.4,"STS17 (es-es)":83.71,"STS17 (fr-en)":79.28,"STS17 (it-en)":80.82,"STS17 (ko-ko)":76.4,"STS17 (nl-en)":80.51,"STS22 (ar)":49.04,"STS22 (de)":35.73,"STS22 (de-en)":47.51,"STS22 (de-fr)":60.76,"STS22 (de-pl)":36.09,"STS22 (es)":59.34,"STS22 (es-en)":68.96,"STS22 (es-it)":63.28,"STS22 (fr)":76.41,"STS22 (fr-pl)":61.98,"STS22 (it)":65.1,"STS22 (pl)":34.58,"STS22 (pl-en)":71.33,"STS22 (ru)":52.4,"STS22 (tr)":54.07,"STS22 (zh-en)":61.75,"STSBenchmark":80.75}
+{"index":168,"Rank":14,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.1,"STS17 (ar-ar)":81.13,"STS17 (en-ar)":79.64,"STS17 (en-de)":52.52,"STS17 (en-tr)":4.75,"STS17 (es-en)":85.41,"STS17 (es-es)":87.33,"STS17 (fr-en)":83.96,"STS17 (it-en)":45.62,"STS17 (ko-ko)":61.89,"STS17 (nl-en)":46.69,"STS22 (ar)":55.0,"STS22 (de)":37.51,"STS22 (de-en)":51.66,"STS22 (de-fr)":39.66,"STS22 (de-pl)":26.11,"STS22 (es)":59.79,"STS22 (es-en)":73.59,"STS22 (es-it)":67.83,"STS22 (fr)":77.1,"STS22 (fr-pl)":84.52,"STS22 (it)":68.87,"STS22 (pl)":27.98,"STS22 (pl-en)":60.77,"STS22 (ru)":43.14,"STS22 (tr)":42.33,"STS22 (zh-en)":65.01,"STSBenchmark":85.79}
+{"index":125,"Rank":15,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":58.34,"STS17 (ar-ar)":76.42,"STS17 (en-ar)":78.07,"STS17 (en-de)":59.1,"STS17 (en-tr)":11.8,"STS17 (es-en)":78.22,"STS17 (es-es)":86.0,"STS17 (fr-en)":80.46,"STS17 (it-en)":51.58,"STS17 (ko-ko)":66.89,"STS17 (nl-en)":45.85,"STS22 (ar)":58.67,"STS22 (de)":30.05,"STS22 (de-en)":51.16,"STS22 (de-fr)":53.28,"STS22 (de-pl)":43.05,"STS22 (es)":65.41,"STS22 (es-en)":75.06,"STS22 (es-it)":65.5,"STS22 (fr)":80.38,"STS22 (fr-pl)":28.17,"STS22 (it)":65.65,"STS22 (pl)":31.13,"STS22 (pl-en)":53.31,"STS22 (ru)":43.36,"STS22 (tr)":47.14,"STS22 (zh-en)":68.45,"STSBenchmark":80.9}
+{"index":145,"Rank":16,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.22,"STS17 (ar-ar)":74.97,"STS17 (en-ar)":74.05,"STS17 (en-de)":74.95,"STS17 (en-tr)":77.18,"STS17 (es-en)":72.25,"STS17 (es-es)":80.65,"STS17 (fr-en)":77.2,"STS17 (it-en)":78.67,"STS17 (ko-ko)":66.14,"STS17 (nl-en)":78.14,"STS22 (ar)":40.25,"STS22 (de)":24.09,"STS22 (de-en)":34.28,"STS22 (de-fr)":41.29,"STS22 (de-pl)":25.81,"STS22 (es)":55.4,"STS22 (es-en)":57.82,"STS22 (es-it)":49.13,"STS22 (fr)":61.72,"STS22 (fr-pl)":61.98,"STS22 (it)":62.2,"STS22 (pl)":25.31,"STS22 (pl-en)":44.72,"STS22 (ru)":43.57,"STS22 (tr)":46.46,"STS22 (zh-en)":49.19,"STSBenchmark":67.39}
+{"index":9,"Rank":17,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":52.31,"STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77}
+{"index":170,"Rank":18,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.04,"STS17 (ar-ar)":80.6,"STS17 (en-ar)":72.6,"STS17 (en-de)":40.34,"STS17 (en-tr)":6.79,"STS17 (es-en)":81.8,"STS17 (es-es)":85.65,"STS17 (fr-en)":79.94,"STS17 (it-en)":34.8,"STS17 (ko-ko)":57.28,"STS17 (nl-en)":33.58,"STS22 (ar)":54.82,"STS22 (de)":26.63,"STS22 (de-en)":49.55,"STS22 (de-fr)":22.36,"STS22 (de-pl)":35.32,"STS22 (es)":56.31,"STS22 (es-en)":71.03,"STS22 (es-it)":61.3,"STS22 (fr)":61.35,"STS22 (fr-pl)":73.25,"STS22 (it)":62.61,"STS22 (pl)":15.06,"STS22 (pl-en)":43.72,"STS22 (ru)":28.77,"STS22 (tr)":22.11,"STS22 (zh-en)":63.9,"STSBenchmark":83.63}
+{"index":244,"Rank":19,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":50.06,"STS17 (ar-ar)":11.13,"STS17 (en-ar)":-3.93,"STS17 (en-de)":79.04,"STS17 (en-tr)":13.61,"STS17 (es-en)":71.72,"STS17 (es-es)":83.42,"STS17 (fr-en)":71.38,"STS17 (it-en)":69.5,"STS17 (ko-ko)":9.61,"STS17 (nl-en)":66.12,"STS22 (ar)":29.6,"STS22 (de)":47.72,"STS22 (de-en)":49.64,"STS22 (de-fr)":62.21,"STS22 (de-pl)":34.34,"STS22 (es)":58.16,"STS22 (es-en)":69.15,"STS22 (es-it)":65.26,"STS22 (fr)":77.49,"STS22 (fr-pl)":50.71,"STS22 (it)":66.91,"STS22 (pl)":27.04,"STS22 (pl-en)":58.85,"STS22 (ru)":26.63,"STS22 (tr)":43.36,"STS22 (zh-en)":29.0,"STSBenchmark":83.93}
+{"index":236,"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":49.47,"STS17 (ar-ar)":9.06,"STS17 (en-ar)":-3.22,"STS17 (en-de)":70.38,"STS17 (en-tr)":17.17,"STS17 (es-en)":60.24,"STS17 (es-es)":81.93,"STS17 (fr-en)":62.17,"STS17 (it-en)":59.11,"STS17 (ko-ko)":8.9,"STS17 (nl-en)":56.91,"STS22 (ar)":37.66,"STS22 (de)":50.58,"STS22 (de-en)":53.63,"STS22 (de-fr)":55.72,"STS22 (de-pl)":27.99,"STS22 (es)":59.14,"STS22 (es-en)":69.99,"STS22 (es-it)":60.94,"STS22 (fr)":79.43,"STS22 (fr-pl)":61.98,"STS22 (it)":67.14,"STS22 (pl)":33.74,"STS22 (pl-en)":60.18,"STS22 (ru)":32.69,"STS22 (tr)":55.79,"STS22 (zh-en)":28.85,"STSBenchmark":77.65}
+{"index":54,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.36,"STS17 (ar-ar)":46.8,"STS17 (en-ar)":-0.78,"STS17 (en-de)":47.5,"STS17 (en-tr)":4.18,"STS17 (es-en)":44.27,"STS17 (es-es)":79.22,"STS17 (fr-en)":47.15,"STS17 (it-en)":42.65,"STS17 (ko-ko)":39.79,"STS17 (nl-en)":36.6,"STS22 (ar)":25.06,"STS22 (de)":39.49,"STS22 (de-en)":54.22,"STS22 (de-fr)":48.91,"STS22 (de-pl)":33.04,"STS22 (es)":59.47,"STS22 (es-en)":66.65,"STS22 (es-it)":64.37,"STS22 (fr)":79.88,"STS22 (fr-pl)":39.44,"STS22 (it)":68.15,"STS22 (pl)":35.38,"STS22 (pl-en)":62.7,"STS22 (ru)":30.62,"STS22 (tr)":45.65,"STS22 (zh-en)":49.25,"STSBenchmark":88.96}
+{"index":235,"Rank":22,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":46.79,"STS17 (ar-ar)":10.19,"STS17 (en-ar)":-5.77,"STS17 (en-de)":67.43,"STS17 (en-tr)":8.75,"STS17 (es-en)":54.96,"STS17 (es-es)":82.74,"STS17 (fr-en)":60.5,"STS17 (it-en)":46.26,"STS17 (ko-ko)":8.96,"STS17 (nl-en)":47.48,"STS22 (ar)":34.97,"STS22 (de)":51.7,"STS22 (de-en)":48.76,"STS22 (de-fr)":57.5,"STS22 (de-pl)":32.76,"STS22 (es)":57.49,"STS22 (es-en)":67.76,"STS22 (es-it)":57.18,"STS22 (fr)":78.7,"STS22 (fr-pl)":61.98,"STS22 (it)":67.67,"STS22 (pl)":30.68,"STS22 (pl-en)":54.17,"STS22 (ru)":15.36,"STS22 (tr)":58.12,"STS22 (zh-en)":29.42,"STSBenchmark":77.6}
+{"index":243,"Rank":23,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":44.35,"STS17 (ar-ar)":10.75,"STS17 (en-ar)":-4.71,"STS17 (en-de)":73.62,"STS17 (en-tr)":-0.42,"STS17 (es-en)":62.62,"STS17 (es-es)":82.74,"STS17 (fr-en)":67.86,"STS17 (it-en)":51.86,"STS17 (ko-ko)":9.44,"STS17 (nl-en)":45.95,"STS22 (ar)":27.01,"STS22 (de)":43.73,"STS22 (de-en)":49.93,"STS22 (de-fr)":61.58,"STS22 (de-pl)":38.83,"STS22 (es)":57.68,"STS22 (es-en)":68.09,"STS22 (es-it)":61.58,"STS22 (fr)":75.01,"STS22 (fr-pl)":5.63,"STS22 (it)":62.01,"STS22 (pl)":25.0,"STS22 (pl-en)":51.72,"STS22 (ru)":14.21,"STS22 (tr)":47.3,"STS22 (zh-en)":23.1,"STSBenchmark":85.36}
+{"index":242,"Rank":24,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.17,"STS17 (ar-ar)":13.36,"STS17 (en-ar)":-5.65,"STS17 (en-de)":67.11,"STS17 (en-tr)":-0.02,"STS17 (es-en)":47.72,"STS17 (es-es)":79.94,"STS17 (fr-en)":56.61,"STS17 (it-en)":30.46,"STS17 (ko-ko)":10.06,"STS17 (nl-en)":36.46,"STS22 (ar)":31.2,"STS22 (de)":42.08,"STS22 (de-en)":46.9,"STS22 (de-fr)":55.04,"STS22 (de-pl)":33.94,"STS22 (es)":53.81,"STS22 (es-en)":65.19,"STS22 (es-it)":55.29,"STS22 (fr)":77.69,"STS22 (fr-pl)":28.17,"STS22 (it)":60.65,"STS22 (pl)":24.42,"STS22 (pl-en)":42.97,"STS22 (ru)":12.13,"STS22 (tr)":40.45,"STS22 (zh-en)":20.15,"STSBenchmark":85.52}
+{"index":229,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":37.71,"STS17 (ar-ar)":50.89,"STS17 (en-ar)":-4.28,"STS17 (en-de)":35.82,"STS17 (en-tr)":4.5,"STS17 (es-en)":16.31,"STS17 (es-es)":76.12,"STS17 (fr-en)":37.09,"STS17 (it-en)":24.45,"STS17 (ko-ko)":43.39,"STS17 (nl-en)":29.0,"STS22 (ar)":22.64,"STS22 (de)":31.04,"STS22 (de-en)":44.04,"STS22 (de-fr)":30.07,"STS22 (de-pl)":4.93,"STS22 (es)":54.78,"STS22 (es-en)":53.42,"STS22 (es-it)":44.27,"STS22 (fr)":77.0,"STS22 (fr-pl)":50.71,"STS22 (it)":60.4,"STS22 (pl)":26.77,"STS22 (pl-en)":32.8,"STS22 (ru)":14.72,"STS22 (tr)":33.69,"STS22 (zh-en)":41.64,"STSBenchmark":82.03}
+{"index":78,"Rank":26,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.32,"STS17 (ar-ar)":55.62,"STS17 (en-ar)":8.21,"STS17 (en-de)":30.18,"STS17 (en-tr)":1.04,"STS17 (es-en)":28.78,"STS17 (es-es)":71.88,"STS17 (fr-en)":26.34,"STS17 (it-en)":20.73,"STS17 (ko-ko)":52.39,"STS17 (nl-en)":25.05,"STS22 (ar)":28.19,"STS22 (de)":21.99,"STS22 (de-en)":53.07,"STS22 (de-fr)":32.97,"STS22 (de-pl)":20.45,"STS22 (es)":49.81,"STS22 (es-en)":49.51,"STS22 (es-it)":45.78,"STS22 (fr)":67.66,"STS22 (fr-pl)":61.98,"STS22 (it)":48.25,"STS22 (pl)":23.31,"STS22 (pl-en)":36.8,"STS22 (ru)":9.07,"STS22 (tr)":34.66,"STS22 (zh-en)":28.68,"STSBenchmark":75.34}
+{"index":228,"Rank":27,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":34.57,"STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09}
+{"index":79,"Rank":28,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.72,"STS17 (ar-ar)":54.16,"STS17 (en-ar)":1.72,"STS17 (en-de)":25.48,"STS17 (en-tr)":2.09,"STS17 (es-en)":21.93,"STS17 (es-es)":67.8,"STS17 (fr-en)":18.91,"STS17 (it-en)":16.39,"STS17 (ko-ko)":45.66,"STS17 (nl-en)":23.49,"STS22 (ar)":5.17,"STS22 (de)":11.0,"STS22 (de-en)":53.93,"STS22 (de-fr)":25.11,"STS22 (de-pl)":20.94,"STS22 (es)":43.05,"STS22 (es-en)":32.74,"STS22 (es-it)":35.99,"STS22 (fr)":54.56,"STS22 (fr-pl)":5.63,"STS22 (it)":33.68,"STS22 (pl)":14.91,"STS22 (pl-en)":20.54,"STS22 (ru)":3.36,"STS22 (tr)":3.82,"STS22 (zh-en)":26.71,"STSBenchmark":79.54}
+{"index":230,"Rank":29,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":25.1,"STS17 (ar-ar)":27.14,"STS17 (en-ar)":6.9,"STS17 (en-de)":11.59,"STS17 (en-tr)":6.46,"STS17 (es-en)":10.86,"STS17 (es-es)":55.45,"STS17 (fr-en)":16.02,"STS17 (it-en)":19.87,"STS17 (ko-ko)":8.08,"STS17 (nl-en)":24.92,"STS22 (ar)":19.57,"STS22 (de)":17.31,"STS22 (de-en)":26.03,"STS22 (de-fr)":10.26,"STS22 (de-pl)":16.94,"STS22 (es)":48.89,"STS22 (es-en)":51.79,"STS22 (es-it)":25.24,"STS22 (fr)":53.92,"STS22 (fr-pl)":39.44,"STS22 (it)":39.43,"STS22 (pl)":13.56,"STS22 (pl-en)":25.36,"STS22 (ru)":1.11,"STS22 (tr)":31.73,"STS22 (zh-en)":8.44,"STSBenchmark":61.26}
+{"index":232,"Rank":30,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":24.28,"STS17 (ar-ar)":13.78,"STS17 (en-ar)":9.08,"STS17 (en-de)":-3.11,"STS17 (en-tr)":-0.45,"STS17 (es-en)":-8.18,"STS17 (es-es)":48.23,"STS17 (fr-en)":5.81,"STS17 (it-en)":3.64,"STS17 (ko-ko)":2.54,"STS17 (nl-en)":0.44,"STS22 (ar)":32.42,"STS22 (de)":33.04,"STS22 (de-en)":28.65,"STS22 (de-fr)":14.77,"STS22 (de-pl)":11.21,"STS22 (es)":48.53,"STS22 (es-en)":26.97,"STS22 (es-it)":41.1,"STS22 (fr)":49.43,"STS22 (fr-pl)":39.44,"STS22 (it)":57.77,"STS22 (pl)":12.47,"STS22 (pl-en)":45.55,"STS22 (ru)":19.44,"STS22 (tr)":47.38,"STS22 (zh-en)":14.05,"STSBenchmark":61.55}
{"index":0,"Rank":31,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.33}
-{"index":1,"Rank":32,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.99}
-{"index":2,"Rank":33,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.85}
-{"index":3,"Rank":34,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.74,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":4,"Rank":35,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":5,"Rank":36,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":79.99,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":6,"Rank":37,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22}
-{"index":7,"Rank":38,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":8,"Rank":39,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86}
-{"index":9,"Rank":40,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56}
-{"index":10,"Rank":41,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":12,"Rank":42,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":13,"Rank":43,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":14,"Rank":44,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":15,"Rank":45,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":16,"Rank":46,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35}
-{"index":17,"Rank":47,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
-{"index":18,"Rank":48,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":19,"Rank":49,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04}
-{"index":20,"Rank":50,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07}
-{"index":22,"Rank":51,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":23,"Rank":52,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42}
-{"index":24,"Rank":53,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":25,"Rank":54,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":26,"Rank":55,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25}
-{"index":27,"Rank":56,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86}
-{"index":28,"Rank":57,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":29,"Rank":58,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":30,"Rank":59,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":31,"Rank":60,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":32,"Rank":61,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58}
-{"index":33,"Rank":62,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55}
-{"index":34,"Rank":63,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.46}
-{"index":35,"Rank":64,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79}
-{"index":36,"Rank":65,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""}
-{"index":37,"Rank":66,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":38,"Rank":67,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":39,"Rank":68,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":40,"Rank":69,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98}
-{"index":41,"Rank":70,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":42,"Rank":71,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":43,"Rank":72,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":44,"Rank":73,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64}
-{"index":45,"Rank":74,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43}
-{"index":46,"Rank":75,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
-{"index":47,"Rank":76,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":48,"Rank":77,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":49,"Rank":78,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":50,"Rank":79,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":51,"Rank":80,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":52,"Rank":81,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":53,"Rank":82,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":55,"Rank":83,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
-{"index":57,"Rank":84,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.44}
-{"index":58,"Rank":85,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28}
-{"index":59,"Rank":86,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":60,"Rank":87,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.57,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.08}
-{"index":61,"Rank":88,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81}
-{"index":62,"Rank":89,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":64,"Rank":90,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72}
-{"index":65,"Rank":91,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32}
-{"index":66,"Rank":92,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05}
-{"index":67,"Rank":93,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44}
-{"index":68,"Rank":94,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65}
-{"index":69,"Rank":95,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42}
-{"index":70,"Rank":96,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16}
-{"index":71,"Rank":97,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36}
-{"index":72,"Rank":98,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
-{"index":73,"Rank":99,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":74,"Rank":100,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":75,"Rank":101,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
-{"index":76,"Rank":102,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
-{"index":77,"Rank":103,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
-{"index":78,"Rank":104,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
-{"index":79,"Rank":105,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
-{"index":82,"Rank":106,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":83,"Rank":107,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
-{"index":84,"Rank":108,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":85,"Rank":109,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":86,"Rank":110,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":87,"Rank":111,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":88,"Rank":112,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":89,"Rank":113,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":90,"Rank":114,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":91,"Rank":115,"Model":"GATE-AraBert-v1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":82.78,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":59.75,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":92,"Rank":116,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","STS17 (ar-ar)":82.18,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.08,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":93,"Rank":117,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":94,"Rank":118,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":36.78,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":95,"Rank":119,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":96,"Rank":120,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83}
-{"index":97,"Rank":121,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6}
-{"index":98,"Rank":122,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
-{"index":99,"Rank":123,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
-{"index":100,"Rank":124,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":101,"Rank":125,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
-{"index":102,"Rank":126,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
-{"index":103,"Rank":127,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":104,"Rank":128,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":105,"Rank":129,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
-{"index":106,"Rank":130,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
-{"index":107,"Rank":131,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
-{"index":108,"Rank":132,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
-{"index":109,"Rank":133,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
-{"index":110,"Rank":134,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":111,"Rank":135,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":55.58,"STS17 (en-de)":71.04,"STS17 (en-tr)":48.6,"STS17 (es-en)":67.38,"STS17 (es-es)":"","STS17 (fr-en)":70.42,"STS17 (it-en)":70.64,"STS17 (ko-ko)":"","STS17 (nl-en)":66.38,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":57.01,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":74.65,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":72.32,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.16,"STSBenchmark":""}
-{"index":112,"Rank":136,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":113,"Rank":137,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":114,"Rank":138,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":67.06,"STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":115,"Rank":139,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":116,"Rank":140,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":118,"Rank":141,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94}
-{"index":119,"Rank":142,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32}
-{"index":120,"Rank":143,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.4}
-{"index":121,"Rank":144,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.3}
-{"index":122,"Rank":145,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.08}
-{"index":123,"Rank":146,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
-{"index":124,"Rank":147,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":125,"Rank":148,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29}
-{"index":126,"Rank":149,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":128,"Rank":150,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85}
-{"index":129,"Rank":151,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":130,"Rank":152,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":132,"Rank":153,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":133,"Rank":154,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":134,"Rank":155,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":135,"Rank":156,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4}
-{"index":136,"Rank":157,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":137,"Rank":158,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":138,"Rank":159,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2}
-{"index":139,"Rank":160,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":140,"Rank":161,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":141,"Rank":162,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":142,"Rank":163,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98}
-{"index":143,"Rank":164,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":144,"Rank":165,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23}
-{"index":145,"Rank":166,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":146,"Rank":167,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
-{"index":148,"Rank":168,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":149,"Rank":169,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":150,"Rank":170,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":151,"Rank":171,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":152,"Rank":172,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":153,"Rank":173,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43}
-{"index":154,"Rank":174,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
-{"index":155,"Rank":175,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56}
-{"index":156,"Rank":176,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45}
-{"index":157,"Rank":177,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18}
-{"index":158,"Rank":178,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
-{"index":159,"Rank":179,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21}
-{"index":160,"Rank":180,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":162,"Rank":181,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36}
-{"index":163,"Rank":182,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.95}
-{"index":166,"Rank":183,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
-{"index":168,"Rank":184,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":169,"Rank":185,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":171,"Rank":186,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71}
-{"index":173,"Rank":187,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.02}
-{"index":174,"Rank":188,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.33}
-{"index":175,"Rank":189,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.57}
-{"index":176,"Rank":190,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.6}
-{"index":177,"Rank":191,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.2}
-{"index":178,"Rank":192,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":179,"Rank":193,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":180,"Rank":194,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":181,"Rank":195,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
-{"index":182,"Rank":196,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":183,"Rank":197,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":184,"Rank":198,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":185,"Rank":199,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":186,"Rank":200,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":187,"Rank":201,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
-{"index":188,"Rank":202,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
-{"index":189,"Rank":203,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.46}
-{"index":190,"Rank":204,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
-{"index":191,"Rank":205,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":192,"Rank":206,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":193,"Rank":207,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.68,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":194,"Rank":208,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":195,"Rank":209,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":196,"Rank":210,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2}
-{"index":197,"Rank":211,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1}
-{"index":198,"Rank":212,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.79}
-{"index":199,"Rank":213,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.93}
-{"index":200,"Rank":214,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.89}
-{"index":201,"Rank":215,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
-{"index":202,"Rank":216,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.31}
-{"index":203,"Rank":217,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.77}
-{"index":204,"Rank":218,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":69.44,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":205,"Rank":219,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":206,"Rank":220,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":207,"Rank":221,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":208,"Rank":222,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
-{"index":209,"Rank":223,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96}
-{"index":210,"Rank":224,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28}
-{"index":211,"Rank":225,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8}
-{"index":212,"Rank":226,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14}
-{"index":213,"Rank":227,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
-{"index":214,"Rank":228,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":215,"Rank":229,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81}
-{"index":216,"Rank":230,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14}
-{"index":217,"Rank":231,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.41}
-{"index":218,"Rank":232,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":219,"Rank":233,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":220,"Rank":234,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52}
-{"index":221,"Rank":235,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
-{"index":222,"Rank":236,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":223,"Rank":237,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":224,"Rank":238,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":225,"Rank":239,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":226,"Rank":240,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":227,"Rank":241,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":228,"Rank":242,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":232,"Rank":243,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
-{"index":234,"Rank":244,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54}
-{"index":237,"Rank":245,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58}
-{"index":240,"Rank":246,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73}
-{"index":241,"Rank":247,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97}
-{"index":242,"Rank":248,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":243,"Rank":249,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42}
-{"index":244,"Rank":250,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82}
-{"index":248,"Rank":251,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01}
-{"index":249,"Rank":252,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":250,"Rank":253,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":27.95,"STS22 (de)":8.16,"STS22 (de-en)":21.55,"STS22 (de-fr)":17.5,"STS22 (de-pl)":25.53,"STS22 (es)":45.31,"STS22 (es-en)":42.77,"STS22 (es-it)":32.83,"STS22 (fr)":42.0,"STS22 (fr-pl)":39.44,"STS22 (it)":39.69,"STS22 (pl)":9.71,"STS22 (pl-en)":42.08,"STS22 (ru)":60.06,"STS22 (tr)":15.46,"STS22 (zh-en)":31.25,"STSBenchmark":""}
-{"index":253,"Rank":254,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":254,"Rank":255,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.73}
-{"index":255,"Rank":256,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07}
-{"index":256,"Rank":257,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57}
-{"index":257,"Rank":258,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":44.39}
-{"index":258,"Rank":259,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":259,"Rank":260,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":260,"Rank":261,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
-{"index":261,"Rank":262,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
-{"index":262,"Rank":263,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93}
-{"index":263,"Rank":264,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
-{"index":264,"Rank":265,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24}
-{"index":265,"Rank":266,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77}
-{"index":266,"Rank":267,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69}
-{"index":267,"Rank":268,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8}
-{"index":268,"Rank":269,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":269,"Rank":270,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":270,"Rank":271,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":271,"Rank":272,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":272,"Rank":273,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
-{"index":273,"Rank":274,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":274,"Rank":275,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":275,"Rank":276,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
-{"index":276,"Rank":277,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":277,"Rank":278,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":278,"Rank":279,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":279,"Rank":280,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4}
-{"index":280,"Rank":281,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
-{"index":281,"Rank":282,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
-{"index":282,"Rank":283,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
-{"index":283,"Rank":284,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
-{"index":284,"Rank":285,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
-{"index":285,"Rank":286,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
-{"index":286,"Rank":287,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
-{"index":287,"Rank":288,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
-{"index":288,"Rank":289,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34}
-{"index":289,"Rank":290,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56}
-{"index":290,"Rank":291,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
-{"index":291,"Rank":292,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
+{"index":1,"Rank":32,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.85}
+{"index":2,"Rank":33,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.74,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":3,"Rank":34,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":4,"Rank":35,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":79.99,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":5,"Rank":36,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":6,"Rank":37,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86}
+{"index":7,"Rank":38,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56}
+{"index":8,"Rank":39,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":10,"Rank":40,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":11,"Rank":41,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":12,"Rank":42,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":13,"Rank":43,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":14,"Rank":44,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35}
+{"index":15,"Rank":45,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
+{"index":16,"Rank":46,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
+{"index":17,"Rank":47,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04}
+{"index":18,"Rank":48,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07}
+{"index":20,"Rank":49,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":21,"Rank":50,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42}
+{"index":22,"Rank":51,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
+{"index":23,"Rank":52,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":24,"Rank":53,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25}
+{"index":25,"Rank":54,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86}
+{"index":26,"Rank":55,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":27,"Rank":56,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":28,"Rank":57,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":29,"Rank":58,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":30,"Rank":59,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58}
+{"index":31,"Rank":60,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55}
+{"index":32,"Rank":61,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.46}
+{"index":33,"Rank":62,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79}
+{"index":34,"Rank":63,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""}
+{"index":35,"Rank":64,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":36,"Rank":65,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":37,"Rank":66,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":38,"Rank":67,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98}
+{"index":39,"Rank":68,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":40,"Rank":69,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":41,"Rank":70,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":42,"Rank":71,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64}
+{"index":43,"Rank":72,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43}
+{"index":44,"Rank":73,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
+{"index":45,"Rank":74,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":46,"Rank":75,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":47,"Rank":76,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":48,"Rank":77,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":49,"Rank":78,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":50,"Rank":79,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":51,"Rank":80,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
+{"index":53,"Rank":81,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
+{"index":55,"Rank":82,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.44}
+{"index":56,"Rank":83,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28}
+{"index":57,"Rank":84,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":58,"Rank":85,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.57,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.08}
+{"index":59,"Rank":86,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81}
+{"index":60,"Rank":87,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
+{"index":62,"Rank":88,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72}
+{"index":63,"Rank":89,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32}
+{"index":64,"Rank":90,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05}
+{"index":65,"Rank":91,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44}
+{"index":66,"Rank":92,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65}
+{"index":67,"Rank":93,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42}
+{"index":68,"Rank":94,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16}
+{"index":69,"Rank":95,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36}
+{"index":70,"Rank":96,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
+{"index":71,"Rank":97,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
+{"index":72,"Rank":98,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
+{"index":73,"Rank":99,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
+{"index":74,"Rank":100,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
+{"index":75,"Rank":101,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
+{"index":76,"Rank":102,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
+{"index":77,"Rank":103,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
+{"index":80,"Rank":104,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
+{"index":81,"Rank":105,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
+{"index":82,"Rank":106,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
+{"index":83,"Rank":107,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":84,"Rank":108,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":85,"Rank":109,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":86,"Rank":110,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":87,"Rank":111,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":88,"Rank":112,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":89,"Rank":113,"Model":"GATE-AraBert-v1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":82.78,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":59.75,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":90,"Rank":114,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","STS17 (ar-ar)":82.18,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.08,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":91,"Rank":115,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":92,"Rank":116,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":36.78,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":93,"Rank":117,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":94,"Rank":118,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83}
+{"index":95,"Rank":119,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6}
+{"index":96,"Rank":120,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
+{"index":97,"Rank":121,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
+{"index":98,"Rank":122,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
+{"index":99,"Rank":123,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
+{"index":100,"Rank":124,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
+{"index":101,"Rank":125,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":102,"Rank":126,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
+{"index":103,"Rank":127,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
+{"index":104,"Rank":128,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
+{"index":105,"Rank":129,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
+{"index":106,"Rank":130,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
+{"index":107,"Rank":131,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
+{"index":108,"Rank":132,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":109,"Rank":133,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":55.58,"STS17 (en-de)":71.04,"STS17 (en-tr)":48.6,"STS17 (es-en)":67.38,"STS17 (es-es)":"","STS17 (fr-en)":70.42,"STS17 (it-en)":70.64,"STS17 (ko-ko)":"","STS17 (nl-en)":66.38,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":57.01,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":74.65,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":72.32,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.16,"STSBenchmark":""}
+{"index":110,"Rank":134,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":111,"Rank":135,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":112,"Rank":136,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":67.06,"STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":113,"Rank":137,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":114,"Rank":138,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":116,"Rank":139,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94}
+{"index":117,"Rank":140,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32}
+{"index":118,"Rank":141,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.4}
+{"index":119,"Rank":142,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.3}
+{"index":120,"Rank":143,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.08}
+{"index":121,"Rank":144,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
+{"index":122,"Rank":145,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":123,"Rank":146,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29}
+{"index":124,"Rank":147,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":126,"Rank":148,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85}
+{"index":127,"Rank":149,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":128,"Rank":150,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
+{"index":130,"Rank":151,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":131,"Rank":152,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":132,"Rank":153,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":133,"Rank":154,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4}
+{"index":134,"Rank":155,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":135,"Rank":156,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":136,"Rank":157,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2}
+{"index":137,"Rank":158,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":138,"Rank":159,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":139,"Rank":160,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":140,"Rank":161,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98}
+{"index":141,"Rank":162,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":142,"Rank":163,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23}
+{"index":143,"Rank":164,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
+{"index":144,"Rank":165,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
+{"index":146,"Rank":166,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":147,"Rank":167,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":148,"Rank":168,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":149,"Rank":169,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":150,"Rank":170,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":151,"Rank":171,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43}
+{"index":152,"Rank":172,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
+{"index":153,"Rank":173,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56}
+{"index":154,"Rank":174,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45}
+{"index":155,"Rank":175,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18}
+{"index":156,"Rank":176,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
+{"index":157,"Rank":177,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21}
+{"index":158,"Rank":178,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
+{"index":160,"Rank":179,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36}
+{"index":161,"Rank":180,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.95}
+{"index":164,"Rank":181,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
+{"index":166,"Rank":182,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":167,"Rank":183,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":169,"Rank":184,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71}
+{"index":171,"Rank":185,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.02}
+{"index":172,"Rank":186,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.33}
+{"index":173,"Rank":187,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.57}
+{"index":174,"Rank":188,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.6}
+{"index":175,"Rank":189,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.2}
+{"index":176,"Rank":190,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
+{"index":177,"Rank":191,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
+{"index":178,"Rank":192,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
+{"index":179,"Rank":193,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
+{"index":180,"Rank":194,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
+{"index":181,"Rank":195,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":182,"Rank":196,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":183,"Rank":197,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":184,"Rank":198,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
+{"index":185,"Rank":199,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
+{"index":186,"Rank":200,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
+{"index":187,"Rank":201,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.46}
+{"index":188,"Rank":202,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
+{"index":189,"Rank":203,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":190,"Rank":204,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":191,"Rank":205,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.68,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":192,"Rank":206,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":193,"Rank":207,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":194,"Rank":208,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2}
+{"index":195,"Rank":209,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1}
+{"index":196,"Rank":210,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.79}
+{"index":197,"Rank":211,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.93}
+{"index":198,"Rank":212,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.89}
+{"index":199,"Rank":213,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
+{"index":200,"Rank":214,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.31}
+{"index":201,"Rank":215,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.77}
+{"index":202,"Rank":216,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":69.44,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":203,"Rank":217,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":204,"Rank":218,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":205,"Rank":219,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":206,"Rank":220,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
+{"index":207,"Rank":221,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96}
+{"index":208,"Rank":222,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28}
+{"index":209,"Rank":223,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8}
+{"index":210,"Rank":224,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14}
+{"index":211,"Rank":225,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
+{"index":212,"Rank":226,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":213,"Rank":227,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81}
+{"index":214,"Rank":228,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14}
+{"index":215,"Rank":229,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.41}
+{"index":216,"Rank":230,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
+{"index":217,"Rank":231,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
+{"index":218,"Rank":232,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52}
+{"index":219,"Rank":233,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
+{"index":220,"Rank":234,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":221,"Rank":235,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":222,"Rank":236,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":223,"Rank":237,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":224,"Rank":238,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":225,"Rank":239,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":226,"Rank":240,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":231,"Rank":241,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54}
+{"index":234,"Rank":242,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58}
+{"index":237,"Rank":243,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73}
+{"index":238,"Rank":244,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97}
+{"index":239,"Rank":245,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":240,"Rank":246,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42}
+{"index":241,"Rank":247,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82}
+{"index":245,"Rank":248,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01}
+{"index":246,"Rank":249,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":247,"Rank":250,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":27.95,"STS22 (de)":8.16,"STS22 (de-en)":21.55,"STS22 (de-fr)":17.5,"STS22 (de-pl)":25.53,"STS22 (es)":45.31,"STS22 (es-en)":42.77,"STS22 (es-it)":32.83,"STS22 (fr)":42.0,"STS22 (fr-pl)":39.44,"STS22 (it)":39.69,"STS22 (pl)":9.71,"STS22 (pl-en)":42.08,"STS22 (ru)":60.06,"STS22 (tr)":15.46,"STS22 (zh-en)":31.25,"STSBenchmark":""}
+{"index":250,"Rank":251,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":251,"Rank":252,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.73}
+{"index":252,"Rank":253,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07}
+{"index":253,"Rank":254,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57}
+{"index":254,"Rank":255,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":44.39}
+{"index":255,"Rank":256,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":256,"Rank":257,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":257,"Rank":258,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
+{"index":258,"Rank":259,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
+{"index":259,"Rank":260,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93}
+{"index":260,"Rank":261,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
+{"index":261,"Rank":262,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24}
+{"index":262,"Rank":263,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77}
+{"index":263,"Rank":264,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69}
+{"index":264,"Rank":265,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8}
+{"index":265,"Rank":266,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
+{"index":266,"Rank":267,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":267,"Rank":268,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":268,"Rank":269,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":269,"Rank":270,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
+{"index":270,"Rank":271,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":271,"Rank":272,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
+{"index":272,"Rank":273,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
+{"index":273,"Rank":274,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":274,"Rank":275,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":275,"Rank":276,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
+{"index":276,"Rank":277,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4}
+{"index":277,"Rank":278,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
+{"index":278,"Rank":279,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
+{"index":279,"Rank":280,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
+{"index":280,"Rank":281,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":281,"Rank":282,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
+{"index":282,"Rank":283,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
+{"index":283,"Rank":284,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
+{"index":284,"Rank":285,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
+{"index":285,"Rank":286,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
+{"index":286,"Rank":287,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34}
+{"index":287,"Rank":288,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
+{"index":288,"Rank":289,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
diff --git a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
index a0ab7cfc551a9aa72877ad841f5d74a5de03d7e3..62263db685fa62b599ebdccbd1bf417c8b0290f6 100644
--- a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
@@ -1,36 +1,34 @@
-{"index":13,"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.2,"ARCChallenge":26.68,"AlphaNLI":34.0,"HellaSwag":39.45,"PIQA":44.35,"Quail":11.69,"RARbCode":84.0,"RARbMath":82.35,"SIQA":7.23,"SpartQA":9.29,"TempReasonL1":7.15,"TempReasonL2Fact":58.38,"TempReasonL2Pure":11.22,"TempReasonL3Fact":44.29,"TempReasonL3Pure":14.15,"WinoGrande":53.74}
-{"index":32,"Rank":2,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92}
-{"index":12,"Rank":3,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12}
-{"index":33,"Rank":4,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11}
-{"index":16,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.41,"ARCChallenge":17.81,"AlphaNLI":26.12,"HellaSwag":34.85,"PIQA":39.37,"Quail":7.01,"RARbCode":78.46,"RARbMath":72.16,"SIQA":5.42,"SpartQA":9.92,"TempReasonL1":3.31,"TempReasonL2Fact":36.9,"TempReasonL2Pure":9.18,"TempReasonL3Fact":30.18,"TempReasonL3Pure":14.31,"WinoGrande":41.21}
-{"index":17,"Rank":6,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18}
-{"index":10,"Rank":7,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02}
-{"index":19,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.97,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99}
-{"index":35,"Rank":9,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53}
-{"index":11,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01}
-{"index":18,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":23.26,"ARCChallenge":9.61,"AlphaNLI":16.44,"HellaSwag":24.79,"PIQA":25.09,"Quail":3.52,"RARbCode":52.16,"RARbMath":65.35,"SIQA":3.72,"SpartQA":7.91,"TempReasonL1":0.72,"TempReasonL2Fact":38.76,"TempReasonL2Pure":1.63,"TempReasonL3Fact":35.85,"TempReasonL3Pure":7.11,"WinoGrande":56.18}
-{"index":31,"Rank":12,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65}
-{"index":34,"Rank":13,"Model":"text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49}
-{"index":7,"Rank":14,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":21.48,"ARCChallenge":9.02,"AlphaNLI":24.73,"HellaSwag":25.67,"PIQA":22.93,"Quail":7.51,"RARbCode":38.8,"RARbMath":69.19,"SIQA":4.89,"SpartQA":7.49,"TempReasonL1":0.99,"TempReasonL2Fact":33.23,"TempReasonL2Pure":0.68,"TempReasonL3Fact":30.05,"TempReasonL3Pure":5.28,"WinoGrande":41.72}
-{"index":6,"Rank":15,"Model":"bge-m3-instruct<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":20.83,"ARCChallenge":9.03,"AlphaNLI":24.69,"HellaSwag":25.55,"PIQA":19.03,"Quail":7.08,"RARbCode":39.58,"RARbMath":64.51,"SIQA":4.77,"SpartQA":7.0,"TempReasonL1":0.8,"TempReasonL2Fact":34.99,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.47,"TempReasonL3Pure":7.01,"WinoGrande":35.33}
-{"index":20,"Rank":16,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.04,"ARCChallenge":7.14,"AlphaNLI":13.0,"HellaSwag":23.73,"PIQA":21.08,"Quail":2.38,"RARbCode":46.96,"RARbMath":63.91,"SIQA":2.57,"SpartQA":5.43,"TempReasonL1":0.8,"TempReasonL2Fact":36.76,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.42,"TempReasonL3Pure":6.36,"WinoGrande":37.46}
-{"index":24,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":19.61,"ARCChallenge":9.48,"AlphaNLI":28.19,"HellaSwag":24.21,"PIQA":25.28,"Quail":3.92,"RARbCode":44.27,"RARbMath":68.19,"SIQA":1.56,"SpartQA":1.65,"TempReasonL1":1.53,"TempReasonL2Fact":17.65,"TempReasonL2Pure":0.46,"TempReasonL3Fact":14.16,"TempReasonL3Pure":6.33,"WinoGrande":47.33}
-{"index":30,"Rank":18,"Model":"text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36}
-{"index":1,"Rank":19,"Model":"dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18}
-{"index":26,"Rank":20,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.8}
-{"index":5,"Rank":21,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18}
-{"index":22,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.2}
-{"index":0,"Rank":23,"Model":"dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84}
-{"index":15,"Rank":24,"Model":"contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.09,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":17.73,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15}
-{"index":23,"Rank":25,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73}
-{"index":3,"Rank":26,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76}
-{"index":4,"Rank":27,"Model":"bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31}
-{"index":9,"Rank":28,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28}
-{"index":25,"Rank":29,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66}
-{"index":2,"Rank":30,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27}
-{"index":8,"Rank":31,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35}
-{"index":28,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01}
-{"index":27,"Rank":33,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52}
-{"index":21,"Rank":34,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3}
-{"index":14,"Rank":35,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3}
-{"index":29,"Rank":36,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""}
+{"index":30,"Rank":1,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92}
+{"index":12,"Rank":2,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12}
+{"index":31,"Rank":3,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11}
+{"index":15,"Rank":4,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18}
+{"index":10,"Rank":5,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02}
+{"index":17,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.97,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99}
+{"index":33,"Rank":7,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53}
+{"index":11,"Rank":8,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01}
+{"index":16,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":23.26,"ARCChallenge":9.61,"AlphaNLI":16.44,"HellaSwag":24.79,"PIQA":25.09,"Quail":3.52,"RARbCode":52.16,"RARbMath":65.35,"SIQA":3.72,"SpartQA":7.91,"TempReasonL1":0.72,"TempReasonL2Fact":38.76,"TempReasonL2Pure":1.63,"TempReasonL3Fact":35.85,"TempReasonL3Pure":7.11,"WinoGrande":56.18}
+{"index":29,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65}
+{"index":32,"Rank":11,"Model":"text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49}
+{"index":7,"Rank":12,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":21.48,"ARCChallenge":9.02,"AlphaNLI":24.73,"HellaSwag":25.67,"PIQA":22.93,"Quail":7.51,"RARbCode":38.8,"RARbMath":69.19,"SIQA":4.89,"SpartQA":7.49,"TempReasonL1":0.99,"TempReasonL2Fact":33.23,"TempReasonL2Pure":0.68,"TempReasonL3Fact":30.05,"TempReasonL3Pure":5.28,"WinoGrande":41.72}
+{"index":6,"Rank":13,"Model":"bge-m3-instruct<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":20.83,"ARCChallenge":9.03,"AlphaNLI":24.69,"HellaSwag":25.55,"PIQA":19.03,"Quail":7.08,"RARbCode":39.58,"RARbMath":64.51,"SIQA":4.77,"SpartQA":7.0,"TempReasonL1":0.8,"TempReasonL2Fact":34.99,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.47,"TempReasonL3Pure":7.01,"WinoGrande":35.33}
+{"index":18,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.04,"ARCChallenge":7.14,"AlphaNLI":13.0,"HellaSwag":23.73,"PIQA":21.08,"Quail":2.38,"RARbCode":46.96,"RARbMath":63.91,"SIQA":2.57,"SpartQA":5.43,"TempReasonL1":0.8,"TempReasonL2Fact":36.76,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.42,"TempReasonL3Pure":6.36,"WinoGrande":37.46}
+{"index":22,"Rank":15,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":19.61,"ARCChallenge":9.48,"AlphaNLI":28.19,"HellaSwag":24.21,"PIQA":25.28,"Quail":3.92,"RARbCode":44.27,"RARbMath":68.19,"SIQA":1.56,"SpartQA":1.65,"TempReasonL1":1.53,"TempReasonL2Fact":17.65,"TempReasonL2Pure":0.46,"TempReasonL3Fact":14.16,"TempReasonL3Pure":6.33,"WinoGrande":47.33}
+{"index":28,"Rank":16,"Model":"text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36}
+{"index":1,"Rank":17,"Model":"dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18}
+{"index":24,"Rank":18,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.77}
+{"index":5,"Rank":19,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18}
+{"index":20,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.2}
+{"index":0,"Rank":21,"Model":"dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84}
+{"index":14,"Rank":22,"Model":"contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.09,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":17.73,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15}
+{"index":21,"Rank":23,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73}
+{"index":3,"Rank":24,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76}
+{"index":4,"Rank":25,"Model":"bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31}
+{"index":9,"Rank":26,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28}
+{"index":23,"Rank":27,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66}
+{"index":2,"Rank":28,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27}
+{"index":8,"Rank":29,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35}
+{"index":26,"Rank":30,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01}
+{"index":25,"Rank":31,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52}
+{"index":19,"Rank":32,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3}
+{"index":13,"Rank":33,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3}
+{"index":27,"Rank":34,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""}
diff --git a/boards_data/ru/data_overall/default.jsonl b/boards_data/ru/data_overall/default.jsonl
index 4a02a822a1e38dd6625d5db72c9547f35e1f17f6..7e752d0fbe842efb362c175b46d7645dee58f52b 100644
--- a/boards_data/ru/data_overall/default.jsonl
+++ b/boards_data/ru/data_overall/default.jsonl
@@ -1,25 +1,24 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (16 datasets)":67.64,"Classification Average (7 datasets)":64.57,"Clustering Average (3 datasets)":59.98,"PairClassification Average (1 datasets)":59.38,"Reranking Average (1 datasets)":74.61,"Retrieval Average (2 datasets)":77.96,"STS Average (2 datasets)":80.15}
-{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":64.23,"Classification Average (7 datasets)":59.36,"Clustering Average (3 datasets)":53.61,"PairClassification Average (1 datasets)":64.99,"Reranking Average (1 datasets)":73.08,"Retrieval Average (2 datasets)":76.78,"STS Average (2 datasets)":79.85}
-{"index":4,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":64.14,"Classification Average (7 datasets)":60.84,"Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (1 datasets)":70.87,"Retrieval Average (2 datasets)":72.82,"STS Average (2 datasets)":77.42}
-{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":63.36,"Classification Average (7 datasets)":58.92,"Clustering Average (3 datasets)":52.55,"PairClassification Average (1 datasets)":58.4,"Reranking Average (1 datasets)":75.58,"Retrieval Average (2 datasets)":77.39,"STS Average (2 datasets)":77.48}
-{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":62.69,"Classification Average (7 datasets)":57.43,"Clustering Average (3 datasets)":52.51,"PairClassification Average (1 datasets)":60.6,"Reranking Average (1 datasets)":74.02,"Retrieval Average (2 datasets)":77.1,"STS Average (2 datasets)":77.39}
-{"index":10,"Rank":6,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":61.26,"Classification Average (7 datasets)":57.86,"Clustering Average (3 datasets)":53.42,"PairClassification Average (1 datasets)":60.02,"Reranking Average (1 datasets)":64.42,"Retrieval Average (2 datasets)":67.34,"STS Average (2 datasets)":77.91}
-{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":60.74,"Classification Average (7 datasets)":56.55,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":57.81,"Reranking Average (1 datasets)":68.65,"Retrieval Average (2 datasets)":67.54,"STS Average (2 datasets)":77.37}
-{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":60.04,"Classification Average (7 datasets)":56.19,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.96,"Reranking Average (1 datasets)":72.01,"Retrieval Average (2 datasets)":69.91,"STS Average (2 datasets)":74.9}
-{"index":16,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":59.64,"Classification Average (7 datasets)":55.09,"Clustering Average (3 datasets)":51.65,"PairClassification Average (1 datasets)":55.14,"Reranking Average (1 datasets)":71.46,"Retrieval Average (2 datasets)":69.27,"STS Average (2 datasets)":74.27}
-{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (16 datasets)":55.92,"Classification Average (7 datasets)":53.46,"Clustering Average (3 datasets)":49.57,"PairClassification Average (1 datasets)":56.09,"Reranking Average (1 datasets)":62.15,"Retrieval Average (2 datasets)":51.5,"STS Average (2 datasets)":75.32}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":55.42,"Classification Average (7 datasets)":54.11,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (1 datasets)":58.77,"Retrieval Average (2 datasets)":44.4,"STS Average (2 datasets)":74.1}
-{"index":5,"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":52.61,"Classification Average (7 datasets)":55.44,"Clustering Average (3 datasets)":52.65,"PairClassification Average (1 datasets)":51.97,"Reranking Average (1 datasets)":56.13,"Retrieval Average (2 datasets)":25.6,"STS Average (2 datasets)":68.19}
-{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":52.02,"Classification Average (7 datasets)":52.35,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":55.71,"Reranking Average (1 datasets)":55.13,"Retrieval Average (2 datasets)":36.38,"STS Average (2 datasets)":69.54}
-{"index":21,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":51.89,"Classification Average (7 datasets)":51.38,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":58.56,"Reranking Average (1 datasets)":52.8,"Retrieval Average (2 datasets)":37.26,"STS Average (2 datasets)":70.71}
-{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":51.44,"Classification Average (7 datasets)":52.73,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (1 datasets)":54.83,"Retrieval Average (2 datasets)":31.88,"STS Average (2 datasets)":69.6}
-{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (16 datasets)":48.98,"Classification Average (7 datasets)":55.21,"Clustering Average (3 datasets)":51.94,"PairClassification Average (1 datasets)":50.17,"Reranking Average (1 datasets)":46.81,"Retrieval Average (2 datasets)":11.78,"STS Average (2 datasets)":60.44}
-{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.37,"Clustering Average (3 datasets)":41.23,"PairClassification Average (1 datasets)":51.87,"Reranking Average (1 datasets)":46.09,"Retrieval Average (2 datasets)":12.4,"STS Average (2 datasets)":67.28}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.49,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (1 datasets)":39.89,"Retrieval Average (2 datasets)":9.68,"STS Average (2 datasets)":66.13}
-{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":45.23,"Classification Average (7 datasets)":54.23,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":53.78,"Reranking Average (1 datasets)":34.01,"Retrieval Average (2 datasets)":7.5,"STS Average (2 datasets)":56.25}
-{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":44.18,"Classification Average (7 datasets)":52.16,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":52.48,"Reranking Average (1 datasets)":42.58,"Retrieval Average (2 datasets)":7.37,"STS Average (2 datasets)":58.36}
-{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":40.68,"Classification Average (7 datasets)":50.66,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":52.12,"Reranking Average (1 datasets)":41.65,"Retrieval Average (2 datasets)":7.55,"STS Average (2 datasets)":51.84}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (16 datasets)":37.07,"Classification Average (7 datasets)":42.68,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":51.06,"Reranking Average (1 datasets)":35.44,"Retrieval Average (2 datasets)":2.02,"STS Average (2 datasets)":55.78}
-{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":25.97,"Classification Average (7 datasets)":28.67,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (1 datasets)":27.05,"Retrieval Average (2 datasets)":1.66,"STS Average (2 datasets)":49.74}
-{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":28.33,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (1 datasets)":38.51,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":50.9}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":29.53,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":44.52,"Reranking Average (1 datasets)":30.96,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":48.92}
+{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":64.23,"Classification Average (7 datasets)":59.36,"Clustering Average (3 datasets)":53.61,"PairClassification Average (1 datasets)":64.99,"Reranking Average (1 datasets)":73.08,"Retrieval Average (2 datasets)":76.78,"STS Average (2 datasets)":79.85}
+{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":64.14,"Classification Average (7 datasets)":60.84,"Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (1 datasets)":70.87,"Retrieval Average (2 datasets)":72.82,"STS Average (2 datasets)":77.42}
+{"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":63.36,"Classification Average (7 datasets)":58.92,"Clustering Average (3 datasets)":52.55,"PairClassification Average (1 datasets)":58.4,"Reranking Average (1 datasets)":75.58,"Retrieval Average (2 datasets)":77.39,"STS Average (2 datasets)":77.48}
+{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":62.69,"Classification Average (7 datasets)":57.43,"Clustering Average (3 datasets)":52.51,"PairClassification Average (1 datasets)":60.6,"Reranking Average (1 datasets)":74.02,"Retrieval Average (2 datasets)":77.1,"STS Average (2 datasets)":77.39}
+{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":61.26,"Classification Average (7 datasets)":57.86,"Clustering Average (3 datasets)":53.42,"PairClassification Average (1 datasets)":60.02,"Reranking Average (1 datasets)":64.42,"Retrieval Average (2 datasets)":67.34,"STS Average (2 datasets)":77.91}
+{"index":22,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":60.74,"Classification Average (7 datasets)":56.55,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":57.81,"Reranking Average (1 datasets)":68.65,"Retrieval Average (2 datasets)":67.54,"STS Average (2 datasets)":77.37}
+{"index":13,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":60.04,"Classification Average (7 datasets)":56.19,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.96,"Reranking Average (1 datasets)":72.01,"Retrieval Average (2 datasets)":69.91,"STS Average (2 datasets)":74.9}
+{"index":15,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":59.64,"Classification Average (7 datasets)":55.09,"Clustering Average (3 datasets)":51.65,"PairClassification Average (1 datasets)":55.14,"Reranking Average (1 datasets)":71.46,"Retrieval Average (2 datasets)":69.27,"STS Average (2 datasets)":74.27}
+{"index":23,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (16 datasets)":55.92,"Classification Average (7 datasets)":53.46,"Clustering Average (3 datasets)":49.57,"PairClassification Average (1 datasets)":56.09,"Reranking Average (1 datasets)":62.15,"Retrieval Average (2 datasets)":51.5,"STS Average (2 datasets)":75.32}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":55.42,"Classification Average (7 datasets)":54.11,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (1 datasets)":58.77,"Retrieval Average (2 datasets)":44.4,"STS Average (2 datasets)":74.1}
+{"index":5,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":52.61,"Classification Average (7 datasets)":55.44,"Clustering Average (3 datasets)":52.65,"PairClassification Average (1 datasets)":51.97,"Reranking Average (1 datasets)":56.13,"Retrieval Average (2 datasets)":25.6,"STS Average (2 datasets)":68.19}
+{"index":16,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":52.02,"Classification Average (7 datasets)":52.35,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":55.71,"Reranking Average (1 datasets)":55.13,"Retrieval Average (2 datasets)":36.38,"STS Average (2 datasets)":69.54}
+{"index":20,"Rank":13,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":51.89,"Classification Average (7 datasets)":51.38,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":58.56,"Reranking Average (1 datasets)":52.8,"Retrieval Average (2 datasets)":37.26,"STS Average (2 datasets)":70.71}
+{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":51.44,"Classification Average (7 datasets)":52.73,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (1 datasets)":54.83,"Retrieval Average (2 datasets)":31.88,"STS Average (2 datasets)":69.6}
+{"index":6,"Rank":15,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (16 datasets)":48.98,"Classification Average (7 datasets)":55.21,"Clustering Average (3 datasets)":51.94,"PairClassification Average (1 datasets)":50.17,"Reranking Average (1 datasets)":46.81,"Retrieval Average (2 datasets)":11.78,"STS Average (2 datasets)":60.44}
+{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.37,"Clustering Average (3 datasets)":41.23,"PairClassification Average (1 datasets)":51.87,"Reranking Average (1 datasets)":46.09,"Retrieval Average (2 datasets)":12.4,"STS Average (2 datasets)":67.28}
+{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.49,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (1 datasets)":39.89,"Retrieval Average (2 datasets)":9.68,"STS Average (2 datasets)":66.13}
+{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":45.23,"Classification Average (7 datasets)":54.23,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":53.78,"Reranking Average (1 datasets)":34.01,"Retrieval Average (2 datasets)":7.5,"STS Average (2 datasets)":56.25}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":44.18,"Classification Average (7 datasets)":52.16,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":52.48,"Reranking Average (1 datasets)":42.58,"Retrieval Average (2 datasets)":7.37,"STS Average (2 datasets)":58.36}
+{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":40.68,"Classification Average (7 datasets)":50.66,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":52.12,"Reranking Average (1 datasets)":41.65,"Retrieval Average (2 datasets)":7.55,"STS Average (2 datasets)":51.84}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (16 datasets)":37.07,"Classification Average (7 datasets)":42.68,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":51.06,"Reranking Average (1 datasets)":35.44,"Retrieval Average (2 datasets)":2.02,"STS Average (2 datasets)":55.78}
+{"index":18,"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":25.97,"Classification Average (7 datasets)":28.67,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (1 datasets)":27.05,"Retrieval Average (2 datasets)":1.66,"STS Average (2 datasets)":49.74}
+{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":28.33,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (1 datasets)":38.51,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":50.9}
+{"index":19,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":29.53,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":30.96,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":""}
diff --git a/boards_data/ru/data_tasks/Classification/default.jsonl b/boards_data/ru/data_tasks/Classification/default.jsonl
index 346574ffc075324f912aac6963c0502e7c699ab1..7727fef7bfc32f595b5d2cb82c0d2bd7f8b27bb5 100644
--- a/boards_data/ru/data_tasks/Classification/default.jsonl
+++ b/boards_data/ru/data_tasks/Classification/default.jsonl
@@ -1,25 +1,24 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.57,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13}
-{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33}
-{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
-{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
-{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
-{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
-{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58}
-{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
-{"index":5,"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
-{"index":6,"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
-{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
-{"index":12,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
-{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
-{"index":24,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
-{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
-{"index":17,"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48}
-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
-{"index":21,"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
-{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
-{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
-{"index":18,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
+{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33}
+{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
+{"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
+{"index":10,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
+{"index":22,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58}
+{"index":13,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
+{"index":5,"Rank":8,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
+{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
+{"index":15,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
+{"index":12,"Rank":11,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
+{"index":21,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
+{"index":23,"Rank":13,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
+{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
+{"index":16,"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48}
+{"index":1,"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
+{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
+{"index":20,"Rank":18,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
+{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
+{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
+{"index":19,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
+{"index":17,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
diff --git a/boards_data/ru/data_tasks/Clustering/default.jsonl b/boards_data/ru/data_tasks/Clustering/default.jsonl
index 639ccd83dc5ddfac5549c8f21a8d3b2614186cda..fddeee5ade3908f7c546a24809fe250096193113 100644
--- a/boards_data/ru/data_tasks/Clustering/default.jsonl
+++ b/boards_data/ru/data_tasks/Clustering/default.jsonl
@@ -1,25 +1,24 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.98,"GeoreviewClusteringP2P (rus-Cyrl)":65.68,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":61.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":52.72}
-{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":56.06,"GeoreviewClusteringP2P (rus-Cyrl)":65.42,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":55.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
-{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
-{"index":10,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
-{"index":23,"Rank":5,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
-{"index":5,"Rank":6,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
-{"index":15,"Rank":7,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
-{"index":0,"Rank":8,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
-{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
-{"index":16,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
-{"index":14,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
-{"index":24,"Rank":12,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
-{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
-{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
-{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
-{"index":7,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
-{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
-{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
-{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
-{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
-{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
-{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
-{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
+{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":56.06,"GeoreviewClusteringP2P (rus-Cyrl)":65.42,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":55.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
+{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
+{"index":22,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
+{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"index":14,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
+{"index":0,"Rank":7,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
+{"index":6,"Rank":8,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
+{"index":15,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
+{"index":13,"Rank":10,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
+{"index":23,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
+{"index":21,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
+{"index":20,"Rank":13,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
+{"index":16,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
+{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
+{"index":12,"Rank":17,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
+{"index":9,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
+{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
+{"index":19,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
+{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
+{"index":18,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
diff --git a/boards_data/ru/data_tasks/PairClassification/default.jsonl b/boards_data/ru/data_tasks/PairClassification/default.jsonl
index 8581d0aaf57b112f68fe8a4930f37d306bc349af..fd59ade14eec66ae8a3e10958a5cd4b563fa1ed8 100644
--- a/boards_data/ru/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/ru/data_tasks/PairClassification/default.jsonl
@@ -1,25 +1,23 @@
{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99}
-{"index":22,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
+{"index":21,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
{"index":4,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6}
{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02}
-{"index":13,"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38}
-{"index":3,"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
-{"index":21,"Rank":8,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
-{"index":15,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
-{"index":23,"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
-{"index":24,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
-{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
-{"index":16,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
-{"index":14,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
-{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
-{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
-{"index":5,"Rank":19,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
-{"index":6,"Rank":22,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
+{"index":3,"Rank":6,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
+{"index":20,"Rank":7,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
+{"index":14,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
+{"index":22,"Rank":9,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
+{"index":23,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
+{"index":16,"Rank":11,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
+{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
+{"index":15,"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
+{"index":13,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
+{"index":12,"Rank":15,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
+{"index":1,"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
+{"index":2,"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
+{"index":5,"Rank":18,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
+{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
+{"index":6,"Rank":21,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
+{"index":17,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
diff --git a/boards_data/ru/data_tasks/Reranking/default.jsonl b/boards_data/ru/data_tasks/Reranking/default.jsonl
index 94b26645ae88603d8786540ad94907d69e1570f6..769e40aad605a42896ca667acdbc3b8c95719e88 100644
--- a/boards_data/ru/data_tasks/Reranking/default.jsonl
+++ b/boards_data/ru/data_tasks/Reranking/default.jsonl
@@ -1,25 +1,24 @@
-{"index":15,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58}
-{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.02}
-{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
-{"index":14,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
-{"index":16,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46}
-{"index":4,"Rank":7,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87}
-{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
-{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
-{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
-{"index":5,"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13}
-{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
-{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
-{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
-{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
-{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
-{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
-{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
-{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
-{"index":18,"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
-{"index":12,"Rank":23,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
-{"index":20,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
+{"index":14,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58}
+{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.02}
+{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
+{"index":13,"Rank":4,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
+{"index":15,"Rank":5,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46}
+{"index":4,"Rank":6,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87}
+{"index":22,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
+{"index":10,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
+{"index":23,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
+{"index":5,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13}
+{"index":16,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
+{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
+{"index":20,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
+{"index":6,"Rank":15,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
+{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
+{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
+{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
+{"index":3,"Rank":19,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
+{"index":17,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
+{"index":12,"Rank":22,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
+{"index":19,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
+{"index":18,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
diff --git a/boards_data/ru/data_tasks/Retrieval/default.jsonl b/boards_data/ru/data_tasks/Retrieval/default.jsonl
index d175d7f27f48e60cc35a62157c26d2d8e9c3a16a..e0e82ee2434ba4ea50feedb45c86eac31a9d26f1 100644
--- a/boards_data/ru/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/ru/data_tasks/Retrieval/default.jsonl
@@ -1,25 +1,24 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98}
-{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
-{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
-{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77}
-{"index":14,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
-{"index":16,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
-{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
-{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
-{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
-{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
-{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
-{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
-{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
-{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
-{"index":6,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
-{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
-{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
-{"index":1,"Rank":21,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
-{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
-{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
-{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75}
+{"index":14,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
+{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
+{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
+{"index":4,"Rank":4,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77}
+{"index":13,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
+{"index":15,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
+{"index":22,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
+{"index":10,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
+{"index":23,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
+{"index":20,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
+{"index":16,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
+{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
+{"index":5,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
+{"index":9,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
+{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
+{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
+{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
+{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
+{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
+{"index":18,"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
+{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84}
+{"index":19,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75}
diff --git a/boards_data/ru/data_tasks/STS/default.jsonl b/boards_data/ru/data_tasks/STS/default.jsonl
index dcf6aaa1f46c1df70e63da7188351aef04f4bf31..100a8100f7c68512a1b58394f658d887fb059fbd 100644
--- a/boards_data/ru/data_tasks/STS/default.jsonl
+++ b/boards_data/ru/data_tasks/STS/default.jsonl
@@ -1,25 +1,23 @@
-{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13}
-{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35}
-{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26}
-{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15}
-{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69}
-{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87}
-{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77}
-{"index":24,"Rank":8,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48}
-{"index":14,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64}
-{"index":16,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08}
-{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46}
-{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32}
-{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34}
-{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22}
-{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43}
-{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03}
-{"index":6,"Rank":18,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82}
-{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72}
-{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16}
-{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68}
+{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35}
+{"index":10,"Rank":2,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26}
+{"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15}
+{"index":4,"Rank":4,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87}
+{"index":22,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77}
+{"index":23,"Rank":7,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48}
+{"index":13,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64}
+{"index":15,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46}
+{"index":20,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55}
+{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32}
+{"index":16,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34}
+{"index":5,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22}
+{"index":9,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03}
+{"index":6,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82}
+{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72}
+{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16}
+{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95}
+{"index":17,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56}
diff --git a/boards_data/zh/data_overall/default.jsonl b/boards_data/zh/data_overall/default.jsonl
index 24e8e48f82f26195a2ffe6c6b3e1482921979d3e..620a5f4592a77eda5eef851dd4652a11d38bac6b 100644
--- a/boards_data/zh/data_overall/default.jsonl
+++ b/boards_data/zh/data_overall/default.jsonl
@@ -1,289 +1,287 @@
-{"index":127,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":72.62,"Classification Average (9 datasets)":75.03,"Clustering Average (4 datasets)":66.33,"PairClassification Average (2 datasets)":91.66,"Reranking Average (4 datasets)":72.76,"Retrieval Average (8 datasets)":76.67,"STS Average (8 datasets)":64.18}
-{"index":220,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":72.43,"Classification Average (9 datasets)":74.67,"Clustering Average (4 datasets)":65.17,"PairClassification Average (2 datasets)":91.87,"Reranking Average (4 datasets)":72.58,"Retrieval Average (8 datasets)":76.5,"STS Average (8 datasets)":64.53}
-{"index":17,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (35 datasets)":72.05,"Classification Average (9 datasets)":75.09,"Clustering Average (4 datasets)":66.06,"PairClassification Average (2 datasets)":87.48,"Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":76.03,"STS Average (8 datasets)":65.33}
-{"index":183,"Rank":4,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":71.88,"Classification Average (9 datasets)":74.43,"Clustering Average (4 datasets)":62.23,"PairClassification Average (2 datasets)":91.55,"Reranking Average (4 datasets)":72.34,"Retrieval Average (8 datasets)":76.36,"STS Average (8 datasets)":64.22}
-{"index":54,"Rank":5,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.04,"Classification Average (9 datasets)":74.18,"Clustering Average (4 datasets)":66.35,"PairClassification Average (2 datasets)":90.87,"Reranking Average (4 datasets)":69.3,"Retrieval Average (8 datasets)":73.56,"STS Average (8 datasets)":63.23}
-{"index":266,"Rank":6,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.95,"Classification Average (9 datasets)":74.59,"Clustering Average (4 datasets)":62.17,"PairClassification Average (2 datasets)":90.24,"Reranking Average (4 datasets)":70.0,"Retrieval Average (8 datasets)":74.36,"STS Average (8 datasets)":63.5}
-{"index":290,"Rank":7,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.85,"Classification Average (9 datasets)":74.14,"Clustering Average (4 datasets)":66.64,"PairClassification Average (2 datasets)":87.08,"Reranking Average (4 datasets)":68.72,"Retrieval Average (8 datasets)":74.97,"STS Average (8 datasets)":62.15}
-{"index":39,"Rank":8,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":70.78,"Classification Average (9 datasets)":74.3,"Clustering Average (4 datasets)":61.98,"PairClassification Average (2 datasets)":89.88,"Reranking Average (4 datasets)":69.78,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":63.33}
-{"index":15,"Rank":9,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":69.56,"Classification Average (9 datasets)":73.36,"Clustering Average (4 datasets)":67.08,"PairClassification Average (2 datasets)":88.52,"Reranking Average (4 datasets)":66.38,"Retrieval Average (8 datasets)":70.62,"STS Average (8 datasets)":62.32}
-{"index":140,"Rank":10,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":1024,"Average (35 datasets)":69.07,"Classification Average (9 datasets)":72.75,"Clustering Average (4 datasets)":58.7,"PairClassification Average (2 datasets)":87.84,"Reranking Average (4 datasets)":67.98,"Retrieval Average (8 datasets)":72.93,"STS Average (8 datasets)":62.09}
-{"index":12,"Rank":11,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.71,"Classification Average (9 datasets)":71.74,"Clustering Average (4 datasets)":53.75,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":68.27,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":62.46}
-{"index":169,"Rank":12,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.55,"Classification Average (9 datasets)":71.56,"Clustering Average (4 datasets)":54.32,"PairClassification Average (2 datasets)":88.08,"Reranking Average (4 datasets)":68.45,"Retrieval Average (8 datasets)":73.52,"STS Average (8 datasets)":62.48}
-{"index":168,"Rank":13,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.48,"Classification Average (9 datasets)":71.5,"Clustering Average (4 datasets)":53.9,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":68.26,"Retrieval Average (8 datasets)":73.6,"STS Average (8 datasets)":62.46}
-{"index":30,"Rank":14,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (35 datasets)":68.44,"Classification Average (9 datasets)":74.11,"Clustering Average (4 datasets)":59.3,"PairClassification Average (2 datasets)":86.67,"Reranking Average (4 datasets)":68.28,"Retrieval Average (8 datasets)":73.73,"STS Average (8 datasets)":56.87}
-{"index":340,"Rank":15,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":68.34,"Classification Average (9 datasets)":72.84,"Clustering Average (4 datasets)":56.88,"PairClassification Average (2 datasets)":82.32,"Reranking Average (4 datasets)":69.67,"Retrieval Average (8 datasets)":73.12,"STS Average (8 datasets)":60.07}
-{"index":187,"Rank":16,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":1792,"Max Tokens":1024,"Average (35 datasets)":67.96,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":53.3,"PairClassification Average (2 datasets)":87.93,"Reranking Average (4 datasets)":67.84,"Retrieval Average (8 datasets)":72.28,"STS Average (8 datasets)":62.49}
-{"index":16,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
-{"index":47,"Rank":18,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":67.51,"Classification Average (9 datasets)":70.0,"Clustering Average (4 datasets)":50.96,"PairClassification Average (2 datasets)":88.92,"Reranking Average (4 datasets)":67.17,"Retrieval Average (8 datasets)":70.41,"STS Average (8 datasets)":64.89}
-{"index":219,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.28,"Classification Average (9 datasets)":71.2,"Clustering Average (4 datasets)":54.62,"PairClassification Average (2 datasets)":85.3,"Reranking Average (4 datasets)":67.34,"Retrieval Average (8 datasets)":73.41,"STS Average (8 datasets)":58.52}
-{"index":111,"Rank":20,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.17,"Classification Average (9 datasets)":71.35,"Clustering Average (4 datasets)":54.0,"PairClassification Average (2 datasets)":84.34,"Reranking Average (4 datasets)":67.61,"Retrieval Average (8 datasets)":73.3,"STS Average (8 datasets)":58.41}
-{"index":301,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":66.72,"Classification Average (9 datasets)":71.34,"Clustering Average (4 datasets)":53.07,"PairClassification Average (2 datasets)":84.41,"Reranking Average (4 datasets)":67.4,"Retrieval Average (8 datasets)":72.49,"STS Average (8 datasets)":57.82}
-{"index":48,"Rank":22,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":66.1,"Classification Average (9 datasets)":69.89,"Clustering Average (4 datasets)":50.8,"PairClassification Average (2 datasets)":87.57,"Reranking Average (4 datasets)":66.92,"Retrieval Average (8 datasets)":67.7,"STS Average (8 datasets)":62.13}
-{"index":299,"Rank":23,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":65.92,"Classification Average (9 datasets)":71.26,"Clustering Average (4 datasets)":53.86,"PairClassification Average (2 datasets)":80.44,"Reranking Average (4 datasets)":67.0,"Retrieval Average (8 datasets)":71.71,"STS Average (8 datasets)":55.96}
-{"index":22,"Rank":24,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":65.5,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.04,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.38,"Retrieval Average (8 datasets)":71.85,"STS Average (8 datasets)":58.66}
-{"index":21,"Rank":25,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":65.14,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.0,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.39,"Retrieval Average (8 datasets)":70.26,"STS Average (8 datasets)":58.66}
-{"index":189,"Rank":26,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":65.13,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.16,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.41,"Retrieval Average (8 datasets)":70.14,"STS Average (8 datasets)":58.66}
-{"index":188,"Rank":27,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":64.54,"Classification Average (9 datasets)":67.62,"Clustering Average (4 datasets)":48.65,"PairClassification Average (2 datasets)":78.72,"Reranking Average (4 datasets)":65.98,"Retrieval Average (8 datasets)":71.02,"STS Average (8 datasets)":58.3}
-{"index":28,"Rank":28,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":64.53,"Classification Average (9 datasets)":69.13,"Clustering Average (4 datasets)":48.99,"PairClassification Average (2 datasets)":81.6,"Reranking Average (4 datasets)":65.84,"Retrieval Average (8 datasets)":70.46,"STS Average (8 datasets)":56.25}
-{"index":186,"Rank":29,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":64.36,"Classification Average (9 datasets)":68.29,"Clustering Average (4 datasets)":49.4,"PairClassification Average (2 datasets)":79.96,"Reranking Average (4 datasets)":66.1,"Retrieval Average (8 datasets)":70.08,"STS Average (8 datasets)":56.92}
-{"index":55,"Rank":30,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":64.25,"Classification Average (9 datasets)":68.21,"Clustering Average (4 datasets)":49.48,"PairClassification Average (2 datasets)":80.01,"Reranking Average (4 datasets)":65.89,"Retrieval Average (8 datasets)":69.59,"STS Average (8 datasets)":57.08}
-{"index":185,"Rank":31,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":64.16,"Classification Average (9 datasets)":67.77,"Clustering Average (4 datasets)":48.7,"PairClassification Average (2 datasets)":76.09,"Reranking Average (4 datasets)":66.95,"Retrieval Average (8 datasets)":71.07,"STS Average (8 datasets)":56.54}
-{"index":265,"Rank":32,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":64.11,"Classification Average (9 datasets)":67.03,"Clustering Average (4 datasets)":47.04,"PairClassification Average (2 datasets)":78.38,"Reranking Average (4 datasets)":65.98,"Retrieval Average (8 datasets)":70.93,"STS Average (8 datasets)":58.02}
-{"index":212,"Rank":33,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":63.79,"Classification Average (9 datasets)":64.94,"Clustering Average (4 datasets)":46.47,"PairClassification Average (2 datasets)":82.94,"Reranking Average (4 datasets)":66.57,"Retrieval Average (8 datasets)":69.4,"STS Average (8 datasets)":59.39}
-{"index":294,"Rank":34,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":63.79,"Classification Average (9 datasets)":64.94,"Clustering Average (4 datasets)":46.47,"PairClassification Average (2 datasets)":82.94,"Reranking Average (4 datasets)":66.57,"Retrieval Average (8 datasets)":69.4,"STS Average (8 datasets)":59.39}
-{"index":264,"Rank":35,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":63.66,"Classification Average (9 datasets)":66.98,"Clustering Average (4 datasets)":47.12,"PairClassification Average (2 datasets)":76.61,"Reranking Average (4 datasets)":66.68,"Retrieval Average (8 datasets)":71.2,"STS Average (8 datasets)":55.9}
-{"index":27,"Rank":36,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":63.4,"Classification Average (9 datasets)":68.58,"Clustering Average (4 datasets)":50.01,"PairClassification Average (2 datasets)":76.77,"Reranking Average (4 datasets)":64.9,"Retrieval Average (8 datasets)":70.54,"STS Average (8 datasets)":53.0}
-{"index":24,"Rank":37,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":63.13,"Classification Average (9 datasets)":68.07,"Clustering Average (4 datasets)":47.53,"PairClassification Average (2 datasets)":79.76,"Reranking Average (4 datasets)":65.4,"Retrieval Average (8 datasets)":69.49,"STS Average (8 datasets)":53.72}
-{"index":20,"Rank":38,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":62.72,"Classification Average (9 datasets)":64.27,"Clustering Average (4 datasets)":47.48,"PairClassification Average (2 datasets)":78.34,"Reranking Average (4 datasets)":68.17,"Retrieval Average (8 datasets)":71.95,"STS Average (8 datasets)":52.73}
-{"index":42,"Rank":39,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":62.18,"Classification Average (9 datasets)":69.09,"Clustering Average (4 datasets)":48.88,"PairClassification Average (2 datasets)":82.38,"Reranking Average (4 datasets)":62.82,"Retrieval Average (8 datasets)":63.52,"STS Average (8 datasets)":54.35}
-{"index":41,"Rank":40,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":62.09,"Classification Average (9 datasets)":67.89,"Clustering Average (4 datasets)":48.81,"PairClassification Average (2 datasets)":82.38,"Reranking Average (4 datasets)":63.2,"Retrieval Average (8 datasets)":64.11,"STS Average (8 datasets)":54.55}
-{"index":287,"Rank":41,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (35 datasets)":61.77,"Classification Average (9 datasets)":64.37,"Clustering Average (4 datasets)":48.05,"PairClassification Average (2 datasets)":68.76,"Reranking Average (4 datasets)":61.48,"Retrieval Average (8 datasets)":58.2,"STS Average (8 datasets)":67.66}
-{"index":194,"Rank":42,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":60.81,"Classification Average (9 datasets)":70.17,"Clustering Average (4 datasets)":52.3,"PairClassification Average (2 datasets)":72.19,"Reranking Average (4 datasets)":61.86,"Retrieval Average (8 datasets)":61.75,"STS Average (8 datasets)":50.22}
-{"index":305,"Rank":43,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":60.08,"Classification Average (9 datasets)":64.49,"Clustering Average (4 datasets)":48.95,"PairClassification Average (2 datasets)":70.0,"Reranking Average (4 datasets)":66.22,"Retrieval Average (8 datasets)":65.5,"STS Average (8 datasets)":49.72}
-{"index":303,"Rank":44,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":60.08,"Classification Average (9 datasets)":64.49,"Clustering Average (4 datasets)":48.95,"PairClassification Average (2 datasets)":70.0,"Reranking Average (4 datasets)":66.22,"Retrieval Average (8 datasets)":65.5,"STS Average (8 datasets)":49.72}
-{"index":40,"Rank":45,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":59.77,"Classification Average (9 datasets)":67.08,"Clustering Average (4 datasets)":47.21,"PairClassification Average (2 datasets)":78.77,"Reranking Average (4 datasets)":61.35,"Retrieval Average (8 datasets)":60.6,"STS Average (8 datasets)":51.45}
-{"index":239,"Rank":46,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":59.03,"Classification Average (9 datasets)":68.83,"Clustering Average (4 datasets)":48.64,"PairClassification Average (2 datasets)":62.84,"Reranking Average (4 datasets)":60.96,"Retrieval Average (8 datasets)":59.76,"STS Average (8 datasets)":50.54}
-{"index":198,"Rank":47,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":58.81,"Classification Average (9 datasets)":67.34,"Clustering Average (4 datasets)":48.23,"PairClassification Average (2 datasets)":69.89,"Reranking Average (4 datasets)":56.0,"Retrieval Average (8 datasets)":63.66,"STS Average (8 datasets)":48.29}
-{"index":34,"Rank":48,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":57.82,"Classification Average (9 datasets)":63.96,"Clustering Average (4 datasets)":44.18,"PairClassification Average (2 datasets)":70.4,"Reranking Average (4 datasets)":60.92,"Retrieval Average (8 datasets)":61.77,"STS Average (8 datasets)":49.1}
-{"index":233,"Rank":49,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":57.79,"Classification Average (9 datasets)":67.52,"Clustering Average (4 datasets)":47.68,"PairClassification Average (2 datasets)":63.99,"Reranking Average (4 datasets)":59.34,"Retrieval Average (8 datasets)":56.91,"STS Average (8 datasets)":50.47}
-{"index":234,"Rank":50,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":57.66,"Classification Average (9 datasets)":68.2,"Clustering Average (4 datasets)":48.88,"PairClassification Average (2 datasets)":64.3,"Reranking Average (4 datasets)":59.66,"Retrieval Average (8 datasets)":54.75,"STS Average (8 datasets)":50.42}
-{"index":197,"Rank":51,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":56.21,"Classification Average (9 datasets)":65.35,"Clustering Average (4 datasets)":40.68,"PairClassification Average (2 datasets)":67.07,"Reranking Average (4 datasets)":54.35,"Retrieval Average (8 datasets)":61.63,"STS Average (8 datasets)":46.49}
-{"index":200,"Rank":52,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":56.11,"Classification Average (9 datasets)":65.85,"Clustering Average (4 datasets)":45.26,"PairClassification Average (2 datasets)":66.45,"Reranking Average (4 datasets)":53.86,"Retrieval Average (8 datasets)":59.95,"STS Average (8 datasets)":45.27}
-{"index":201,"Rank":53,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (35 datasets)":56.03,"Classification Average (9 datasets)":65.31,"Clustering Average (4 datasets)":42.42,"PairClassification Average (2 datasets)":74.96,"Reranking Average (4 datasets)":56.27,"Retrieval Average (8 datasets)":57.96,"STS Average (8 datasets)":45.6}
-{"index":336,"Rank":54,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":53.73,"Classification Average (9 datasets)":64.31,"Clustering Average (4 datasets)":45.68,"PairClassification Average (2 datasets)":69.56,"Reranking Average (4 datasets)":54.28,"Retrieval Average (8 datasets)":52.0,"STS Average (8 datasets)":43.35}
-{"index":203,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (35 datasets)":51.55,"Classification Average (9 datasets)":62.85,"Clustering Average (4 datasets)":42.42,"PairClassification Average (2 datasets)":72.38,"Reranking Average (4 datasets)":53.62,"Retrieval Average (8 datasets)":46.16,"STS Average (8 datasets)":42.57}
-{"index":293,"Rank":56,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":50.12,"Classification Average (9 datasets)":61.0,"Clustering Average (4 datasets)":44.39,"PairClassification Average (2 datasets)":66.62,"Reranking Average (4 datasets)":49.25,"Retrieval Average (8 datasets)":44.4,"STS Average (8 datasets)":42.78}
-{"index":291,"Rank":57,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":48.59,"Classification Average (9 datasets)":62.19,"Clustering Average (4 datasets)":37.66,"PairClassification Average (2 datasets)":67.41,"Reranking Average (4 datasets)":49.45,"Retrieval Average (8 datasets)":38.79,"STS Average (8 datasets)":43.41}
-{"index":57,"Rank":58,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":48.56,"Classification Average (9 datasets)":60.66,"Clustering Average (4 datasets)":30.02,"PairClassification Average (2 datasets)":70.86,"Reranking Average (4 datasets)":49.16,"Retrieval Average (8 datasets)":41.94,"STS Average (8 datasets)":44.97}
-{"index":49,"Rank":59,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":46.83,"Classification Average (9 datasets)":62.54,"Clustering Average (4 datasets)":31.8,"PairClassification Average (2 datasets)":81.46,"Reranking Average (4 datasets)":45.08,"Retrieval Average (8 datasets)":32.1,"STS Average (8 datasets)":43.62}
-{"index":53,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":44.59,"Classification Average (9 datasets)":62.7,"Clustering Average (4 datasets)":39.67,"PairClassification Average (2 datasets)":80.9,"Reranking Average (4 datasets)":44.91,"Retrieval Average (8 datasets)":22.92,"STS Average (8 datasets)":39.11}
-{"index":173,"Rank":61,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":35.89,"Classification Average (9 datasets)":57.87,"Clustering Average (4 datasets)":34.44,"PairClassification Average (2 datasets)":58.52,"Reranking Average (4 datasets)":32.84,"Retrieval Average (8 datasets)":7.15,"STS Average (8 datasets)":36.48}
-{"index":304,"Rank":62,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":23.88,"Classification Average (9 datasets)":38.04,"Clustering Average (4 datasets)":18.34,"PairClassification Average (2 datasets)":56.7,"Reranking Average (4 datasets)":25.86,"Retrieval Average (8 datasets)":4.52,"STS Average (8 datasets)":20.86}
+{"index":125,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":72.62,"Classification Average (9 datasets)":75.03,"Clustering Average (4 datasets)":66.33,"PairClassification Average (2 datasets)":91.66,"Reranking Average (4 datasets)":72.76,"Retrieval Average (8 datasets)":76.67,"STS Average (8 datasets)":64.18}
+{"index":218,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":72.43,"Classification Average (9 datasets)":74.67,"Clustering Average (4 datasets)":65.17,"PairClassification Average (2 datasets)":91.87,"Reranking Average (4 datasets)":72.58,"Retrieval Average (8 datasets)":76.5,"STS Average (8 datasets)":64.53}
+{"index":15,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (35 datasets)":72.05,"Classification Average (9 datasets)":75.09,"Clustering Average (4 datasets)":66.06,"PairClassification Average (2 datasets)":87.48,"Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":76.03,"STS Average (8 datasets)":65.33}
+{"index":181,"Rank":4,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":71.88,"Classification Average (9 datasets)":74.43,"Clustering Average (4 datasets)":62.23,"PairClassification Average (2 datasets)":91.55,"Reranking Average (4 datasets)":72.34,"Retrieval Average (8 datasets)":76.36,"STS Average (8 datasets)":64.22}
+{"index":52,"Rank":5,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.04,"Classification Average (9 datasets)":74.18,"Clustering Average (4 datasets)":66.35,"PairClassification Average (2 datasets)":90.87,"Reranking Average (4 datasets)":69.3,"Retrieval Average (8 datasets)":73.56,"STS Average (8 datasets)":63.23}
+{"index":264,"Rank":6,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.95,"Classification Average (9 datasets)":74.59,"Clustering Average (4 datasets)":62.17,"PairClassification Average (2 datasets)":90.24,"Reranking Average (4 datasets)":70.0,"Retrieval Average (8 datasets)":74.36,"STS Average (8 datasets)":63.5}
+{"index":288,"Rank":7,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.85,"Classification Average (9 datasets)":74.14,"Clustering Average (4 datasets)":66.64,"PairClassification Average (2 datasets)":87.08,"Reranking Average (4 datasets)":68.72,"Retrieval Average (8 datasets)":74.97,"STS Average (8 datasets)":62.15}
+{"index":37,"Rank":8,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":70.78,"Classification Average (9 datasets)":74.3,"Clustering Average (4 datasets)":61.98,"PairClassification Average (2 datasets)":89.88,"Reranking Average (4 datasets)":69.78,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":63.33}
+{"index":13,"Rank":9,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":69.56,"Classification Average (9 datasets)":73.36,"Clustering Average (4 datasets)":67.08,"PairClassification Average (2 datasets)":88.52,"Reranking Average (4 datasets)":66.38,"Retrieval Average (8 datasets)":70.62,"STS Average (8 datasets)":62.32}
+{"index":138,"Rank":10,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":1024,"Average (35 datasets)":69.07,"Classification Average (9 datasets)":72.75,"Clustering Average (4 datasets)":58.7,"PairClassification Average (2 datasets)":87.84,"Reranking Average (4 datasets)":67.98,"Retrieval Average (8 datasets)":72.93,"STS Average (8 datasets)":62.09}
+{"index":10,"Rank":11,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.71,"Classification Average (9 datasets)":71.74,"Clustering Average (4 datasets)":53.75,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":68.27,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":62.46}
+{"index":167,"Rank":12,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.55,"Classification Average (9 datasets)":71.56,"Clustering Average (4 datasets)":54.32,"PairClassification Average (2 datasets)":88.08,"Reranking Average (4 datasets)":68.45,"Retrieval Average (8 datasets)":73.52,"STS Average (8 datasets)":62.48}
+{"index":166,"Rank":13,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.48,"Classification Average (9 datasets)":71.5,"Clustering Average (4 datasets)":53.9,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":68.26,"Retrieval Average (8 datasets)":73.6,"STS Average (8 datasets)":62.46}
+{"index":28,"Rank":14,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (35 datasets)":68.44,"Classification Average (9 datasets)":74.11,"Clustering Average (4 datasets)":59.3,"PairClassification Average (2 datasets)":86.67,"Reranking Average (4 datasets)":68.28,"Retrieval Average (8 datasets)":73.73,"STS Average (8 datasets)":56.87}
+{"index":339,"Rank":15,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":68.34,"Classification Average (9 datasets)":72.84,"Clustering Average (4 datasets)":56.88,"PairClassification Average (2 datasets)":82.32,"Reranking Average (4 datasets)":69.67,"Retrieval Average (8 datasets)":73.12,"STS Average (8 datasets)":60.07}
+{"index":185,"Rank":16,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":1792,"Max Tokens":1024,"Average (35 datasets)":67.96,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":53.3,"PairClassification Average (2 datasets)":87.93,"Reranking Average (4 datasets)":67.84,"Retrieval Average (8 datasets)":72.28,"STS Average (8 datasets)":62.49}
+{"index":14,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
+{"index":45,"Rank":18,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":67.51,"Classification Average (9 datasets)":70.0,"Clustering Average (4 datasets)":50.96,"PairClassification Average (2 datasets)":88.92,"Reranking Average (4 datasets)":67.17,"Retrieval Average (8 datasets)":70.41,"STS Average (8 datasets)":64.89}
+{"index":217,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.28,"Classification Average (9 datasets)":71.2,"Clustering Average (4 datasets)":54.62,"PairClassification Average (2 datasets)":85.3,"Reranking Average (4 datasets)":67.34,"Retrieval Average (8 datasets)":73.41,"STS Average (8 datasets)":58.52}
+{"index":109,"Rank":20,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.17,"Classification Average (9 datasets)":71.35,"Clustering Average (4 datasets)":54.0,"PairClassification Average (2 datasets)":84.34,"Reranking Average (4 datasets)":67.61,"Retrieval Average (8 datasets)":73.3,"STS Average (8 datasets)":58.41}
+{"index":299,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":66.72,"Classification Average (9 datasets)":71.34,"Clustering Average (4 datasets)":53.07,"PairClassification Average (2 datasets)":84.41,"Reranking Average (4 datasets)":67.4,"Retrieval Average (8 datasets)":72.49,"STS Average (8 datasets)":57.82}
+{"index":46,"Rank":22,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":66.1,"Classification Average (9 datasets)":69.89,"Clustering Average (4 datasets)":50.8,"PairClassification Average (2 datasets)":87.57,"Reranking Average (4 datasets)":66.92,"Retrieval Average (8 datasets)":67.7,"STS Average (8 datasets)":62.13}
+{"index":297,"Rank":23,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":65.92,"Classification Average (9 datasets)":71.26,"Clustering Average (4 datasets)":53.86,"PairClassification Average (2 datasets)":80.44,"Reranking Average (4 datasets)":67.0,"Retrieval Average (8 datasets)":71.71,"STS Average (8 datasets)":55.96}
+{"index":20,"Rank":24,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":65.5,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.04,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.38,"Retrieval Average (8 datasets)":71.85,"STS Average (8 datasets)":58.66}
+{"index":19,"Rank":25,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":65.14,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.0,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.39,"Retrieval Average (8 datasets)":70.26,"STS Average (8 datasets)":58.66}
+{"index":187,"Rank":26,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":65.13,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.16,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.41,"Retrieval Average (8 datasets)":70.14,"STS Average (8 datasets)":58.66}
+{"index":186,"Rank":27,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":64.54,"Classification Average (9 datasets)":67.62,"Clustering Average (4 datasets)":48.65,"PairClassification Average (2 datasets)":78.72,"Reranking Average (4 datasets)":65.98,"Retrieval Average (8 datasets)":71.02,"STS Average (8 datasets)":58.3}
+{"index":26,"Rank":28,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":64.53,"Classification Average (9 datasets)":69.13,"Clustering Average (4 datasets)":48.99,"PairClassification Average (2 datasets)":81.6,"Reranking Average (4 datasets)":65.84,"Retrieval Average (8 datasets)":70.46,"STS Average (8 datasets)":56.25}
+{"index":184,"Rank":29,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":64.36,"Classification Average (9 datasets)":68.29,"Clustering Average (4 datasets)":49.4,"PairClassification Average (2 datasets)":79.96,"Reranking Average (4 datasets)":66.1,"Retrieval Average (8 datasets)":70.08,"STS Average (8 datasets)":56.92}
+{"index":53,"Rank":30,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":64.25,"Classification Average (9 datasets)":68.21,"Clustering Average (4 datasets)":49.48,"PairClassification Average (2 datasets)":80.01,"Reranking Average (4 datasets)":65.89,"Retrieval Average (8 datasets)":69.59,"STS Average (8 datasets)":57.08}
+{"index":183,"Rank":31,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":64.16,"Classification Average (9 datasets)":67.77,"Clustering Average (4 datasets)":48.7,"PairClassification Average (2 datasets)":76.09,"Reranking Average (4 datasets)":66.95,"Retrieval Average (8 datasets)":71.07,"STS Average (8 datasets)":56.54}
+{"index":263,"Rank":32,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":64.11,"Classification Average (9 datasets)":67.03,"Clustering Average (4 datasets)":47.04,"PairClassification Average (2 datasets)":78.38,"Reranking Average (4 datasets)":65.98,"Retrieval Average (8 datasets)":70.93,"STS Average (8 datasets)":58.02}
+{"index":292,"Rank":33,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":63.79,"Classification Average (9 datasets)":64.94,"Clustering Average (4 datasets)":46.47,"PairClassification Average (2 datasets)":82.94,"Reranking Average (4 datasets)":66.57,"Retrieval Average (8 datasets)":69.4,"STS Average (8 datasets)":59.39}
+{"index":210,"Rank":34,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":63.79,"Classification Average (9 datasets)":64.94,"Clustering Average (4 datasets)":46.47,"PairClassification Average (2 datasets)":82.94,"Reranking Average (4 datasets)":66.57,"Retrieval Average (8 datasets)":69.4,"STS Average (8 datasets)":59.39}
+{"index":262,"Rank":35,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":63.66,"Classification Average (9 datasets)":66.98,"Clustering Average (4 datasets)":47.12,"PairClassification Average (2 datasets)":76.61,"Reranking Average (4 datasets)":66.68,"Retrieval Average (8 datasets)":71.2,"STS Average (8 datasets)":55.9}
+{"index":25,"Rank":36,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":63.4,"Classification Average (9 datasets)":68.58,"Clustering Average (4 datasets)":50.01,"PairClassification Average (2 datasets)":76.77,"Reranking Average (4 datasets)":64.9,"Retrieval Average (8 datasets)":70.54,"STS Average (8 datasets)":53.0}
+{"index":22,"Rank":37,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":63.13,"Classification Average (9 datasets)":68.07,"Clustering Average (4 datasets)":47.53,"PairClassification Average (2 datasets)":79.76,"Reranking Average (4 datasets)":65.4,"Retrieval Average (8 datasets)":69.49,"STS Average (8 datasets)":53.72}
+{"index":18,"Rank":38,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":62.72,"Classification Average (9 datasets)":64.27,"Clustering Average (4 datasets)":47.48,"PairClassification Average (2 datasets)":78.34,"Reranking Average (4 datasets)":68.17,"Retrieval Average (8 datasets)":71.95,"STS Average (8 datasets)":52.73}
+{"index":40,"Rank":39,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":62.18,"Classification Average (9 datasets)":69.09,"Clustering Average (4 datasets)":48.88,"PairClassification Average (2 datasets)":82.38,"Reranking Average (4 datasets)":62.82,"Retrieval Average (8 datasets)":63.52,"STS Average (8 datasets)":54.35}
+{"index":39,"Rank":40,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":62.09,"Classification Average (9 datasets)":67.89,"Clustering Average (4 datasets)":48.81,"PairClassification Average (2 datasets)":82.38,"Reranking Average (4 datasets)":63.2,"Retrieval Average (8 datasets)":64.11,"STS Average (8 datasets)":54.55}
+{"index":285,"Rank":41,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (35 datasets)":61.77,"Classification Average (9 datasets)":64.37,"Clustering Average (4 datasets)":48.05,"PairClassification Average (2 datasets)":68.76,"Reranking Average (4 datasets)":61.48,"Retrieval Average (8 datasets)":58.2,"STS Average (8 datasets)":67.66}
+{"index":192,"Rank":42,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":60.81,"Classification Average (9 datasets)":70.17,"Clustering Average (4 datasets)":52.3,"PairClassification Average (2 datasets)":72.19,"Reranking Average (4 datasets)":61.86,"Retrieval Average (8 datasets)":61.75,"STS Average (8 datasets)":50.22}
+{"index":303,"Rank":43,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":60.08,"Classification Average (9 datasets)":64.49,"Clustering Average (4 datasets)":48.95,"PairClassification Average (2 datasets)":70.0,"Reranking Average (4 datasets)":66.22,"Retrieval Average (8 datasets)":65.5,"STS Average (8 datasets)":49.72}
+{"index":301,"Rank":44,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":60.08,"Classification Average (9 datasets)":64.49,"Clustering Average (4 datasets)":48.95,"PairClassification Average (2 datasets)":70.0,"Reranking Average (4 datasets)":66.22,"Retrieval Average (8 datasets)":65.5,"STS Average (8 datasets)":49.72}
+{"index":38,"Rank":45,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":59.77,"Classification Average (9 datasets)":67.08,"Clustering Average (4 datasets)":47.21,"PairClassification Average (2 datasets)":78.77,"Reranking Average (4 datasets)":61.35,"Retrieval Average (8 datasets)":60.6,"STS Average (8 datasets)":51.45}
+{"index":237,"Rank":46,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":59.03,"Classification Average (9 datasets)":68.83,"Clustering Average (4 datasets)":48.64,"PairClassification Average (2 datasets)":62.84,"Reranking Average (4 datasets)":60.96,"Retrieval Average (8 datasets)":59.76,"STS Average (8 datasets)":50.54}
+{"index":196,"Rank":47,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":58.81,"Classification Average (9 datasets)":67.34,"Clustering Average (4 datasets)":48.23,"PairClassification Average (2 datasets)":69.89,"Reranking Average (4 datasets)":56.0,"Retrieval Average (8 datasets)":63.66,"STS Average (8 datasets)":48.29}
+{"index":32,"Rank":48,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":57.82,"Classification Average (9 datasets)":63.96,"Clustering Average (4 datasets)":44.18,"PairClassification Average (2 datasets)":70.4,"Reranking Average (4 datasets)":60.92,"Retrieval Average (8 datasets)":61.77,"STS Average (8 datasets)":49.1}
+{"index":231,"Rank":49,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":57.79,"Classification Average (9 datasets)":67.52,"Clustering Average (4 datasets)":47.68,"PairClassification Average (2 datasets)":63.99,"Reranking Average (4 datasets)":59.34,"Retrieval Average (8 datasets)":56.91,"STS Average (8 datasets)":50.47}
+{"index":232,"Rank":50,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":57.66,"Classification Average (9 datasets)":68.2,"Clustering Average (4 datasets)":48.88,"PairClassification Average (2 datasets)":64.3,"Reranking Average (4 datasets)":59.66,"Retrieval Average (8 datasets)":54.75,"STS Average (8 datasets)":50.42}
+{"index":195,"Rank":51,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":56.21,"Classification Average (9 datasets)":65.35,"Clustering Average (4 datasets)":40.68,"PairClassification Average (2 datasets)":67.07,"Reranking Average (4 datasets)":54.35,"Retrieval Average (8 datasets)":61.63,"STS Average (8 datasets)":46.49}
+{"index":198,"Rank":52,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":56.11,"Classification Average (9 datasets)":65.85,"Clustering Average (4 datasets)":45.26,"PairClassification Average (2 datasets)":66.45,"Reranking Average (4 datasets)":53.86,"Retrieval Average (8 datasets)":59.95,"STS Average (8 datasets)":45.27}
+{"index":199,"Rank":53,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (35 datasets)":56.03,"Classification Average (9 datasets)":65.31,"Clustering Average (4 datasets)":42.42,"PairClassification Average (2 datasets)":74.96,"Reranking Average (4 datasets)":56.27,"Retrieval Average (8 datasets)":57.96,"STS Average (8 datasets)":45.6}
+{"index":335,"Rank":54,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":53.73,"Classification Average (9 datasets)":64.31,"Clustering Average (4 datasets)":45.68,"PairClassification Average (2 datasets)":69.56,"Reranking Average (4 datasets)":54.28,"Retrieval Average (8 datasets)":52.0,"STS Average (8 datasets)":43.35}
+{"index":201,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (35 datasets)":51.55,"Classification Average (9 datasets)":62.85,"Clustering Average (4 datasets)":42.42,"PairClassification Average (2 datasets)":72.38,"Reranking Average (4 datasets)":53.62,"Retrieval Average (8 datasets)":46.16,"STS Average (8 datasets)":42.57}
+{"index":291,"Rank":56,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":50.12,"Classification Average (9 datasets)":61.0,"Clustering Average (4 datasets)":44.39,"PairClassification Average (2 datasets)":66.62,"Reranking Average (4 datasets)":49.25,"Retrieval Average (8 datasets)":44.4,"STS Average (8 datasets)":42.78}
+{"index":289,"Rank":57,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":48.59,"Classification Average (9 datasets)":62.19,"Clustering Average (4 datasets)":37.66,"PairClassification Average (2 datasets)":67.41,"Reranking Average (4 datasets)":49.45,"Retrieval Average (8 datasets)":38.79,"STS Average (8 datasets)":43.41}
+{"index":55,"Rank":58,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":48.56,"Classification Average (9 datasets)":60.66,"Clustering Average (4 datasets)":30.02,"PairClassification Average (2 datasets)":70.86,"Reranking Average (4 datasets)":49.16,"Retrieval Average (8 datasets)":41.94,"STS Average (8 datasets)":44.97}
+{"index":47,"Rank":59,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":46.83,"Classification Average (9 datasets)":62.54,"Clustering Average (4 datasets)":31.8,"PairClassification Average (2 datasets)":81.46,"Reranking Average (4 datasets)":45.08,"Retrieval Average (8 datasets)":32.1,"STS Average (8 datasets)":43.62}
+{"index":51,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":44.59,"Classification Average (9 datasets)":62.7,"Clustering Average (4 datasets)":39.67,"PairClassification Average (2 datasets)":80.9,"Reranking Average (4 datasets)":44.91,"Retrieval Average (8 datasets)":22.92,"STS Average (8 datasets)":39.11}
+{"index":171,"Rank":61,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":35.89,"Classification Average (9 datasets)":57.87,"Clustering Average (4 datasets)":34.44,"PairClassification Average (2 datasets)":58.52,"Reranking Average (4 datasets)":32.84,"Retrieval Average (8 datasets)":7.15,"STS Average (8 datasets)":36.48}
+{"index":302,"Rank":62,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":23.88,"Classification Average (9 datasets)":38.04,"Clustering Average (4 datasets)":18.34,"PairClassification Average (2 datasets)":56.7,"Reranking Average (4 datasets)":25.86,"Retrieval Average (8 datasets)":4.52,"STS Average (8 datasets)":20.86}
{"index":0,"Rank":63,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":1,"Rank":64,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":2,"Rank":65,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":4,"Rank":67,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":5,"Rank":68,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":6,"Rank":69,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":7,"Rank":70,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":8,"Rank":71,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":9,"Rank":72,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":10,"Rank":73,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":11,"Rank":74,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":13,"Rank":75,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":18,"Rank":77,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":19,"Rank":78,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":23,"Rank":79,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":25,"Rank":80,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":26,"Rank":81,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":29,"Rank":82,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":31,"Rank":83,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.03,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":32,"Rank":84,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.03,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":33,"Rank":85,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":35,"Rank":86,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":36,"Rank":87,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":37,"Rank":88,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":38,"Rank":89,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":44,"Rank":91,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":45,"Rank":92,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":46,"Rank":93,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":50,"Rank":94,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":51,"Rank":95,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":52,"Rank":96,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":56,"Rank":97,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":58,"Rank":98,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":59,"Rank":99,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":60,"Rank":100,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":61,"Rank":101,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":62,"Rank":102,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":63,"Rank":103,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":73,"Rank":113,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":74,"Rank":114,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":75,"Rank":115,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":76,"Rank":116,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":77,"Rank":117,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":78,"Rank":118,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":76.74,"STS Average (8 datasets)":""}
-{"index":79,"Rank":119,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":82,"Rank":122,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":83,"Rank":123,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":84,"Rank":124,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":85,"Rank":125,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":86,"Rank":126,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":87,"Rank":127,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":88,"Rank":128,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":89,"Rank":129,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":90,"Rank":130,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":91,"Rank":131,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":92,"Rank":132,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":93,"Rank":133,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":94,"Rank":134,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":95,"Rank":135,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":96,"Rank":136,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":97,"Rank":137,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":98,"Rank":138,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":99,"Rank":139,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":100,"Rank":140,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":101,"Rank":141,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":102,"Rank":142,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":103,"Rank":143,"Model":"qwen-1.8b-retrieval-test<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":70.63,"STS Average (8 datasets)":""}
-{"index":104,"Rank":144,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":105,"Rank":145,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":106,"Rank":146,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":107,"Rank":147,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":108,"Rank":148,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":109,"Rank":149,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":110,"Rank":150,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":112,"Rank":151,"Model":"alime-reranker-large-zh<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.54,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":115,"Rank":154,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":116,"Rank":155,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":118,"Rank":157,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":119,"Rank":158,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":120,"Rank":159,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":121,"Rank":160,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":122,"Rank":161,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":123,"Rank":162,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":124,"Rank":163,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":125,"Rank":164,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":126,"Rank":165,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":128,"Rank":166,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.41,"Retrieval Average (8 datasets)":73.78,"STS Average (8 datasets)":""}
-{"index":129,"Rank":167,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":130,"Rank":168,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":133,"Rank":171,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":134,"Rank":172,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":135,"Rank":173,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":136,"Rank":174,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":137,"Rank":175,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":66.04,"Retrieval Average (8 datasets)":72.92,"STS Average (8 datasets)":""}
-{"index":139,"Rank":177,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":141,"Rank":178,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":142,"Rank":179,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":143,"Rank":180,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":144,"Rank":181,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":145,"Rank":182,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":147,"Rank":184,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":148,"Rank":185,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":149,"Rank":186,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":150,"Rank":187,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":152,"Rank":189,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":155,"Rank":192,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":156,"Rank":193,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":157,"Rank":194,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":158,"Rank":195,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":159,"Rank":196,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.03,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":160,"Rank":197,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":161,"Rank":198,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":162,"Rank":199,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":163,"Rank":200,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":164,"Rank":201,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":165,"Rank":202,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":166,"Rank":203,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":167,"Rank":204,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":67.97,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":60.55,"STS Average (8 datasets)":""}
-{"index":170,"Rank":205,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":171,"Rank":206,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":172,"Rank":207,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":174,"Rank":208,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":76.56,"STS Average (8 datasets)":""}
-{"index":175,"Rank":209,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":176,"Rank":210,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":177,"Rank":211,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":178,"Rank":212,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":179,"Rank":213,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":180,"Rank":214,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":181,"Rank":215,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":182,"Rank":216,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":184,"Rank":217,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":190,"Rank":218,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":191,"Rank":219,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":192,"Rank":220,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":193,"Rank":221,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":195,"Rank":222,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":196,"Rank":223,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":199,"Rank":224,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":202,"Rank":225,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":43.24,"PairClassification Average (2 datasets)":76.59,"Reranking Average (4 datasets)":57.68,"Retrieval Average (8 datasets)":59.77,"STS Average (8 datasets)":""}
-{"index":204,"Rank":226,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":42.32,"PairClassification Average (2 datasets)":78.65,"Reranking Average (4 datasets)":59.11,"Retrieval Average (8 datasets)":62.87,"STS Average (8 datasets)":""}
-{"index":205,"Rank":227,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":206,"Rank":228,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":207,"Rank":229,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":208,"Rank":230,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":209,"Rank":231,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":210,"Rank":232,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":211,"Rank":233,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":213,"Rank":234,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":214,"Rank":235,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":215,"Rank":236,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":216,"Rank":237,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":217,"Rank":238,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":218,"Rank":239,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":221,"Rank":240,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":70.83,"Clustering Average (4 datasets)":48.35,"PairClassification Average (2 datasets)":74.64,"Reranking Average (4 datasets)":63.73,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":225,"Rank":244,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":226,"Rank":245,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":227,"Rank":246,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":228,"Rank":247,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":229,"Rank":248,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":230,"Rank":249,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":231,"Rank":250,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":232,"Rank":251,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":235,"Rank":252,"Model":"LdIR-Qwen2-reranker-1.5B<\/a>","Model Size (Million Parameters)":772,"Memory Usage (GB, fp32)":2.88,"Embedding Dimensions":1536,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":70.45,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":236,"Rank":253,"Model":"LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.58,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":237,"Rank":254,"Model":"bge-reranker-base-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.02,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":238,"Rank":255,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":1026,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.87,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":246,"Rank":262,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":247,"Rank":263,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":248,"Rank":264,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":249,"Rank":265,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":250,"Rank":266,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":251,"Rank":267,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":252,"Rank":268,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":253,"Rank":269,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":254,"Rank":270,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":255,"Rank":271,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":256,"Rank":272,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":257,"Rank":273,"Model":"checkpoint-9000<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":70.63,"STS Average (8 datasets)":""}
-{"index":259,"Rank":275,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":260,"Rank":276,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":261,"Rank":277,"Model":"360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":941,"Memory Usage (GB, fp32)":3.51,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":70.13,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":262,"Rank":278,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":75.06,"STS Average (8 datasets)":""}
-{"index":267,"Rank":280,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":268,"Rank":281,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":269,"Rank":282,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":270,"Rank":283,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":271,"Rank":284,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":272,"Rank":285,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":273,"Rank":286,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":274,"Rank":287,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":275,"Rank":288,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":276,"Rank":289,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":277,"Rank":290,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":278,"Rank":291,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":279,"Rank":292,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":280,"Rank":293,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":281,"Rank":294,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":282,"Rank":295,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":283,"Rank":296,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":284,"Rank":297,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":285,"Rank":298,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":286,"Rank":299,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":288,"Rank":300,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":289,"Rank":301,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":292,"Rank":302,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":297,"Rank":305,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.78,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":298,"Rank":306,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":300,"Rank":307,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":302,"Rank":308,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":311,"Rank":314,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":312,"Rank":315,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":313,"Rank":316,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":314,"Rank":317,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":315,"Rank":318,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":317,"Rank":320,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":66.04,"Retrieval Average (8 datasets)":72.92,"STS Average (8 datasets)":""}
-{"index":318,"Rank":321,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":319,"Rank":322,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":320,"Rank":323,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":331,"Rank":334,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":57.91}
-{"index":332,"Rank":335,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":333,"Rank":336,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":334,"Rank":337,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":335,"Rank":338,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":337,"Rank":339,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":338,"Rank":340,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":339,"Rank":341,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":341,"Rank":342,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":1,"Rank":64,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":3,"Rank":66,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":4,"Rank":67,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":5,"Rank":68,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":6,"Rank":69,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":7,"Rank":70,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":8,"Rank":71,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":9,"Rank":72,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":11,"Rank":73,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":16,"Rank":75,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":17,"Rank":76,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":21,"Rank":77,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":23,"Rank":78,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":24,"Rank":79,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":27,"Rank":80,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":29,"Rank":81,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.03,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":30,"Rank":82,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.03,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":31,"Rank":83,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":33,"Rank":84,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":34,"Rank":85,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":35,"Rank":86,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":36,"Rank":87,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":42,"Rank":89,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":43,"Rank":90,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":44,"Rank":91,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":48,"Rank":92,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":49,"Rank":93,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":50,"Rank":94,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":54,"Rank":95,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":56,"Rank":96,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":57,"Rank":97,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":58,"Rank":98,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":59,"Rank":99,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":60,"Rank":100,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":61,"Rank":101,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":71,"Rank":111,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":72,"Rank":112,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":73,"Rank":113,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":74,"Rank":114,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":75,"Rank":115,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":76,"Rank":116,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":76.74,"STS Average (8 datasets)":""}
+{"index":77,"Rank":117,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":80,"Rank":120,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":81,"Rank":121,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":82,"Rank":122,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":83,"Rank":123,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":84,"Rank":124,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":85,"Rank":125,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":86,"Rank":126,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":87,"Rank":127,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":88,"Rank":128,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":89,"Rank":129,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":90,"Rank":130,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":91,"Rank":131,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":92,"Rank":132,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":93,"Rank":133,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":94,"Rank":134,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":95,"Rank":135,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":96,"Rank":136,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":97,"Rank":137,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":98,"Rank":138,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":99,"Rank":139,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":100,"Rank":140,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":101,"Rank":141,"Model":"qwen-1.8b-retrieval-test<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":70.63,"STS Average (8 datasets)":""}
+{"index":102,"Rank":142,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":103,"Rank":143,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":104,"Rank":144,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":105,"Rank":145,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":106,"Rank":146,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":107,"Rank":147,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":108,"Rank":148,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":110,"Rank":149,"Model":"alime-reranker-large-zh<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.54,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":113,"Rank":152,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":114,"Rank":153,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":116,"Rank":155,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":117,"Rank":156,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":118,"Rank":157,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":119,"Rank":158,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":120,"Rank":159,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":121,"Rank":160,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":122,"Rank":161,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":123,"Rank":162,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":124,"Rank":163,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":126,"Rank":164,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.41,"Retrieval Average (8 datasets)":73.78,"STS Average (8 datasets)":""}
+{"index":127,"Rank":165,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":128,"Rank":166,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":131,"Rank":169,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":132,"Rank":170,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":133,"Rank":171,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":134,"Rank":172,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":135,"Rank":173,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":66.04,"Retrieval Average (8 datasets)":72.92,"STS Average (8 datasets)":""}
+{"index":137,"Rank":175,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":139,"Rank":176,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":140,"Rank":177,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":141,"Rank":178,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":142,"Rank":179,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":143,"Rank":180,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":145,"Rank":182,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":146,"Rank":183,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":147,"Rank":184,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":148,"Rank":185,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":150,"Rank":187,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":153,"Rank":190,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":154,"Rank":191,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":155,"Rank":192,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":156,"Rank":193,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":157,"Rank":194,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.03,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":158,"Rank":195,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":159,"Rank":196,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":160,"Rank":197,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":161,"Rank":198,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":162,"Rank":199,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":163,"Rank":200,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":164,"Rank":201,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":165,"Rank":202,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":67.97,"Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":60.55,"STS Average (8 datasets)":""}
+{"index":168,"Rank":203,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":169,"Rank":204,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":170,"Rank":205,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":172,"Rank":206,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":76.56,"STS Average (8 datasets)":""}
+{"index":173,"Rank":207,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":174,"Rank":208,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":175,"Rank":209,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":176,"Rank":210,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":177,"Rank":211,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":178,"Rank":212,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":179,"Rank":213,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":180,"Rank":214,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":182,"Rank":215,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":188,"Rank":216,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":189,"Rank":217,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":190,"Rank":218,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":191,"Rank":219,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":193,"Rank":220,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":194,"Rank":221,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":197,"Rank":222,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":200,"Rank":223,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":43.24,"PairClassification Average (2 datasets)":76.59,"Reranking Average (4 datasets)":57.68,"Retrieval Average (8 datasets)":59.77,"STS Average (8 datasets)":""}
+{"index":202,"Rank":224,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":42.32,"PairClassification Average (2 datasets)":78.65,"Reranking Average (4 datasets)":59.11,"Retrieval Average (8 datasets)":62.87,"STS Average (8 datasets)":""}
+{"index":203,"Rank":225,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":204,"Rank":226,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":205,"Rank":227,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":206,"Rank":228,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":207,"Rank":229,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":208,"Rank":230,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":209,"Rank":231,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":211,"Rank":232,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":212,"Rank":233,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":213,"Rank":234,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":214,"Rank":235,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":215,"Rank":236,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":216,"Rank":237,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":219,"Rank":238,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":70.83,"Clustering Average (4 datasets)":48.35,"PairClassification Average (2 datasets)":74.64,"Reranking Average (4 datasets)":63.73,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":223,"Rank":242,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":224,"Rank":243,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":225,"Rank":244,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":226,"Rank":245,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":227,"Rank":246,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":228,"Rank":247,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":229,"Rank":248,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":230,"Rank":249,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":233,"Rank":250,"Model":"LdIR-Qwen2-reranker-1.5B<\/a>","Model Size (Million Parameters)":772,"Memory Usage (GB, fp32)":2.88,"Embedding Dimensions":1536,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":70.45,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":234,"Rank":251,"Model":"LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.58,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":235,"Rank":252,"Model":"bge-reranker-base-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.02,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":236,"Rank":253,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":1026,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.87,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":244,"Rank":260,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":245,"Rank":261,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":246,"Rank":262,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":247,"Rank":263,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":248,"Rank":264,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":249,"Rank":265,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":250,"Rank":266,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":251,"Rank":267,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":252,"Rank":268,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":253,"Rank":269,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":254,"Rank":270,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":255,"Rank":271,"Model":"checkpoint-9000<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":70.63,"STS Average (8 datasets)":""}
+{"index":257,"Rank":273,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":258,"Rank":274,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":259,"Rank":275,"Model":"360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":941,"Memory Usage (GB, fp32)":3.51,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":70.13,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":260,"Rank":276,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":75.06,"STS Average (8 datasets)":""}
+{"index":265,"Rank":278,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":266,"Rank":279,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":267,"Rank":280,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":268,"Rank":281,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":269,"Rank":282,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":270,"Rank":283,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":271,"Rank":284,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":272,"Rank":285,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":273,"Rank":286,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":274,"Rank":287,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":275,"Rank":288,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":276,"Rank":289,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":277,"Rank":290,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":278,"Rank":291,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":279,"Rank":292,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":280,"Rank":293,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":281,"Rank":294,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":282,"Rank":295,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":283,"Rank":296,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":284,"Rank":297,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":286,"Rank":298,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":287,"Rank":299,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":290,"Rank":300,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":295,"Rank":303,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.78,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":296,"Rank":304,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":298,"Rank":305,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":300,"Rank":306,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":309,"Rank":312,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":310,"Rank":313,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":311,"Rank":314,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":312,"Rank":315,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":313,"Rank":316,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":315,"Rank":318,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":66.04,"Retrieval Average (8 datasets)":72.92,"STS Average (8 datasets)":""}
+{"index":316,"Rank":319,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":317,"Rank":320,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":318,"Rank":321,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":329,"Rank":332,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":57.91}
+{"index":331,"Rank":334,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":332,"Rank":335,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":333,"Rank":336,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":334,"Rank":337,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":336,"Rank":338,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":337,"Rank":339,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":338,"Rank":340,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":340,"Rank":341,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
diff --git a/boards_data/zh/data_tasks/Classification/default.jsonl b/boards_data/zh/data_tasks/Classification/default.jsonl
index 7a05a81e96a465efb5f83c4c1905cabe90e10f7c..2ee93c3b183217c860e12b3db0f3e57bed7eac28 100644
--- a/boards_data/zh/data_tasks/Classification/default.jsonl
+++ b/boards_data/zh/data_tasks/Classification/default.jsonl
@@ -1,94 +1,94 @@
-{"index":17,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"index":127,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.03,"AmazonReviewsClassification (zh)":50.31,"IFlyTek":51.94,"JDReview":90.32,"MassiveIntentClassification (zh-CN)":78.14,"MassiveScenarioClassification (zh-CN)":86.2,"MultilingualSentiment":78.58,"OnlineShopping":95.07,"TNews":55.03,"Waimai":89.7}
-{"index":220,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
-{"index":266,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
-{"index":183,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
-{"index":39,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
-{"index":54,"Rank":7,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.18,"AmazonReviewsClassification (zh)":49.67,"IFlyTek":52.64,"JDReview":87.6,"MassiveIntentClassification (zh-CN)":77.43,"MassiveScenarioClassification (zh-CN)":83.87,"MultilingualSentiment":78.48,"OnlineShopping":94.34,"TNews":54.37,"Waimai":89.23}
-{"index":290,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonReviewsClassification (zh)":49.68,"IFlyTek":51.77,"JDReview":86.94,"MassiveIntentClassification (zh-CN)":80.6,"MassiveScenarioClassification (zh-CN)":87.42,"MultilingualSentiment":75.92,"OnlineShopping":94.03,"TNews":52.69,"Waimai":88.23}
-{"index":30,"Rank":9,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":74.11,"AmazonReviewsClassification (zh)":54.34,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.19,"MassiveScenarioClassification (zh-CN)":82.58,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
-{"index":15,"Rank":10,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":73.36,"AmazonReviewsClassification (zh)":52.95,"IFlyTek":53.77,"JDReview":88.2,"MassiveIntentClassification (zh-CN)":76.25,"MassiveScenarioClassification (zh-CN)":77.26,"MultilingualSentiment":77.42,"OnlineShopping":94.48,"TNews":51.24,"Waimai":88.63}
-{"index":340,"Rank":11,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.84,"AmazonReviewsClassification (zh)":48.3,"IFlyTek":50.75,"JDReview":87.69,"MassiveIntentClassification (zh-CN)":74.91,"MassiveScenarioClassification (zh-CN)":81.28,"MultilingualSentiment":76.83,"OnlineShopping":94.42,"TNews":52.62,"Waimai":88.77}
-{"index":140,"Rank":12,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.75,"AmazonReviewsClassification (zh)":48.54,"IFlyTek":51.77,"JDReview":86.7,"MassiveIntentClassification (zh-CN)":75.87,"MassiveScenarioClassification (zh-CN)":78.44,"MultilingualSentiment":77.53,"OnlineShopping":93.71,"TNews":53.69,"Waimai":88.53}
-{"index":12,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.74,"AmazonReviewsClassification (zh)":46.18,"IFlyTek":51.8,"JDReview":86.02,"MassiveIntentClassification (zh-CN)":73.85,"MassiveScenarioClassification (zh-CN)":77.13,"MultilingualSentiment":76.35,"OnlineShopping":93.2,"TNews":53.06,"Waimai":88.1}
-{"index":169,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.56,"AmazonReviewsClassification (zh)":46.59,"IFlyTek":50.74,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.2,"MultilingualSentiment":76.64,"OnlineShopping":93.39,"TNews":53.1,"Waimai":88.01}
-{"index":168,"Rank":15,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":71.5,"AmazonReviewsClassification (zh)":46.32,"IFlyTek":50.63,"JDReview":86.12,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.3,"MultilingualSentiment":76.45,"OnlineShopping":93.24,"TNews":53.11,"Waimai":88.08}
-{"index":111,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.35,"AmazonReviewsClassification (zh)":46.95,"IFlyTek":49.67,"JDReview":86.53,"MassiveIntentClassification (zh-CN)":73.39,"MassiveScenarioClassification (zh-CN)":76.04,"MultilingualSentiment":76.4,"OnlineShopping":92.6,"TNews":52.04,"Waimai":88.49}
-{"index":301,"Rank":17,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.34,"AmazonReviewsClassification (zh)":47.23,"IFlyTek":49.6,"JDReview":86.72,"MassiveIntentClassification (zh-CN)":73.31,"MassiveScenarioClassification (zh-CN)":75.71,"MultilingualSentiment":76.48,"OnlineShopping":92.68,"TNews":51.98,"Waimai":88.37}
-{"index":299,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.26,"AmazonReviewsClassification (zh)":45.82,"IFlyTek":48.62,"JDReview":85.95,"MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":76.79,"MultilingualSentiment":75.79,"OnlineShopping":93.36,"TNews":53.65,"Waimai":88.07}
-{"index":219,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.2,"AmazonReviewsClassification (zh)":46.72,"IFlyTek":49.74,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":72.87,"MassiveScenarioClassification (zh-CN)":75.47,"MultilingualSentiment":76.28,"OnlineShopping":92.49,"TNews":52.16,"Waimai":88.36}
-{"index":187,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.12,"AmazonReviewsClassification (zh)":46.34,"IFlyTek":49.93,"JDReview":86.27,"MassiveIntentClassification (zh-CN)":72.05,"MassiveScenarioClassification (zh-CN)":75.3,"MultilingualSentiment":76.22,"OnlineShopping":93.53,"TNews":53.2,"Waimai":87.27}
-{"index":16,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.12,"AmazonReviewsClassification (zh)":47.21,"IFlyTek":44.85,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":76.88,"MassiveScenarioClassification (zh-CN)":80.76,"MultilingualSentiment":74.46,"OnlineShopping":93.5,"TNews":49.95,"Waimai":86.63}
-{"index":221,"Rank":22,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":70.83,"AmazonReviewsClassification (zh)":46.67,"IFlyTek":47.34,"JDReview":85.67,"MassiveIntentClassification (zh-CN)":72.38,"MassiveScenarioClassification (zh-CN)":74.87,"MultilingualSentiment":76.27,"OnlineShopping":93.05,"TNews":53.27,"Waimai":87.96}
-{"index":194,"Rank":23,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":70.17,"AmazonReviewsClassification (zh)":46.24,"IFlyTek":45.05,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":74.99,"MassiveScenarioClassification (zh-CN)":79.93,"MultilingualSentiment":73.31,"OnlineShopping":92.19,"TNews":47.05,"Waimai":86.94}
-{"index":47,"Rank":24,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.0,"AmazonReviewsClassification (zh)":44.93,"IFlyTek":48.3,"JDReview":85.07,"MassiveIntentClassification (zh-CN)":71.16,"MassiveScenarioClassification (zh-CN)":73.54,"MultilingualSentiment":75.16,"OnlineShopping":93.25,"TNews":52.41,"Waimai":86.21}
-{"index":48,"Rank":25,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":69.89,"AmazonReviewsClassification (zh)":44.88,"IFlyTek":49.11,"JDReview":85.57,"MassiveIntentClassification (zh-CN)":70.78,"MassiveScenarioClassification (zh-CN)":73.16,"MultilingualSentiment":74.39,"OnlineShopping":93.12,"TNews":51.8,"Waimai":86.18}
-{"index":28,"Rank":26,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":69.13,"AmazonReviewsClassification (zh)":41.38,"IFlyTek":48.74,"JDReview":85.14,"MassiveIntentClassification (zh-CN)":68.84,"MassiveScenarioClassification (zh-CN)":74.7,"MultilingualSentiment":72.97,"OnlineShopping":91.43,"TNews":52.1,"Waimai":86.9}
-{"index":42,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.09,"AmazonReviewsClassification (zh)":43.32,"IFlyTek":47.08,"JDReview":84.48,"MassiveIntentClassification (zh-CN)":70.91,"MassiveScenarioClassification (zh-CN)":74.94,"MultilingualSentiment":72.68,"OnlineShopping":92.11,"TNews":49.85,"Waimai":86.44}
-{"index":21,"Rank":28,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.81,"IFlyTek":48.01,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.27,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.4,"OnlineShopping":91.82,"TNews":51.93,"Waimai":87.1}
-{"index":189,"Rank":29,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.82,"IFlyTek":47.99,"JDReview":86.98,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.12,"MultilingualSentiment":73.41,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.12}
-{"index":22,"Rank":30,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":69.05,"AmazonReviewsClassification (zh)":40.8,"IFlyTek":47.99,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.39,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.1}
-{"index":239,"Rank":31,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.83,"AmazonReviewsClassification (zh)":47.79,"IFlyTek":44.86,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":61.29,"MassiveScenarioClassification (zh-CN)":66.9,"MultilingualSentiment":78.46,"OnlineShopping":92.58,"TNews":50.02,"Waimai":89.09}
-{"index":27,"Rank":32,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.58,"AmazonReviewsClassification (zh)":41.94,"IFlyTek":45.32,"JDReview":85.38,"MassiveIntentClassification (zh-CN)":66.96,"MassiveScenarioClassification (zh-CN)":73.39,"MultilingualSentiment":73.7,"OnlineShopping":91.66,"TNews":52.05,"Waimai":86.83}
-{"index":186,"Rank":33,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.29,"AmazonReviewsClassification (zh)":39.64,"IFlyTek":47.9,"JDReview":84.78,"MassiveIntentClassification (zh-CN)":68.09,"MassiveScenarioClassification (zh-CN)":73.22,"MultilingualSentiment":71.67,"OnlineShopping":91.38,"TNews":51.25,"Waimai":86.68}
-{"index":55,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.21,"AmazonReviewsClassification (zh)":39.32,"IFlyTek":47.96,"JDReview":84.9,"MassiveIntentClassification (zh-CN)":67.65,"MassiveScenarioClassification (zh-CN)":72.97,"MultilingualSentiment":71.54,"OnlineShopping":91.3,"TNews":51.56,"Waimai":86.66}
-{"index":234,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.2,"AmazonReviewsClassification (zh)":44.44,"IFlyTek":43.96,"JDReview":86.92,"MassiveIntentClassification (zh-CN)":67.23,"MassiveScenarioClassification (zh-CN)":74.88,"MultilingualSentiment":72.47,"OnlineShopping":89.59,"TNews":48.26,"Waimai":86.08}
-{"index":24,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.07,"AmazonReviewsClassification (zh)":40.15,"IFlyTek":48.62,"JDReview":83.62,"MassiveIntentClassification (zh-CN)":67.93,"MassiveScenarioClassification (zh-CN)":73.98,"MultilingualSentiment":70.67,"OnlineShopping":91.26,"TNews":51.08,"Waimai":85.36}
-{"index":41,"Rank":37,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.89,"AmazonReviewsClassification (zh)":42.04,"IFlyTek":46.3,"JDReview":77.3,"MassiveIntentClassification (zh-CN)":70.82,"MassiveScenarioClassification (zh-CN)":75.21,"MultilingualSentiment":71.67,"OnlineShopping":91.53,"TNews":50.17,"Waimai":85.98}
-{"index":185,"Rank":38,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":67.77,"AmazonReviewsClassification (zh)":40.25,"IFlyTek":47.46,"JDReview":84.99,"MassiveIntentClassification (zh-CN)":65.56,"MassiveScenarioClassification (zh-CN)":71.49,"MultilingualSentiment":72.48,"OnlineShopping":90.34,"TNews":50.78,"Waimai":86.62}
-{"index":188,"Rank":39,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.62,"AmazonReviewsClassification (zh)":40.57,"IFlyTek":47.03,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":64.02,"MassiveScenarioClassification (zh-CN)":68.95,"MultilingualSentiment":73.03,"OnlineShopping":90.75,"TNews":50.69,"Waimai":86.77}
-{"index":233,"Rank":40,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.52,"AmazonReviewsClassification (zh)":43.02,"IFlyTek":44.42,"JDReview":85.33,"MassiveIntentClassification (zh-CN)":68.4,"MassiveScenarioClassification (zh-CN)":74.6,"MultilingualSentiment":71.9,"OnlineShopping":87.77,"TNews":48.28,"Waimai":83.99}
-{"index":198,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.34,"AmazonReviewsClassification (zh)":38.83,"IFlyTek":45.47,"JDReview":80.99,"MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":68.58,"OnlineShopping":90.81,"TNews":48.38,"Waimai":85.02}
-{"index":40,"Rank":42,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.08,"AmazonReviewsClassification (zh)":39.68,"IFlyTek":47.0,"JDReview":77.34,"MassiveIntentClassification (zh-CN)":70.98,"MassiveScenarioClassification (zh-CN)":75.69,"MultilingualSentiment":69.17,"OnlineShopping":89.79,"TNews":49.77,"Waimai":84.34}
-{"index":265,"Rank":43,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.03,"AmazonReviewsClassification (zh)":40.33,"IFlyTek":44.25,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":68.0,"MassiveScenarioClassification (zh-CN)":72.08,"MultilingualSentiment":70.15,"OnlineShopping":90.27,"TNews":46.54,"Waimai":85.54}
-{"index":264,"Rank":44,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.98,"AmazonReviewsClassification (zh)":40.24,"IFlyTek":44.35,"JDReview":84.26,"MassiveIntentClassification (zh-CN)":68.97,"MassiveScenarioClassification (zh-CN)":73.32,"MultilingualSentiment":70.25,"OnlineShopping":89.93,"TNews":46.81,"Waimai":84.7}
-{"index":200,"Rank":45,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"AmazonReviewsClassification (zh)":37.5,"IFlyTek":47.35,"JDReview":79.34,"MassiveIntentClassification (zh-CN)":68.24,"MassiveScenarioClassification (zh-CN)":74.47,"MultilingualSentiment":64.74,"OnlineShopping":88.73,"TNews":48.38,"Waimai":83.9}
-{"index":197,"Rank":46,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.35,"AmazonReviewsClassification (zh)":37.23,"IFlyTek":44.93,"JDReview":76.21,"MassiveIntentClassification (zh-CN)":69.16,"MassiveScenarioClassification (zh-CN)":75.42,"MultilingualSentiment":65.28,"OnlineShopping":88.4,"TNews":47.06,"Waimai":84.42}
-{"index":201,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.31,"AmazonReviewsClassification (zh)":38.12,"IFlyTek":43.52,"JDReview":81.09,"MassiveIntentClassification (zh-CN)":66.91,"MassiveScenarioClassification (zh-CN)":74.72,"MultilingualSentiment":66.33,"OnlineShopping":88.35,"TNews":46.08,"Waimai":82.67}
-{"index":294,"Rank":48,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
-{"index":212,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
-{"index":305,"Rank":50,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
-{"index":303,"Rank":51,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
-{"index":287,"Rank":52,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":64.37,"AmazonReviewsClassification (zh)":29.75,"IFlyTek":50.93,"JDReview":84.93,"MassiveIntentClassification (zh-CN)":67.46,"MassiveScenarioClassification (zh-CN)":71.6,"MultilingualSentiment":55.9,"OnlineShopping":82.53,"TNews":55.08,"Waimai":81.16}
-{"index":336,"Rank":53,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.31,"AmazonReviewsClassification (zh)":38.3,"IFlyTek":44.62,"JDReview":74.6,"MassiveIntentClassification (zh-CN)":64.81,"MassiveScenarioClassification (zh-CN)":71.4,"MultilingualSentiment":67.99,"OnlineShopping":88.94,"TNews":45.77,"Waimai":82.37}
-{"index":20,"Rank":54,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
-{"index":34,"Rank":55,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":63.96,"AmazonReviewsClassification (zh)":35.91,"IFlyTek":45.49,"JDReview":80.04,"MassiveIntentClassification (zh-CN)":63.95,"MassiveScenarioClassification (zh-CN)":70.8,"MultilingualSentiment":63.06,"OnlineShopping":85.05,"TNews":48.15,"Waimai":83.18}
-{"index":203,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"AmazonReviewsClassification (zh)":35.7,"IFlyTek":40.46,"JDReview":78.26,"MassiveIntentClassification (zh-CN)":63.75,"MassiveScenarioClassification (zh-CN)":72.39,"MultilingualSentiment":63.17,"OnlineShopping":87.11,"TNews":44.15,"Waimai":80.65}
-{"index":53,"Rank":57,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.7,"AmazonReviewsClassification (zh)":38.25,"IFlyTek":43.13,"JDReview":69.08,"MassiveIntentClassification (zh-CN)":61.23,"MassiveScenarioClassification (zh-CN)":68.12,"MultilingualSentiment":67.83,"OnlineShopping":88.13,"TNews":44.42,"Waimai":84.15}
-{"index":49,"Rank":58,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.54,"AmazonReviewsClassification (zh)":37.51,"IFlyTek":44.88,"JDReview":82.2,"MassiveIntentClassification (zh-CN)":57.34,"MassiveScenarioClassification (zh-CN)":62.36,"MultilingualSentiment":66.58,"OnlineShopping":88.19,"TNews":39.8,"Waimai":83.96}
-{"index":291,"Rank":59,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.19,"AmazonReviewsClassification (zh)":34.12,"IFlyTek":42.05,"JDReview":82.14,"MassiveIntentClassification (zh-CN)":63.98,"MassiveScenarioClassification (zh-CN)":70.52,"MultilingualSentiment":60.98,"OnlineShopping":85.69,"TNews":43.01,"Waimai":77.22}
-{"index":293,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":61.0,"AmazonReviewsClassification (zh)":34.46,"IFlyTek":41.75,"JDReview":79.68,"MassiveIntentClassification (zh-CN)":57.47,"MassiveScenarioClassification (zh-CN)":65.32,"MultilingualSentiment":61.21,"OnlineShopping":84.3,"TNews":45.22,"Waimai":79.57}
-{"index":57,"Rank":61,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":60.66,"AmazonReviewsClassification (zh)":33.77,"IFlyTek":41.54,"JDReview":81.56,"MassiveIntentClassification (zh-CN)":63.23,"MassiveScenarioClassification (zh-CN)":68.45,"MultilingualSentiment":58.97,"OnlineShopping":83.51,"TNews":38.92,"Waimai":76.01}
-{"index":173,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.87,"AmazonReviewsClassification (zh)":31.91,"IFlyTek":38.01,"JDReview":69.59,"MassiveIntentClassification (zh-CN)":62.08,"MassiveScenarioClassification (zh-CN)":68.88,"MultilingualSentiment":57.69,"OnlineShopping":75.64,"TNews":40.95,"Waimai":76.12}
-{"index":304,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.04,"AmazonReviewsClassification (zh)":21.96,"IFlyTek":20.35,"JDReview":55.5,"MassiveIntentClassification (zh-CN)":25.39,"MassiveScenarioClassification (zh-CN)":40.35,"MultilingualSentiment":38.94,"OnlineShopping":56.89,"TNews":26.79,"Waimai":56.22}
-{"index":11,"Rank":75,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AmazonReviewsClassification (zh)":30.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":40.62,"MassiveScenarioClassification (zh-CN)":50.22,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":71,"Rank":112,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":72,"Rank":113,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":73,"Rank":114,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonReviewsClassification (zh)":22.35,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":18.85,"MassiveScenarioClassification (zh-CN)":30.14,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":98,"Rank":139,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":24.27,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":46.24,"MassiveScenarioClassification (zh-CN)":49.38,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":99,"Rank":140,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":23.98,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":45.78,"MassiveScenarioClassification (zh-CN)":48.55,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":102,"Rank":143,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonReviewsClassification (zh)":33.75,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":131,"Rank":170,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":40.54,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.17,"MassiveScenarioClassification (zh-CN)":69.54,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":138,"Rank":177,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":36.07,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.4,"MassiveScenarioClassification (zh-CN)":69.58,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":148,"Rank":186,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonReviewsClassification (zh)":37.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":149,"Rank":187,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":32.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":67.07,"MassiveScenarioClassification (zh-CN)":73.95,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":152,"Rank":190,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonReviewsClassification (zh)":23.13,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":25.91,"MassiveScenarioClassification (zh-CN)":35.16,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":154,"Rank":192,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":167,"Rank":205,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (zh)":34.55,"IFlyTek":44.16,"JDReview":80.32,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":61.08,"OnlineShopping":"","TNews":47.89,"Waimai":82.24}
-{"index":199,"Rank":225,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":202,"Rank":226,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":45.03,"JDReview":83.64,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":67.17,"OnlineShopping":90.41,"TNews":47.7,"Waimai":84.07}
-{"index":204,"Rank":227,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":46.23,"JDReview":84.17,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":68.36,"OnlineShopping":90.93,"TNews":47.8,"Waimai":84.68}
-{"index":267,"Rank":280,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AmazonReviewsClassification (zh)":36.45,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.86,"MassiveScenarioClassification (zh-CN)":70.85,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":268,"Rank":281,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AmazonReviewsClassification (zh)":22.99,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":23.74,"MassiveScenarioClassification (zh-CN)":33.18,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":271,"Rank":284,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":20.49,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.81,"MassiveScenarioClassification (zh-CN)":9.19,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":274,"Rank":287,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AmazonReviewsClassification (zh)":33.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":59.22,"MassiveScenarioClassification (zh-CN)":66.44,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":276,"Rank":289,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":21.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.41,"MassiveScenarioClassification (zh-CN)":3.84,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":277,"Rank":290,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.72,"MassiveScenarioClassification (zh-CN)":5.21,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":281,"Rank":294,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":35.26,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":282,"Rank":295,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonReviewsClassification (zh)":37.74,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":283,"Rank":296,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":21.53,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.12,"MassiveScenarioClassification (zh-CN)":4.17,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":284,"Rank":297,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":22.12,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.09,"MassiveScenarioClassification (zh-CN)":4.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":285,"Rank":298,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.88,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":0.59,"MassiveScenarioClassification (zh-CN)":5.86,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":289,"Rank":301,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":5.15,"MassiveScenarioClassification (zh-CN)":10.56,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":292,"Rank":302,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":32.52,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":60.86,"MassiveScenarioClassification (zh-CN)":65.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
-{"index":295,"Rank":303,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":15,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
+{"index":125,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.03,"AmazonReviewsClassification (zh)":50.31,"IFlyTek":51.94,"JDReview":90.32,"MassiveIntentClassification (zh-CN)":78.14,"MassiveScenarioClassification (zh-CN)":86.2,"MultilingualSentiment":78.58,"OnlineShopping":95.07,"TNews":55.03,"Waimai":89.7}
+{"index":218,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
+{"index":264,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
+{"index":181,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
+{"index":37,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
+{"index":52,"Rank":7,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.18,"AmazonReviewsClassification (zh)":49.67,"IFlyTek":52.64,"JDReview":87.6,"MassiveIntentClassification (zh-CN)":77.43,"MassiveScenarioClassification (zh-CN)":83.87,"MultilingualSentiment":78.48,"OnlineShopping":94.34,"TNews":54.37,"Waimai":89.23}
+{"index":288,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonReviewsClassification (zh)":49.68,"IFlyTek":51.77,"JDReview":86.94,"MassiveIntentClassification (zh-CN)":80.6,"MassiveScenarioClassification (zh-CN)":87.42,"MultilingualSentiment":75.92,"OnlineShopping":94.03,"TNews":52.69,"Waimai":88.23}
+{"index":28,"Rank":9,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":74.11,"AmazonReviewsClassification (zh)":54.34,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.19,"MassiveScenarioClassification (zh-CN)":82.58,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
+{"index":13,"Rank":10,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":73.36,"AmazonReviewsClassification (zh)":52.95,"IFlyTek":53.77,"JDReview":88.2,"MassiveIntentClassification (zh-CN)":76.25,"MassiveScenarioClassification (zh-CN)":77.26,"MultilingualSentiment":77.42,"OnlineShopping":94.48,"TNews":51.24,"Waimai":88.63}
+{"index":339,"Rank":11,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.84,"AmazonReviewsClassification (zh)":48.3,"IFlyTek":50.75,"JDReview":87.69,"MassiveIntentClassification (zh-CN)":74.91,"MassiveScenarioClassification (zh-CN)":81.28,"MultilingualSentiment":76.83,"OnlineShopping":94.42,"TNews":52.62,"Waimai":88.77}
+{"index":138,"Rank":12,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.75,"AmazonReviewsClassification (zh)":48.54,"IFlyTek":51.77,"JDReview":86.7,"MassiveIntentClassification (zh-CN)":75.87,"MassiveScenarioClassification (zh-CN)":78.44,"MultilingualSentiment":77.53,"OnlineShopping":93.71,"TNews":53.69,"Waimai":88.53}
+{"index":10,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.74,"AmazonReviewsClassification (zh)":46.18,"IFlyTek":51.8,"JDReview":86.02,"MassiveIntentClassification (zh-CN)":73.85,"MassiveScenarioClassification (zh-CN)":77.13,"MultilingualSentiment":76.35,"OnlineShopping":93.2,"TNews":53.06,"Waimai":88.1}
+{"index":167,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.56,"AmazonReviewsClassification (zh)":46.59,"IFlyTek":50.74,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.2,"MultilingualSentiment":76.64,"OnlineShopping":93.39,"TNews":53.1,"Waimai":88.01}
+{"index":166,"Rank":15,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":71.5,"AmazonReviewsClassification (zh)":46.32,"IFlyTek":50.63,"JDReview":86.12,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.3,"MultilingualSentiment":76.45,"OnlineShopping":93.24,"TNews":53.11,"Waimai":88.08}
+{"index":109,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.35,"AmazonReviewsClassification (zh)":46.95,"IFlyTek":49.67,"JDReview":86.53,"MassiveIntentClassification (zh-CN)":73.39,"MassiveScenarioClassification (zh-CN)":76.04,"MultilingualSentiment":76.4,"OnlineShopping":92.6,"TNews":52.04,"Waimai":88.49}
+{"index":299,"Rank":17,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.34,"AmazonReviewsClassification (zh)":47.23,"IFlyTek":49.6,"JDReview":86.72,"MassiveIntentClassification (zh-CN)":73.31,"MassiveScenarioClassification (zh-CN)":75.71,"MultilingualSentiment":76.48,"OnlineShopping":92.68,"TNews":51.98,"Waimai":88.37}
+{"index":297,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.26,"AmazonReviewsClassification (zh)":45.82,"IFlyTek":48.62,"JDReview":85.95,"MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":76.79,"MultilingualSentiment":75.79,"OnlineShopping":93.36,"TNews":53.65,"Waimai":88.07}
+{"index":217,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.2,"AmazonReviewsClassification (zh)":46.72,"IFlyTek":49.74,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":72.87,"MassiveScenarioClassification (zh-CN)":75.47,"MultilingualSentiment":76.28,"OnlineShopping":92.49,"TNews":52.16,"Waimai":88.36}
+{"index":185,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.12,"AmazonReviewsClassification (zh)":46.34,"IFlyTek":49.93,"JDReview":86.27,"MassiveIntentClassification (zh-CN)":72.05,"MassiveScenarioClassification (zh-CN)":75.3,"MultilingualSentiment":76.22,"OnlineShopping":93.53,"TNews":53.2,"Waimai":87.27}
+{"index":14,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.12,"AmazonReviewsClassification (zh)":47.21,"IFlyTek":44.85,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":76.88,"MassiveScenarioClassification (zh-CN)":80.76,"MultilingualSentiment":74.46,"OnlineShopping":93.5,"TNews":49.95,"Waimai":86.63}
+{"index":219,"Rank":22,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":70.83,"AmazonReviewsClassification (zh)":46.67,"IFlyTek":47.34,"JDReview":85.67,"MassiveIntentClassification (zh-CN)":72.38,"MassiveScenarioClassification (zh-CN)":74.87,"MultilingualSentiment":76.27,"OnlineShopping":93.05,"TNews":53.27,"Waimai":87.96}
+{"index":192,"Rank":23,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":70.17,"AmazonReviewsClassification (zh)":46.24,"IFlyTek":45.05,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":74.99,"MassiveScenarioClassification (zh-CN)":79.93,"MultilingualSentiment":73.31,"OnlineShopping":92.19,"TNews":47.05,"Waimai":86.94}
+{"index":45,"Rank":24,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.0,"AmazonReviewsClassification (zh)":44.93,"IFlyTek":48.3,"JDReview":85.07,"MassiveIntentClassification (zh-CN)":71.16,"MassiveScenarioClassification (zh-CN)":73.54,"MultilingualSentiment":75.16,"OnlineShopping":93.25,"TNews":52.41,"Waimai":86.21}
+{"index":46,"Rank":25,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":69.89,"AmazonReviewsClassification (zh)":44.88,"IFlyTek":49.11,"JDReview":85.57,"MassiveIntentClassification (zh-CN)":70.78,"MassiveScenarioClassification (zh-CN)":73.16,"MultilingualSentiment":74.39,"OnlineShopping":93.12,"TNews":51.8,"Waimai":86.18}
+{"index":26,"Rank":26,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":69.13,"AmazonReviewsClassification (zh)":41.38,"IFlyTek":48.74,"JDReview":85.14,"MassiveIntentClassification (zh-CN)":68.84,"MassiveScenarioClassification (zh-CN)":74.7,"MultilingualSentiment":72.97,"OnlineShopping":91.43,"TNews":52.1,"Waimai":86.9}
+{"index":40,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.09,"AmazonReviewsClassification (zh)":43.32,"IFlyTek":47.08,"JDReview":84.48,"MassiveIntentClassification (zh-CN)":70.91,"MassiveScenarioClassification (zh-CN)":74.94,"MultilingualSentiment":72.68,"OnlineShopping":92.11,"TNews":49.85,"Waimai":86.44}
+{"index":19,"Rank":28,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.81,"IFlyTek":48.01,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.27,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.4,"OnlineShopping":91.82,"TNews":51.93,"Waimai":87.1}
+{"index":187,"Rank":29,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.82,"IFlyTek":47.99,"JDReview":86.98,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.12,"MultilingualSentiment":73.41,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.12}
+{"index":20,"Rank":30,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":69.05,"AmazonReviewsClassification (zh)":40.8,"IFlyTek":47.99,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.26,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.39,"OnlineShopping":91.81,"TNews":51.93,"Waimai":87.1}
+{"index":237,"Rank":31,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.83,"AmazonReviewsClassification (zh)":47.79,"IFlyTek":44.86,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":61.29,"MassiveScenarioClassification (zh-CN)":66.9,"MultilingualSentiment":78.46,"OnlineShopping":92.58,"TNews":50.02,"Waimai":89.09}
+{"index":25,"Rank":32,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.58,"AmazonReviewsClassification (zh)":41.94,"IFlyTek":45.32,"JDReview":85.38,"MassiveIntentClassification (zh-CN)":66.96,"MassiveScenarioClassification (zh-CN)":73.39,"MultilingualSentiment":73.7,"OnlineShopping":91.66,"TNews":52.05,"Waimai":86.83}
+{"index":184,"Rank":33,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.29,"AmazonReviewsClassification (zh)":39.64,"IFlyTek":47.9,"JDReview":84.78,"MassiveIntentClassification (zh-CN)":68.09,"MassiveScenarioClassification (zh-CN)":73.22,"MultilingualSentiment":71.67,"OnlineShopping":91.38,"TNews":51.25,"Waimai":86.68}
+{"index":53,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":68.21,"AmazonReviewsClassification (zh)":39.32,"IFlyTek":47.96,"JDReview":84.9,"MassiveIntentClassification (zh-CN)":67.65,"MassiveScenarioClassification (zh-CN)":72.97,"MultilingualSentiment":71.54,"OnlineShopping":91.3,"TNews":51.56,"Waimai":86.66}
+{"index":232,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.2,"AmazonReviewsClassification (zh)":44.44,"IFlyTek":43.96,"JDReview":86.92,"MassiveIntentClassification (zh-CN)":67.23,"MassiveScenarioClassification (zh-CN)":74.88,"MultilingualSentiment":72.47,"OnlineShopping":89.59,"TNews":48.26,"Waimai":86.08}
+{"index":22,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":68.07,"AmazonReviewsClassification (zh)":40.15,"IFlyTek":48.62,"JDReview":83.62,"MassiveIntentClassification (zh-CN)":67.93,"MassiveScenarioClassification (zh-CN)":73.98,"MultilingualSentiment":70.67,"OnlineShopping":91.26,"TNews":51.08,"Waimai":85.36}
+{"index":39,"Rank":37,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.89,"AmazonReviewsClassification (zh)":42.04,"IFlyTek":46.3,"JDReview":77.3,"MassiveIntentClassification (zh-CN)":70.82,"MassiveScenarioClassification (zh-CN)":75.21,"MultilingualSentiment":71.67,"OnlineShopping":91.53,"TNews":50.17,"Waimai":85.98}
+{"index":183,"Rank":38,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":67.77,"AmazonReviewsClassification (zh)":40.25,"IFlyTek":47.46,"JDReview":84.99,"MassiveIntentClassification (zh-CN)":65.56,"MassiveScenarioClassification (zh-CN)":71.49,"MultilingualSentiment":72.48,"OnlineShopping":90.34,"TNews":50.78,"Waimai":86.62}
+{"index":186,"Rank":39,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.62,"AmazonReviewsClassification (zh)":40.57,"IFlyTek":47.03,"JDReview":86.74,"MassiveIntentClassification (zh-CN)":64.02,"MassiveScenarioClassification (zh-CN)":68.95,"MultilingualSentiment":73.03,"OnlineShopping":90.75,"TNews":50.69,"Waimai":86.77}
+{"index":231,"Rank":40,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.52,"AmazonReviewsClassification (zh)":43.02,"IFlyTek":44.42,"JDReview":85.33,"MassiveIntentClassification (zh-CN)":68.4,"MassiveScenarioClassification (zh-CN)":74.6,"MultilingualSentiment":71.9,"OnlineShopping":87.77,"TNews":48.28,"Waimai":83.99}
+{"index":196,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.34,"AmazonReviewsClassification (zh)":38.83,"IFlyTek":45.47,"JDReview":80.99,"MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":68.58,"OnlineShopping":90.81,"TNews":48.38,"Waimai":85.02}
+{"index":38,"Rank":42,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.08,"AmazonReviewsClassification (zh)":39.68,"IFlyTek":47.0,"JDReview":77.34,"MassiveIntentClassification (zh-CN)":70.98,"MassiveScenarioClassification (zh-CN)":75.69,"MultilingualSentiment":69.17,"OnlineShopping":89.79,"TNews":49.77,"Waimai":84.34}
+{"index":263,"Rank":43,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":67.03,"AmazonReviewsClassification (zh)":40.33,"IFlyTek":44.25,"JDReview":86.1,"MassiveIntentClassification (zh-CN)":68.0,"MassiveScenarioClassification (zh-CN)":72.08,"MultilingualSentiment":70.15,"OnlineShopping":90.27,"TNews":46.54,"Waimai":85.54}
+{"index":262,"Rank":44,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.98,"AmazonReviewsClassification (zh)":40.24,"IFlyTek":44.35,"JDReview":84.26,"MassiveIntentClassification (zh-CN)":68.97,"MassiveScenarioClassification (zh-CN)":73.32,"MultilingualSentiment":70.25,"OnlineShopping":89.93,"TNews":46.81,"Waimai":84.7}
+{"index":198,"Rank":45,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"AmazonReviewsClassification (zh)":37.5,"IFlyTek":47.35,"JDReview":79.34,"MassiveIntentClassification (zh-CN)":68.24,"MassiveScenarioClassification (zh-CN)":74.47,"MultilingualSentiment":64.74,"OnlineShopping":88.73,"TNews":48.38,"Waimai":83.9}
+{"index":195,"Rank":46,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.35,"AmazonReviewsClassification (zh)":37.23,"IFlyTek":44.93,"JDReview":76.21,"MassiveIntentClassification (zh-CN)":69.16,"MassiveScenarioClassification (zh-CN)":75.42,"MultilingualSentiment":65.28,"OnlineShopping":88.4,"TNews":47.06,"Waimai":84.42}
+{"index":199,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.31,"AmazonReviewsClassification (zh)":38.12,"IFlyTek":43.52,"JDReview":81.09,"MassiveIntentClassification (zh-CN)":66.91,"MassiveScenarioClassification (zh-CN)":74.72,"MultilingualSentiment":66.33,"OnlineShopping":88.35,"TNews":46.08,"Waimai":82.67}
+{"index":210,"Rank":48,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
+{"index":292,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":64.94,"AmazonReviewsClassification (zh)":34.94,"IFlyTek":47.36,"JDReview":79.57,"MassiveIntentClassification (zh-CN)":68.2,"MassiveScenarioClassification (zh-CN)":71.93,"MultilingualSentiment":63.29,"OnlineShopping":87.0,"TNews":47.65,"Waimai":84.54}
+{"index":301,"Rank":50,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
+{"index":303,"Rank":51,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
+{"index":285,"Rank":52,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":64.37,"AmazonReviewsClassification (zh)":29.75,"IFlyTek":50.93,"JDReview":84.93,"MassiveIntentClassification (zh-CN)":67.46,"MassiveScenarioClassification (zh-CN)":71.6,"MultilingualSentiment":55.9,"OnlineShopping":82.53,"TNews":55.08,"Waimai":81.16}
+{"index":335,"Rank":53,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.31,"AmazonReviewsClassification (zh)":38.3,"IFlyTek":44.62,"JDReview":74.6,"MassiveIntentClassification (zh-CN)":64.81,"MassiveScenarioClassification (zh-CN)":71.4,"MultilingualSentiment":67.99,"OnlineShopping":88.94,"TNews":45.77,"Waimai":82.37}
+{"index":18,"Rank":54,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
+{"index":32,"Rank":55,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":63.96,"AmazonReviewsClassification (zh)":35.91,"IFlyTek":45.49,"JDReview":80.04,"MassiveIntentClassification (zh-CN)":63.95,"MassiveScenarioClassification (zh-CN)":70.8,"MultilingualSentiment":63.06,"OnlineShopping":85.05,"TNews":48.15,"Waimai":83.18}
+{"index":201,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"AmazonReviewsClassification (zh)":35.7,"IFlyTek":40.46,"JDReview":78.26,"MassiveIntentClassification (zh-CN)":63.75,"MassiveScenarioClassification (zh-CN)":72.39,"MultilingualSentiment":63.17,"OnlineShopping":87.11,"TNews":44.15,"Waimai":80.65}
+{"index":51,"Rank":57,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.7,"AmazonReviewsClassification (zh)":38.25,"IFlyTek":43.13,"JDReview":69.08,"MassiveIntentClassification (zh-CN)":61.23,"MassiveScenarioClassification (zh-CN)":68.12,"MultilingualSentiment":67.83,"OnlineShopping":88.13,"TNews":44.42,"Waimai":84.15}
+{"index":47,"Rank":58,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.54,"AmazonReviewsClassification (zh)":37.51,"IFlyTek":44.88,"JDReview":82.2,"MassiveIntentClassification (zh-CN)":57.34,"MassiveScenarioClassification (zh-CN)":62.36,"MultilingualSentiment":66.58,"OnlineShopping":88.19,"TNews":39.8,"Waimai":83.96}
+{"index":289,"Rank":59,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.19,"AmazonReviewsClassification (zh)":34.12,"IFlyTek":42.05,"JDReview":82.14,"MassiveIntentClassification (zh-CN)":63.98,"MassiveScenarioClassification (zh-CN)":70.52,"MultilingualSentiment":60.98,"OnlineShopping":85.69,"TNews":43.01,"Waimai":77.22}
+{"index":291,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":61.0,"AmazonReviewsClassification (zh)":34.46,"IFlyTek":41.75,"JDReview":79.68,"MassiveIntentClassification (zh-CN)":57.47,"MassiveScenarioClassification (zh-CN)":65.32,"MultilingualSentiment":61.21,"OnlineShopping":84.3,"TNews":45.22,"Waimai":79.57}
+{"index":55,"Rank":61,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":60.66,"AmazonReviewsClassification (zh)":33.77,"IFlyTek":41.54,"JDReview":81.56,"MassiveIntentClassification (zh-CN)":63.23,"MassiveScenarioClassification (zh-CN)":68.45,"MultilingualSentiment":58.97,"OnlineShopping":83.51,"TNews":38.92,"Waimai":76.01}
+{"index":171,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.87,"AmazonReviewsClassification (zh)":31.91,"IFlyTek":38.01,"JDReview":69.59,"MassiveIntentClassification (zh-CN)":62.08,"MassiveScenarioClassification (zh-CN)":68.88,"MultilingualSentiment":57.69,"OnlineShopping":75.64,"TNews":40.95,"Waimai":76.12}
+{"index":302,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.04,"AmazonReviewsClassification (zh)":21.96,"IFlyTek":20.35,"JDReview":55.5,"MassiveIntentClassification (zh-CN)":25.39,"MassiveScenarioClassification (zh-CN)":40.35,"MultilingualSentiment":38.94,"OnlineShopping":56.89,"TNews":26.79,"Waimai":56.22}
+{"index":9,"Rank":73,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AmazonReviewsClassification (zh)":30.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":40.62,"MassiveScenarioClassification (zh-CN)":50.22,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":69,"Rank":110,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":70,"Rank":111,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":71,"Rank":112,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonReviewsClassification (zh)":22.35,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":18.85,"MassiveScenarioClassification (zh-CN)":30.14,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":96,"Rank":137,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":24.27,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":46.24,"MassiveScenarioClassification (zh-CN)":49.38,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":97,"Rank":138,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (zh)":23.98,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":45.78,"MassiveScenarioClassification (zh-CN)":48.55,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":100,"Rank":141,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonReviewsClassification (zh)":33.75,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":129,"Rank":168,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":40.54,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.17,"MassiveScenarioClassification (zh-CN)":69.54,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":136,"Rank":175,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":36.07,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.4,"MassiveScenarioClassification (zh-CN)":69.58,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":146,"Rank":184,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonReviewsClassification (zh)":37.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":147,"Rank":185,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":32.63,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":67.07,"MassiveScenarioClassification (zh-CN)":73.95,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":150,"Rank":188,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonReviewsClassification (zh)":23.13,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":25.91,"MassiveScenarioClassification (zh-CN)":35.16,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":152,"Rank":190,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":165,"Rank":203,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (zh)":34.55,"IFlyTek":44.16,"JDReview":80.32,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":61.08,"OnlineShopping":"","TNews":47.89,"Waimai":82.24}
+{"index":197,"Rank":223,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonReviewsClassification (zh)":44.66,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":78.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":200,"Rank":224,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":45.03,"JDReview":83.64,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":67.17,"OnlineShopping":90.41,"TNews":47.7,"Waimai":84.07}
+{"index":202,"Rank":225,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":46.23,"JDReview":84.17,"MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":68.36,"OnlineShopping":90.93,"TNews":47.8,"Waimai":84.68}
+{"index":265,"Rank":278,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AmazonReviewsClassification (zh)":36.45,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":63.86,"MassiveScenarioClassification (zh-CN)":70.85,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":266,"Rank":279,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AmazonReviewsClassification (zh)":22.99,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":23.74,"MassiveScenarioClassification (zh-CN)":33.18,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":269,"Rank":282,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":20.49,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.81,"MassiveScenarioClassification (zh-CN)":9.19,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":272,"Rank":285,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AmazonReviewsClassification (zh)":33.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":59.22,"MassiveScenarioClassification (zh-CN)":66.44,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":274,"Rank":287,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":21.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":2.41,"MassiveScenarioClassification (zh-CN)":3.84,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":275,"Rank":288,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.89,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.72,"MassiveScenarioClassification (zh-CN)":5.21,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":279,"Rank":292,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":35.26,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":280,"Rank":293,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonReviewsClassification (zh)":37.74,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":281,"Rank":294,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (zh)":21.53,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.12,"MassiveScenarioClassification (zh-CN)":4.17,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":282,"Rank":295,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (zh)":22.12,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":1.09,"MassiveScenarioClassification (zh-CN)":4.7,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":283,"Rank":296,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (zh)":21.88,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":0.59,"MassiveScenarioClassification (zh-CN)":5.86,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":287,"Rank":299,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":5.15,"MassiveScenarioClassification (zh-CN)":10.56,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":290,"Rank":300,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (zh)":32.52,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":60.86,"MassiveScenarioClassification (zh-CN)":65.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
+{"index":293,"Rank":301,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (zh)":38.83,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":71.12,"MassiveScenarioClassification (zh-CN)":76.83,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
diff --git a/boards_data/zh/data_tasks/Clustering/default.jsonl b/boards_data/zh/data_tasks/Clustering/default.jsonl
index 75dd0a92dd3313faa517222fc05598ae2b7e0062..2fb04fd5d302ea3cd302813dd6d543d803c80210 100644
--- a/boards_data/zh/data_tasks/Clustering/default.jsonl
+++ b/boards_data/zh/data_tasks/Clustering/default.jsonl
@@ -1,65 +1,65 @@
-{"index":15,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":67.08,"CLSClusteringP2P":47.21,"CLSClusteringS2S":45.79,"ThuNewsClusteringP2P":87.43,"ThuNewsClusteringS2S":87.9}
-{"index":290,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
-{"index":54,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
-{"index":127,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
-{"index":17,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
-{"index":220,"Rank":6,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.17,"CLSClusteringP2P":60.42,"CLSClusteringS2S":49.54,"ThuNewsClusteringP2P":78.76,"ThuNewsClusteringS2S":71.96}
-{"index":183,"Rank":7,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
-{"index":266,"Rank":8,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.17,"CLSClusteringP2P":57.93,"CLSClusteringS2S":48.1,"ThuNewsClusteringP2P":74.2,"ThuNewsClusteringS2S":68.43}
-{"index":39,"Rank":9,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
-{"index":30,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
-{"index":140,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
-{"index":340,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
-{"index":219,"Rank":13,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
-{"index":16,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
-{"index":169,"Rank":15,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
-{"index":111,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
-{"index":168,"Rank":17,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
-{"index":299,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.86,"CLSClusteringP2P":42.58,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":68.81,"ThuNewsClusteringS2S":63.61}
-{"index":12,"Rank":19,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
-{"index":187,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.3,"CLSClusteringP2P":42.86,"CLSClusteringS2S":39.98,"ThuNewsClusteringP2P":67.88,"ThuNewsClusteringS2S":62.47}
-{"index":301,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.07,"CLSClusteringP2P":42.1,"CLSClusteringS2S":38.91,"ThuNewsClusteringP2P":68.36,"ThuNewsClusteringS2S":62.92}
-{"index":194,"Rank":22,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":52.3,"CLSClusteringP2P":44.42,"CLSClusteringS2S":42.58,"ThuNewsClusteringP2P":64.68,"ThuNewsClusteringS2S":57.53}
-{"index":47,"Rank":23,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":50.96,"CLSClusteringP2P":40.24,"CLSClusteringS2S":39.17,"ThuNewsClusteringP2P":65.58,"ThuNewsClusteringS2S":58.84}
-{"index":48,"Rank":24,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":50.8,"CLSClusteringP2P":40.79,"CLSClusteringS2S":38.43,"ThuNewsClusteringP2P":65.15,"ThuNewsClusteringS2S":58.82}
-{"index":27,"Rank":25,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
-{"index":55,"Rank":26,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.48,"CLSClusteringP2P":39.51,"CLSClusteringS2S":38.0,"ThuNewsClusteringP2P":62.57,"ThuNewsClusteringS2S":57.84}
-{"index":186,"Rank":27,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.4,"CLSClusteringP2P":40.26,"CLSClusteringS2S":37.18,"ThuNewsClusteringP2P":62.19,"ThuNewsClusteringS2S":57.97}
-{"index":189,"Rank":28,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.16,"CLSClusteringP2P":39.95,"CLSClusteringS2S":38.18,"ThuNewsClusteringP2P":61.4,"ThuNewsClusteringS2S":57.11}
-{"index":22,"Rank":29,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":49.04,"CLSClusteringP2P":40.03,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.85,"ThuNewsClusteringS2S":57.09}
-{"index":21,"Rank":30,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.0,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.74,"ThuNewsClusteringS2S":57.09}
-{"index":28,"Rank":31,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
-{"index":303,"Rank":32,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
-{"index":305,"Rank":33,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
-{"index":42,"Rank":34,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
-{"index":234,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
-{"index":41,"Rank":36,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.81,"CLSClusteringP2P":42.84,"CLSClusteringS2S":39.77,"ThuNewsClusteringP2P":58.93,"ThuNewsClusteringS2S":53.71}
-{"index":185,"Rank":37,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":48.7,"CLSClusteringP2P":39.71,"CLSClusteringS2S":36.56,"ThuNewsClusteringP2P":63.19,"ThuNewsClusteringS2S":55.36}
-{"index":188,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":48.65,"CLSClusteringP2P":40.27,"CLSClusteringS2S":37.5,"ThuNewsClusteringP2P":62.15,"ThuNewsClusteringS2S":54.67}
-{"index":239,"Rank":39,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.64,"CLSClusteringP2P":39.32,"CLSClusteringS2S":37.84,"ThuNewsClusteringP2P":60.69,"ThuNewsClusteringS2S":56.73}
-{"index":221,"Rank":40,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.35,"CLSClusteringP2P":33.55,"CLSClusteringS2S":36.18,"ThuNewsClusteringP2P":63.34,"ThuNewsClusteringS2S":60.33}
-{"index":198,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.23,"CLSClusteringP2P":40.68,"CLSClusteringS2S":38.59,"ThuNewsClusteringP2P":58.05,"ThuNewsClusteringS2S":55.59}
-{"index":287,"Rank":42,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":48.05,"CLSClusteringP2P":38.88,"CLSClusteringS2S":39.09,"ThuNewsClusteringP2P":59.51,"ThuNewsClusteringS2S":54.72}
-{"index":233,"Rank":43,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.68,"CLSClusteringP2P":39.81,"CLSClusteringS2S":37.34,"ThuNewsClusteringP2P":59.77,"ThuNewsClusteringS2S":53.78}
-{"index":24,"Rank":44,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.53,"CLSClusteringP2P":39.91,"CLSClusteringS2S":37.63,"ThuNewsClusteringP2P":58.45,"ThuNewsClusteringS2S":54.12}
-{"index":20,"Rank":45,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":47.48,"CLSClusteringP2P":37.95,"CLSClusteringS2S":38.12,"ThuNewsClusteringP2P":57.25,"ThuNewsClusteringS2S":56.62}
-{"index":40,"Rank":46,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.21,"CLSClusteringP2P":42.21,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":55.81,"ThuNewsClusteringS2S":50.5}
-{"index":264,"Rank":47,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":47.12,"CLSClusteringP2P":38.36,"CLSClusteringS2S":35.65,"ThuNewsClusteringP2P":61.44,"ThuNewsClusteringS2S":53.02}
-{"index":265,"Rank":48,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":47.04,"CLSClusteringP2P":38.98,"CLSClusteringS2S":36.04,"ThuNewsClusteringP2P":60.58,"ThuNewsClusteringS2S":52.56}
-{"index":212,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
-{"index":294,"Rank":50,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
-{"index":336,"Rank":51,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.68,"CLSClusteringP2P":38.26,"CLSClusteringS2S":35.91,"ThuNewsClusteringP2P":58.71,"ThuNewsClusteringS2S":49.86}
-{"index":200,"Rank":52,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.26,"CLSClusteringP2P":39.14,"CLSClusteringS2S":37.79,"ThuNewsClusteringP2P":55.18,"ThuNewsClusteringS2S":48.93}
-{"index":293,"Rank":53,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
-{"index":34,"Rank":54,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
-{"index":202,"Rank":55,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
-{"index":203,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
-{"index":201,"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
-{"index":204,"Rank":58,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
-{"index":197,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
-{"index":53,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
-{"index":291,"Rank":61,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":37.66,"CLSClusteringP2P":35.27,"CLSClusteringS2S":32.42,"ThuNewsClusteringP2P":42.92,"ThuNewsClusteringS2S":40.01}
-{"index":173,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.44,"CLSClusteringP2P":27.43,"CLSClusteringS2S":28.32,"ThuNewsClusteringP2P":38.54,"ThuNewsClusteringS2S":43.45}
-{"index":49,"Rank":63,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":31.8,"CLSClusteringP2P":34.98,"CLSClusteringS2S":27.82,"ThuNewsClusteringP2P":40.17,"ThuNewsClusteringS2S":24.23}
-{"index":57,"Rank":64,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
-{"index":304,"Rank":65,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.34,"CLSClusteringP2P":18.66,"CLSClusteringS2S":16.82,"ThuNewsClusteringP2P":20.69,"ThuNewsClusteringS2S":17.19}
+{"index":13,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":67.08,"CLSClusteringP2P":47.21,"CLSClusteringS2S":45.79,"ThuNewsClusteringP2P":87.43,"ThuNewsClusteringS2S":87.9}
+{"index":288,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
+{"index":52,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
+{"index":125,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
+{"index":15,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
+{"index":218,"Rank":6,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.17,"CLSClusteringP2P":60.42,"CLSClusteringS2S":49.54,"ThuNewsClusteringP2P":78.76,"ThuNewsClusteringS2S":71.96}
+{"index":181,"Rank":7,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
+{"index":264,"Rank":8,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.17,"CLSClusteringP2P":57.93,"CLSClusteringS2S":48.1,"ThuNewsClusteringP2P":74.2,"ThuNewsClusteringS2S":68.43}
+{"index":37,"Rank":9,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
+{"index":28,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
+{"index":138,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
+{"index":339,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
+{"index":217,"Rank":13,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
+{"index":14,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
+{"index":167,"Rank":15,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
+{"index":109,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
+{"index":166,"Rank":17,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
+{"index":297,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.86,"CLSClusteringP2P":42.58,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":68.81,"ThuNewsClusteringS2S":63.61}
+{"index":10,"Rank":19,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
+{"index":185,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.3,"CLSClusteringP2P":42.86,"CLSClusteringS2S":39.98,"ThuNewsClusteringP2P":67.88,"ThuNewsClusteringS2S":62.47}
+{"index":299,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.07,"CLSClusteringP2P":42.1,"CLSClusteringS2S":38.91,"ThuNewsClusteringP2P":68.36,"ThuNewsClusteringS2S":62.92}
+{"index":192,"Rank":22,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":52.3,"CLSClusteringP2P":44.42,"CLSClusteringS2S":42.58,"ThuNewsClusteringP2P":64.68,"ThuNewsClusteringS2S":57.53}
+{"index":45,"Rank":23,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":50.96,"CLSClusteringP2P":40.24,"CLSClusteringS2S":39.17,"ThuNewsClusteringP2P":65.58,"ThuNewsClusteringS2S":58.84}
+{"index":46,"Rank":24,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":50.8,"CLSClusteringP2P":40.79,"CLSClusteringS2S":38.43,"ThuNewsClusteringP2P":65.15,"ThuNewsClusteringS2S":58.82}
+{"index":25,"Rank":25,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
+{"index":53,"Rank":26,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.48,"CLSClusteringP2P":39.51,"CLSClusteringS2S":38.0,"ThuNewsClusteringP2P":62.57,"ThuNewsClusteringS2S":57.84}
+{"index":184,"Rank":27,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.4,"CLSClusteringP2P":40.26,"CLSClusteringS2S":37.18,"ThuNewsClusteringP2P":62.19,"ThuNewsClusteringS2S":57.97}
+{"index":187,"Rank":28,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.16,"CLSClusteringP2P":39.95,"CLSClusteringS2S":38.18,"ThuNewsClusteringP2P":61.4,"ThuNewsClusteringS2S":57.11}
+{"index":20,"Rank":29,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":49.04,"CLSClusteringP2P":40.03,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.85,"ThuNewsClusteringS2S":57.09}
+{"index":19,"Rank":30,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.0,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.74,"ThuNewsClusteringS2S":57.09}
+{"index":26,"Rank":31,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
+{"index":301,"Rank":32,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":303,"Rank":33,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":40,"Rank":34,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
+{"index":232,"Rank":35,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
+{"index":39,"Rank":36,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.81,"CLSClusteringP2P":42.84,"CLSClusteringS2S":39.77,"ThuNewsClusteringP2P":58.93,"ThuNewsClusteringS2S":53.71}
+{"index":183,"Rank":37,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":48.7,"CLSClusteringP2P":39.71,"CLSClusteringS2S":36.56,"ThuNewsClusteringP2P":63.19,"ThuNewsClusteringS2S":55.36}
+{"index":186,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":48.65,"CLSClusteringP2P":40.27,"CLSClusteringS2S":37.5,"ThuNewsClusteringP2P":62.15,"ThuNewsClusteringS2S":54.67}
+{"index":237,"Rank":39,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.64,"CLSClusteringP2P":39.32,"CLSClusteringS2S":37.84,"ThuNewsClusteringP2P":60.69,"ThuNewsClusteringS2S":56.73}
+{"index":219,"Rank":40,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.35,"CLSClusteringP2P":33.55,"CLSClusteringS2S":36.18,"ThuNewsClusteringP2P":63.34,"ThuNewsClusteringS2S":60.33}
+{"index":196,"Rank":41,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.23,"CLSClusteringP2P":40.68,"CLSClusteringS2S":38.59,"ThuNewsClusteringP2P":58.05,"ThuNewsClusteringS2S":55.59}
+{"index":285,"Rank":42,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":48.05,"CLSClusteringP2P":38.88,"CLSClusteringS2S":39.09,"ThuNewsClusteringP2P":59.51,"ThuNewsClusteringS2S":54.72}
+{"index":231,"Rank":43,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.68,"CLSClusteringP2P":39.81,"CLSClusteringS2S":37.34,"ThuNewsClusteringP2P":59.77,"ThuNewsClusteringS2S":53.78}
+{"index":22,"Rank":44,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.53,"CLSClusteringP2P":39.91,"CLSClusteringS2S":37.63,"ThuNewsClusteringP2P":58.45,"ThuNewsClusteringS2S":54.12}
+{"index":18,"Rank":45,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":47.48,"CLSClusteringP2P":37.95,"CLSClusteringS2S":38.12,"ThuNewsClusteringP2P":57.25,"ThuNewsClusteringS2S":56.62}
+{"index":38,"Rank":46,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.21,"CLSClusteringP2P":42.21,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":55.81,"ThuNewsClusteringS2S":50.5}
+{"index":262,"Rank":47,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":47.12,"CLSClusteringP2P":38.36,"CLSClusteringS2S":35.65,"ThuNewsClusteringP2P":61.44,"ThuNewsClusteringS2S":53.02}
+{"index":263,"Rank":48,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":47.04,"CLSClusteringP2P":38.98,"CLSClusteringS2S":36.04,"ThuNewsClusteringP2P":60.58,"ThuNewsClusteringS2S":52.56}
+{"index":292,"Rank":49,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
+{"index":210,"Rank":50,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
+{"index":335,"Rank":51,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.68,"CLSClusteringP2P":38.26,"CLSClusteringS2S":35.91,"ThuNewsClusteringP2P":58.71,"ThuNewsClusteringS2S":49.86}
+{"index":198,"Rank":52,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.26,"CLSClusteringP2P":39.14,"CLSClusteringS2S":37.79,"ThuNewsClusteringP2P":55.18,"ThuNewsClusteringS2S":48.93}
+{"index":291,"Rank":53,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
+{"index":32,"Rank":54,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
+{"index":200,"Rank":55,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
+{"index":201,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
+{"index":199,"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
+{"index":202,"Rank":58,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
+{"index":195,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
+{"index":51,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
+{"index":289,"Rank":61,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":37.66,"CLSClusteringP2P":35.27,"CLSClusteringS2S":32.42,"ThuNewsClusteringP2P":42.92,"ThuNewsClusteringS2S":40.01}
+{"index":171,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.44,"CLSClusteringP2P":27.43,"CLSClusteringS2S":28.32,"ThuNewsClusteringP2P":38.54,"ThuNewsClusteringS2S":43.45}
+{"index":47,"Rank":63,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":31.8,"CLSClusteringP2P":34.98,"CLSClusteringS2S":27.82,"ThuNewsClusteringP2P":40.17,"ThuNewsClusteringS2S":24.23}
+{"index":55,"Rank":64,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
+{"index":302,"Rank":65,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.34,"CLSClusteringP2P":18.66,"CLSClusteringS2S":16.82,"ThuNewsClusteringP2P":20.69,"ThuNewsClusteringS2S":17.19}
diff --git a/boards_data/zh/data_tasks/PairClassification/default.jsonl b/boards_data/zh/data_tasks/PairClassification/default.jsonl
index 8787cd932179cb26e37522eab2f8bb7079b41990..1987ed6d243c13fdf52ff57a59069291db1040ac 100644
--- a/boards_data/zh/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/zh/data_tasks/PairClassification/default.jsonl
@@ -1,66 +1,66 @@
-{"index":220,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.87,"Cmnli":92.84,"Ocnli":90.9}
-{"index":127,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.66,"Cmnli":92.54,"Ocnli":90.77}
-{"index":183,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
-{"index":54,"Rank":4,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.87,"Cmnli":90.87,"Ocnli":90.87}
-{"index":266,"Rank":5,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.24,"Cmnli":92.64,"Ocnli":87.84}
-{"index":39,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
-{"index":47,"Rank":7,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":88.92,"Cmnli":90.66,"Ocnli":87.18}
-{"index":15,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
-{"index":12,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"index":168,"Rank":10,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
-{"index":169,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
-{"index":187,"Rank":12,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":87.93,"Cmnli":90.42,"Ocnli":85.43}
-{"index":140,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":87.84,"Cmnli":90.49,"Ocnli":85.18}
-{"index":48,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
-{"index":17,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"index":290,"Rank":16,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
-{"index":16,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"index":30,"Rank":18,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
-{"index":219,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
-{"index":301,"Rank":20,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
-{"index":111,"Rank":21,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
-{"index":294,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":212,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":189,"Rank":24,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
-{"index":21,"Rank":25,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":22,"Rank":26,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":42,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
-{"index":41,"Rank":28,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
-{"index":340,"Rank":29,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.32,"Cmnli":85.31,"Ocnli":79.33}
-{"index":28,"Rank":30,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":81.6,"Cmnli":85.27,"Ocnli":77.94}
-{"index":49,"Rank":31,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
-{"index":53,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.9,"Cmnli":86.7,"Ocnli":75.1}
-{"index":299,"Rank":33,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":80.44,"Cmnli":85.6,"Ocnli":75.28}
-{"index":55,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":80.01,"Cmnli":84.76,"Ocnli":75.26}
-{"index":186,"Rank":35,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":79.96,"Cmnli":84.75,"Ocnli":75.16}
-{"index":24,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":79.76,"Cmnli":84.1,"Ocnli":75.41}
-{"index":40,"Rank":37,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.77,"Cmnli":84.1,"Ocnli":73.44}
-{"index":188,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.72,"Cmnli":85.14,"Ocnli":72.29}
-{"index":204,"Rank":39,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":78.65,"Cmnli":85.14,"Ocnli":72.15}
-{"index":265,"Rank":40,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.38,"Cmnli":83.83,"Ocnli":72.92}
-{"index":20,"Rank":41,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
-{"index":27,"Rank":42,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.77,"Cmnli":82.17,"Ocnli":71.37}
-{"index":264,"Rank":43,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.61,"Cmnli":82.33,"Ocnli":70.89}
-{"index":202,"Rank":44,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":76.59,"Cmnli":83.32,"Ocnli":69.86}
-{"index":185,"Rank":45,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.09,"Cmnli":81.65,"Ocnli":70.53}
-{"index":201,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.96,"Cmnli":81.34,"Ocnli":68.58}
-{"index":221,"Rank":47,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":74.64,"Cmnli":79.58,"Ocnli":69.7}
-{"index":203,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.38,"Cmnli":78.43,"Ocnli":66.32}
-{"index":194,"Rank":49,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":72.19,"Cmnli":80.21,"Ocnli":64.18}
-{"index":57,"Rank":50,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.86,"Cmnli":77.67,"Ocnli":64.04}
-{"index":34,"Rank":51,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":70.4,"Cmnli":76.24,"Ocnli":64.57}
-{"index":303,"Rank":52,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
-{"index":305,"Rank":53,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
-{"index":198,"Rank":54,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.89,"Cmnli":78.18,"Ocnli":61.6}
-{"index":336,"Rank":55,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.56,"Cmnli":76.03,"Ocnli":63.08}
-{"index":287,"Rank":56,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":68.76,"Cmnli":75.67,"Ocnli":61.85}
-{"index":167,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":67.97,"Cmnli":73.15,"Ocnli":62.79}
-{"index":291,"Rank":58,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.41,"Cmnli":73.87,"Ocnli":60.95}
-{"index":197,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.07,"Cmnli":74.51,"Ocnli":59.63}
-{"index":293,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":66.62,"Cmnli":72.55,"Ocnli":60.7}
-{"index":200,"Rank":61,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.45,"Cmnli":72.12,"Ocnli":60.77}
-{"index":234,"Rank":62,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":64.3,"Cmnli":69.27,"Ocnli":59.33}
-{"index":233,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.99,"Cmnli":69.98,"Ocnli":58.0}
-{"index":239,"Rank":64,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.84,"Cmnli":65.68,"Ocnli":59.99}
-{"index":173,"Rank":65,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.52,"Cmnli":61.86,"Ocnli":55.18}
-{"index":304,"Rank":66,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.7,"Cmnli":57.78,"Ocnli":55.63}
+{"index":218,"Rank":1,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.87,"Cmnli":92.84,"Ocnli":90.9}
+{"index":125,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":91.66,"Cmnli":92.54,"Ocnli":90.77}
+{"index":181,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
+{"index":52,"Rank":4,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.87,"Cmnli":90.87,"Ocnli":90.87}
+{"index":264,"Rank":5,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.24,"Cmnli":92.64,"Ocnli":87.84}
+{"index":37,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
+{"index":45,"Rank":7,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":88.92,"Cmnli":90.66,"Ocnli":87.18}
+{"index":13,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
+{"index":10,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
+{"index":166,"Rank":10,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
+{"index":167,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":88.08,"Cmnli":90.66,"Ocnli":85.51}
+{"index":185,"Rank":12,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":87.93,"Cmnli":90.42,"Ocnli":85.43}
+{"index":138,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":87.84,"Cmnli":90.49,"Ocnli":85.18}
+{"index":46,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
+{"index":15,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
+{"index":288,"Rank":16,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
+{"index":14,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
+{"index":28,"Rank":18,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
+{"index":217,"Rank":19,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
+{"index":299,"Rank":20,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
+{"index":109,"Rank":21,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
+{"index":292,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":210,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":187,"Rank":24,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
+{"index":20,"Rank":25,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
+{"index":19,"Rank":26,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
+{"index":39,"Rank":27,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
+{"index":40,"Rank":28,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
+{"index":339,"Rank":29,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.32,"Cmnli":85.31,"Ocnli":79.33}
+{"index":26,"Rank":30,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":81.6,"Cmnli":85.27,"Ocnli":77.94}
+{"index":47,"Rank":31,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
+{"index":51,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.9,"Cmnli":86.7,"Ocnli":75.1}
+{"index":297,"Rank":33,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":80.44,"Cmnli":85.6,"Ocnli":75.28}
+{"index":53,"Rank":34,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":80.01,"Cmnli":84.76,"Ocnli":75.26}
+{"index":184,"Rank":35,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":79.96,"Cmnli":84.75,"Ocnli":75.16}
+{"index":22,"Rank":36,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":79.76,"Cmnli":84.1,"Ocnli":75.41}
+{"index":38,"Rank":37,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.77,"Cmnli":84.1,"Ocnli":73.44}
+{"index":186,"Rank":38,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.72,"Cmnli":85.14,"Ocnli":72.29}
+{"index":202,"Rank":39,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":78.65,"Cmnli":85.14,"Ocnli":72.15}
+{"index":263,"Rank":40,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.38,"Cmnli":83.83,"Ocnli":72.92}
+{"index":18,"Rank":41,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
+{"index":25,"Rank":42,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.77,"Cmnli":82.17,"Ocnli":71.37}
+{"index":262,"Rank":43,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.61,"Cmnli":82.33,"Ocnli":70.89}
+{"index":200,"Rank":44,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":76.59,"Cmnli":83.32,"Ocnli":69.86}
+{"index":183,"Rank":45,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.09,"Cmnli":81.65,"Ocnli":70.53}
+{"index":199,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.96,"Cmnli":81.34,"Ocnli":68.58}
+{"index":219,"Rank":47,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":74.64,"Cmnli":79.58,"Ocnli":69.7}
+{"index":201,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.38,"Cmnli":78.43,"Ocnli":66.32}
+{"index":192,"Rank":49,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":72.19,"Cmnli":80.21,"Ocnli":64.18}
+{"index":55,"Rank":50,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.86,"Cmnli":77.67,"Ocnli":64.04}
+{"index":32,"Rank":51,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":70.4,"Cmnli":76.24,"Ocnli":64.57}
+{"index":303,"Rank":52,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
+{"index":301,"Rank":53,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":70.0,"Cmnli":76.46,"Ocnli":63.54}
+{"index":196,"Rank":54,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.89,"Cmnli":78.18,"Ocnli":61.6}
+{"index":335,"Rank":55,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.56,"Cmnli":76.03,"Ocnli":63.08}
+{"index":285,"Rank":56,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":68.76,"Cmnli":75.67,"Ocnli":61.85}
+{"index":165,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":67.97,"Cmnli":73.15,"Ocnli":62.79}
+{"index":289,"Rank":58,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.41,"Cmnli":73.87,"Ocnli":60.95}
+{"index":195,"Rank":59,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.07,"Cmnli":74.51,"Ocnli":59.63}
+{"index":291,"Rank":60,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":66.62,"Cmnli":72.55,"Ocnli":60.7}
+{"index":198,"Rank":61,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.45,"Cmnli":72.12,"Ocnli":60.77}
+{"index":232,"Rank":62,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":64.3,"Cmnli":69.27,"Ocnli":59.33}
+{"index":231,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.99,"Cmnli":69.98,"Ocnli":58.0}
+{"index":237,"Rank":64,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.84,"Cmnli":65.68,"Ocnli":59.99}
+{"index":171,"Rank":65,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.52,"Cmnli":61.86,"Ocnli":55.18}
+{"index":302,"Rank":66,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.7,"Cmnli":57.78,"Ocnli":55.63}
diff --git a/boards_data/zh/data_tasks/Reranking/default.jsonl b/boards_data/zh/data_tasks/Reranking/default.jsonl
index d3c38645e01dfe530ecba69ca3b29d5f88d8213a..39a68dd18444c3b06ac558098f7adee80b8cc8a5 100644
--- a/boards_data/zh/data_tasks/Reranking/default.jsonl
+++ b/boards_data/zh/data_tasks/Reranking/default.jsonl
@@ -1,81 +1,81 @@
-{"index":127,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.76,"CMedQAv1":91.39,"CMedQAv2":89.72,"MMarcoReranking":41.58,"T2Reranking":68.36}
-{"index":220,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.58,"CMedQAv1":90.96,"CMedQAv2":90.41,"MMarcoReranking":39.91,"T2Reranking":69.03}
-{"index":183,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.34,"CMedQAv1":91.11,"CMedQAv2":90.07,"MMarcoReranking":38.87,"T2Reranking":69.29}
-{"index":235,"Rank":4,"Model":"LdIR-Qwen2-reranker-1.5B<\/a>","Model Size (Million Parameters)":772,"Memory Usage (GB, fp32)":2.88,"Average":70.45,"CMedQAv1":86.5,"CMedQAv2":87.11,"MMarcoReranking":39.35,"T2Reranking":68.84}
-{"index":261,"Rank":5,"Model":"360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":941,"Memory Usage (GB, fp32)":3.51,"Average":70.13,"CMedQAv1":86.75,"CMedQAv2":87.92,"MMarcoReranking":37.29,"T2Reranking":68.55}
-{"index":266,"Rank":6,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"CMedQAv1":89.31,"CMedQAv2":90.14,"MMarcoReranking":33.39,"T2Reranking":67.15}
-{"index":39,"Rank":7,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":69.78,"CMedQAv1":89.26,"CMedQAv2":90.05,"MMarcoReranking":32.74,"T2Reranking":67.05}
-{"index":340,"Rank":8,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.67,"CMedQAv1":88.06,"CMedQAv2":88.46,"MMarcoReranking":34.3,"T2Reranking":67.85}
-{"index":54,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.3,"CMedQAv1":88.74,"CMedQAv2":89.42,"MMarcoReranking":31.61,"T2Reranking":67.45}
-{"index":262,"Rank":10,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.92,"CMedQAv1":87.0,"CMedQAv2":88.48,"MMarcoReranking":32.41,"T2Reranking":67.8}
-{"index":17,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":68.92,"CMedQAv1":88.2,"CMedQAv2":88.03,"MMarcoReranking":31.65,"T2Reranking":67.8}
-{"index":290,"Rank":12,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.72,"CMedQAv1":89.37,"CMedQAv2":89.27,"MMarcoReranking":29.64,"T2Reranking":66.61}
-{"index":236,"Rank":13,"Model":"LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.58,"CMedQAv1":84.35,"CMedQAv2":86.45,"MMarcoReranking":35.64,"T2Reranking":67.86}
-{"index":169,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.45,"CMedQAv1":89.33,"CMedQAv2":89.18,"MMarcoReranking":28.85,"T2Reranking":66.43}
-{"index":128,"Rank":15,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.41,"CMedQAv1":84.09,"CMedQAv2":86.56,"MMarcoReranking":33.55,"T2Reranking":69.43}
-{"index":30,"Rank":16,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":68.28,"CMedQAv1":84.62,"CMedQAv2":85.6,"MMarcoReranking":35.43,"T2Reranking":67.48}
-{"index":12,"Rank":17,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.27,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.12,"T2Reranking":66.38}
-{"index":168,"Rank":18,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":68.26,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.09,"T2Reranking":66.38}
-{"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
-{"index":20,"Rank":20,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
-{"index":140,"Rank":21,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.98,"CMedQAv1":88.66,"CMedQAv2":88.9,"MMarcoReranking":27.76,"T2Reranking":66.62}
-{"index":238,"Rank":22,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.87,"CMedQAv1":82.15,"CMedQAv2":84.19,"MMarcoReranking":37.64,"T2Reranking":67.48}
-{"index":187,"Rank":23,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.84,"CMedQAv1":88.34,"CMedQAv2":89.06,"MMarcoReranking":27.48,"T2Reranking":66.49}
-{"index":297,"Rank":24,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.78,"CMedQAv1":82.14,"CMedQAv2":84.19,"MMarcoReranking":37.17,"T2Reranking":67.6}
-{"index":111,"Rank":25,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.61,"CMedQAv1":86.52,"CMedQAv2":87.11,"MMarcoReranking":30.63,"T2Reranking":66.18}
-{"index":112,"Rank":26,"Model":"alime-reranker-large-zh<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.54,"CMedQAv1":82.32,"CMedQAv2":84.09,"MMarcoReranking":35.5,"T2Reranking":68.26}
-{"index":301,"Rank":27,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86}
-{"index":219,"Rank":28,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6}
-{"index":47,"Rank":29,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26}
-{"index":159,"Rank":30,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":31,"Rank":31,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":32,"Rank":32,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":237,"Rank":33,"Model":"bge-reranker-base-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.02,"CMedQAv1":81.26,"CMedQAv2":84.11,"MMarcoReranking":35.46,"T2Reranking":67.25}
-{"index":299,"Rank":34,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36}
-{"index":185,"Rank":35,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46}
-{"index":48,"Rank":36,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11}
-{"index":264,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.68,"CMedQAv1":85.25,"CMedQAv2":86.15,"MMarcoReranking":28.87,"T2Reranking":66.46}
-{"index":212,"Rank":38,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
-{"index":294,"Rank":39,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
-{"index":189,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.41,"CMedQAv1":85.45,"CMedQAv2":85.83,"MMarcoReranking":27.97,"T2Reranking":66.41}
-{"index":21,"Rank":41,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.39,"CMedQAv1":85.34,"CMedQAv2":85.87,"MMarcoReranking":27.96,"T2Reranking":66.38}
-{"index":15,"Rank":42,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":66.38,"CMedQAv1":86.37,"CMedQAv2":87.41,"MMarcoReranking":23.64,"T2Reranking":68.11}
-{"index":22,"Rank":43,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":66.38,"CMedQAv1":85.34,"CMedQAv2":85.81,"MMarcoReranking":27.97,"T2Reranking":66.38}
-{"index":303,"Rank":44,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
-{"index":305,"Rank":45,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
-{"index":186,"Rank":46,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35}
-{"index":137,"Rank":47,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
-{"index":317,"Rank":48,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
-{"index":188,"Rank":49,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.69,"CMedQAv2":85.23,"MMarcoReranking":27.16,"T2Reranking":66.86}
-{"index":265,"Rank":50,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.79,"CMedQAv2":84.89,"MMarcoReranking":27.27,"T2Reranking":66.96}
-{"index":55,"Rank":51,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":65.89,"CMedQAv1":84.67,"CMedQAv2":85.27,"MMarcoReranking":27.84,"T2Reranking":65.79}
-{"index":28,"Rank":52,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.84,"CMedQAv1":83.45,"CMedQAv2":85.44,"MMarcoReranking":28.74,"T2Reranking":65.74}
-{"index":24,"Rank":53,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":65.4,"CMedQAv1":80.47,"CMedQAv2":84.88,"MMarcoReranking":29.74,"T2Reranking":66.49}
-{"index":27,"Rank":54,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.9,"CMedQAv1":81.72,"CMedQAv2":84.64,"MMarcoReranking":27.1,"T2Reranking":66.16}
-{"index":221,"Rank":55,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.73,"CMedQAv1":83.85,"CMedQAv2":84.75,"MMarcoReranking":20.56,"T2Reranking":65.75}
-{"index":41,"Rank":56,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.2,"CMedQAv1":78.39,"CMedQAv2":80.84,"MMarcoReranking":27.29,"T2Reranking":66.3}
-{"index":42,"Rank":57,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"CMedQAv1":77.42,"CMedQAv2":77.84,"MMarcoReranking":30.17,"T2Reranking":65.85}
-{"index":194,"Rank":58,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.86,"CMedQAv1":77.68,"CMedQAv2":78.66,"MMarcoReranking":24.21,"T2Reranking":66.9}
-{"index":287,"Rank":59,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":61.48,"CMedQAv1":80.4,"CMedQAv2":80.39,"MMarcoReranking":18.86,"T2Reranking":66.25}
-{"index":40,"Rank":60,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.35,"CMedQAv1":76.47,"CMedQAv2":77.44,"MMarcoReranking":24.31,"T2Reranking":67.18}
-{"index":239,"Rank":61,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"CMedQAv1":80.66,"CMedQAv2":79.31,"MMarcoReranking":19.57,"T2Reranking":64.31}
-{"index":34,"Rank":62,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.92,"CMedQAv1":77.4,"CMedQAv2":79.86,"MMarcoReranking":20.5,"T2Reranking":65.9}
-{"index":234,"Rank":63,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.66,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"T2Reranking":66.13}
-{"index":233,"Rank":64,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.34,"CMedQAv1":77.05,"CMedQAv2":76.76,"MMarcoReranking":17.51,"T2Reranking":66.03}
-{"index":204,"Rank":65,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":59.11,"CMedQAv1":70.54,"CMedQAv2":71.35,"MMarcoReranking":26.69,"T2Reranking":67.88}
-{"index":202,"Rank":66,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":57.68,"CMedQAv1":68.91,"CMedQAv2":69.42,"MMarcoReranking":25.9,"T2Reranking":66.49}
-{"index":201,"Rank":67,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.27,"CMedQAv1":66.06,"CMedQAv2":66.96,"MMarcoReranking":26.14,"T2Reranking":65.94}
-{"index":198,"Rank":68,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":56.0,"CMedQAv1":68.25,"CMedQAv2":68.56,"MMarcoReranking":21.34,"T2Reranking":65.83}
-{"index":197,"Rank":69,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.35,"CMedQAv1":65.21,"CMedQAv2":66.06,"MMarcoReranking":21.76,"T2Reranking":64.39}
-{"index":336,"Rank":70,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"CMedQAv1":63.08,"CMedQAv2":64.02,"MMarcoReranking":23.39,"T2Reranking":66.65}
-{"index":200,"Rank":71,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.86,"CMedQAv1":63.44,"CMedQAv2":62.41,"MMarcoReranking":24.33,"T2Reranking":65.24}
-{"index":203,"Rank":72,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.62,"CMedQAv1":63.41,"CMedQAv2":63.66,"MMarcoReranking":23.69,"T2Reranking":63.74}
-{"index":291,"Rank":73,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":49.45,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"T2Reranking":65.95}
-{"index":293,"Rank":74,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":49.25,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"T2Reranking":65.76}
-{"index":57,"Rank":75,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":49.16,"CMedQAv1":58.92,"CMedQAv2":60.41,"MMarcoReranking":12.48,"T2Reranking":64.82}
-{"index":49,"Rank":76,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":45.08,"CMedQAv1":53.07,"CMedQAv2":52.84,"MMarcoReranking":9.29,"T2Reranking":65.14}
-{"index":53,"Rank":77,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.91,"CMedQAv1":50.19,"CMedQAv2":50.39,"MMarcoReranking":14.57,"T2Reranking":64.49}
-{"index":173,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.84,"CMedQAv1":34.31,"CMedQAv2":35.88,"MMarcoReranking":5.83,"T2Reranking":55.35}
-{"index":304,"Rank":79,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":25.86,"CMedQAv1":19.72,"CMedQAv2":22.48,"MMarcoReranking":1.17,"T2Reranking":60.05}
-{"index":167,"Rank":215,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":20.86,"T2Reranking":66.06}
-{"index":174,"Rank":219,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":35.3,"T2Reranking":69.07}
+{"index":125,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.76,"CMedQAv1":91.39,"CMedQAv2":89.72,"MMarcoReranking":41.58,"T2Reranking":68.36}
+{"index":218,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.58,"CMedQAv1":90.96,"CMedQAv2":90.41,"MMarcoReranking":39.91,"T2Reranking":69.03}
+{"index":181,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.34,"CMedQAv1":91.11,"CMedQAv2":90.07,"MMarcoReranking":38.87,"T2Reranking":69.29}
+{"index":233,"Rank":4,"Model":"LdIR-Qwen2-reranker-1.5B<\/a>","Model Size (Million Parameters)":772,"Memory Usage (GB, fp32)":2.88,"Average":70.45,"CMedQAv1":86.5,"CMedQAv2":87.11,"MMarcoReranking":39.35,"T2Reranking":68.84}
+{"index":259,"Rank":5,"Model":"360Zhinao-1.8B-Reranking<\/a>","Model Size (Million Parameters)":941,"Memory Usage (GB, fp32)":3.51,"Average":70.13,"CMedQAv1":86.75,"CMedQAv2":87.92,"MMarcoReranking":37.29,"T2Reranking":68.55}
+{"index":264,"Rank":6,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.0,"CMedQAv1":89.31,"CMedQAv2":90.14,"MMarcoReranking":33.39,"T2Reranking":67.15}
+{"index":37,"Rank":7,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":69.78,"CMedQAv1":89.26,"CMedQAv2":90.05,"MMarcoReranking":32.74,"T2Reranking":67.05}
+{"index":339,"Rank":8,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.67,"CMedQAv1":88.06,"CMedQAv2":88.46,"MMarcoReranking":34.3,"T2Reranking":67.85}
+{"index":52,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.3,"CMedQAv1":88.74,"CMedQAv2":89.42,"MMarcoReranking":31.61,"T2Reranking":67.45}
+{"index":260,"Rank":10,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.92,"CMedQAv1":87.0,"CMedQAv2":88.48,"MMarcoReranking":32.41,"T2Reranking":67.8}
+{"index":15,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":68.92,"CMedQAv1":88.2,"CMedQAv2":88.03,"MMarcoReranking":31.65,"T2Reranking":67.8}
+{"index":288,"Rank":12,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.72,"CMedQAv1":89.37,"CMedQAv2":89.27,"MMarcoReranking":29.64,"T2Reranking":66.61}
+{"index":234,"Rank":13,"Model":"LdIR-reranker-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.58,"CMedQAv1":84.35,"CMedQAv2":86.45,"MMarcoReranking":35.64,"T2Reranking":67.86}
+{"index":167,"Rank":14,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":68.45,"CMedQAv1":89.33,"CMedQAv2":89.18,"MMarcoReranking":28.85,"T2Reranking":66.43}
+{"index":126,"Rank":15,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":68.41,"CMedQAv1":84.09,"CMedQAv2":86.56,"MMarcoReranking":33.55,"T2Reranking":69.43}
+{"index":28,"Rank":16,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":68.28,"CMedQAv1":84.62,"CMedQAv2":85.6,"MMarcoReranking":35.43,"T2Reranking":67.48}
+{"index":10,"Rank":17,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.27,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.12,"T2Reranking":66.38}
+{"index":166,"Rank":18,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":68.26,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.09,"T2Reranking":66.38}
+{"index":14,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
+{"index":18,"Rank":20,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
+{"index":138,"Rank":21,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.98,"CMedQAv1":88.66,"CMedQAv2":88.9,"MMarcoReranking":27.76,"T2Reranking":66.62}
+{"index":236,"Rank":22,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.87,"CMedQAv1":82.15,"CMedQAv2":84.19,"MMarcoReranking":37.64,"T2Reranking":67.48}
+{"index":185,"Rank":23,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.84,"CMedQAv1":88.34,"CMedQAv2":89.06,"MMarcoReranking":27.48,"T2Reranking":66.49}
+{"index":295,"Rank":24,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.78,"CMedQAv1":82.14,"CMedQAv2":84.19,"MMarcoReranking":37.17,"T2Reranking":67.6}
+{"index":109,"Rank":25,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.61,"CMedQAv1":86.52,"CMedQAv2":87.11,"MMarcoReranking":30.63,"T2Reranking":66.18}
+{"index":110,"Rank":26,"Model":"alime-reranker-large-zh<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.54,"CMedQAv1":82.32,"CMedQAv2":84.09,"MMarcoReranking":35.5,"T2Reranking":68.26}
+{"index":299,"Rank":27,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86}
+{"index":217,"Rank":28,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6}
+{"index":45,"Rank":29,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26}
+{"index":157,"Rank":30,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":30,"Rank":31,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":29,"Rank":32,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":235,"Rank":33,"Model":"bge-reranker-base-1k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.02,"CMedQAv1":81.26,"CMedQAv2":84.11,"MMarcoReranking":35.46,"T2Reranking":67.25}
+{"index":297,"Rank":34,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36}
+{"index":183,"Rank":35,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46}
+{"index":46,"Rank":36,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11}
+{"index":262,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.68,"CMedQAv1":85.25,"CMedQAv2":86.15,"MMarcoReranking":28.87,"T2Reranking":66.46}
+{"index":292,"Rank":38,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
+{"index":210,"Rank":39,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":66.57,"CMedQAv1":83.64,"CMedQAv2":83.74,"MMarcoReranking":31.54,"T2Reranking":67.37}
+{"index":187,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.41,"CMedQAv1":85.45,"CMedQAv2":85.83,"MMarcoReranking":27.97,"T2Reranking":66.41}
+{"index":19,"Rank":41,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.39,"CMedQAv1":85.34,"CMedQAv2":85.87,"MMarcoReranking":27.96,"T2Reranking":66.38}
+{"index":13,"Rank":42,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":66.38,"CMedQAv1":86.37,"CMedQAv2":87.41,"MMarcoReranking":23.64,"T2Reranking":68.11}
+{"index":20,"Rank":43,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":66.38,"CMedQAv1":85.34,"CMedQAv2":85.81,"MMarcoReranking":27.97,"T2Reranking":66.38}
+{"index":303,"Rank":44,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":301,"Rank":45,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":184,"Rank":46,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35}
+{"index":135,"Rank":47,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
+{"index":315,"Rank":48,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
+{"index":186,"Rank":49,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.69,"CMedQAv2":85.23,"MMarcoReranking":27.16,"T2Reranking":66.86}
+{"index":263,"Rank":50,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":65.98,"CMedQAv1":84.79,"CMedQAv2":84.89,"MMarcoReranking":27.27,"T2Reranking":66.96}
+{"index":53,"Rank":51,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":65.89,"CMedQAv1":84.67,"CMedQAv2":85.27,"MMarcoReranking":27.84,"T2Reranking":65.79}
+{"index":26,"Rank":52,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.84,"CMedQAv1":83.45,"CMedQAv2":85.44,"MMarcoReranking":28.74,"T2Reranking":65.74}
+{"index":22,"Rank":53,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":65.4,"CMedQAv1":80.47,"CMedQAv2":84.88,"MMarcoReranking":29.74,"T2Reranking":66.49}
+{"index":25,"Rank":54,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.9,"CMedQAv1":81.72,"CMedQAv2":84.64,"MMarcoReranking":27.1,"T2Reranking":66.16}
+{"index":219,"Rank":55,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":63.73,"CMedQAv1":83.85,"CMedQAv2":84.75,"MMarcoReranking":20.56,"T2Reranking":65.75}
+{"index":39,"Rank":56,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.2,"CMedQAv1":78.39,"CMedQAv2":80.84,"MMarcoReranking":27.29,"T2Reranking":66.3}
+{"index":40,"Rank":57,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"CMedQAv1":77.42,"CMedQAv2":77.84,"MMarcoReranking":30.17,"T2Reranking":65.85}
+{"index":192,"Rank":58,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.86,"CMedQAv1":77.68,"CMedQAv2":78.66,"MMarcoReranking":24.21,"T2Reranking":66.9}
+{"index":285,"Rank":59,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":61.48,"CMedQAv1":80.4,"CMedQAv2":80.39,"MMarcoReranking":18.86,"T2Reranking":66.25}
+{"index":38,"Rank":60,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.35,"CMedQAv1":76.47,"CMedQAv2":77.44,"MMarcoReranking":24.31,"T2Reranking":67.18}
+{"index":237,"Rank":61,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"CMedQAv1":80.66,"CMedQAv2":79.31,"MMarcoReranking":19.57,"T2Reranking":64.31}
+{"index":32,"Rank":62,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.92,"CMedQAv1":77.4,"CMedQAv2":79.86,"MMarcoReranking":20.5,"T2Reranking":65.9}
+{"index":232,"Rank":63,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.66,"CMedQAv1":77.76,"CMedQAv2":78.27,"MMarcoReranking":16.46,"T2Reranking":66.13}
+{"index":231,"Rank":64,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":59.34,"CMedQAv1":77.05,"CMedQAv2":76.76,"MMarcoReranking":17.51,"T2Reranking":66.03}
+{"index":202,"Rank":65,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":59.11,"CMedQAv1":70.54,"CMedQAv2":71.35,"MMarcoReranking":26.69,"T2Reranking":67.88}
+{"index":200,"Rank":66,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":57.68,"CMedQAv1":68.91,"CMedQAv2":69.42,"MMarcoReranking":25.9,"T2Reranking":66.49}
+{"index":199,"Rank":67,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.27,"CMedQAv1":66.06,"CMedQAv2":66.96,"MMarcoReranking":26.14,"T2Reranking":65.94}
+{"index":196,"Rank":68,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":56.0,"CMedQAv1":68.25,"CMedQAv2":68.56,"MMarcoReranking":21.34,"T2Reranking":65.83}
+{"index":195,"Rank":69,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.35,"CMedQAv1":65.21,"CMedQAv2":66.06,"MMarcoReranking":21.76,"T2Reranking":64.39}
+{"index":335,"Rank":70,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.28,"CMedQAv1":63.08,"CMedQAv2":64.02,"MMarcoReranking":23.39,"T2Reranking":66.65}
+{"index":198,"Rank":71,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.86,"CMedQAv1":63.44,"CMedQAv2":62.41,"MMarcoReranking":24.33,"T2Reranking":65.24}
+{"index":201,"Rank":72,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.62,"CMedQAv1":63.41,"CMedQAv2":63.66,"MMarcoReranking":23.69,"T2Reranking":63.74}
+{"index":289,"Rank":73,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":49.45,"CMedQAv1":59.26,"CMedQAv2":59.82,"MMarcoReranking":12.76,"T2Reranking":65.95}
+{"index":291,"Rank":74,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":49.25,"CMedQAv1":57.82,"CMedQAv2":58.88,"MMarcoReranking":14.55,"T2Reranking":65.76}
+{"index":55,"Rank":75,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":49.16,"CMedQAv1":58.92,"CMedQAv2":60.41,"MMarcoReranking":12.48,"T2Reranking":64.82}
+{"index":47,"Rank":76,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":45.08,"CMedQAv1":53.07,"CMedQAv2":52.84,"MMarcoReranking":9.29,"T2Reranking":65.14}
+{"index":51,"Rank":77,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.91,"CMedQAv1":50.19,"CMedQAv2":50.39,"MMarcoReranking":14.57,"T2Reranking":64.49}
+{"index":171,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.84,"CMedQAv1":34.31,"CMedQAv2":35.88,"MMarcoReranking":5.83,"T2Reranking":55.35}
+{"index":302,"Rank":79,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":25.86,"CMedQAv1":19.72,"CMedQAv2":22.48,"MMarcoReranking":1.17,"T2Reranking":60.05}
+{"index":165,"Rank":213,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":20.86,"T2Reranking":66.06}
+{"index":172,"Rank":217,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CMedQAv1":"","CMedQAv2":"","MMarcoReranking":35.3,"T2Reranking":69.07}
diff --git a/boards_data/zh/data_tasks/Retrieval/default.jsonl b/boards_data/zh/data_tasks/Retrieval/default.jsonl
index 0c615d46091f6f7f810e67da367705b06b677cc1..f3434a0080ce92f44f5b92884e8c2eafb53ffd3f 100644
--- a/boards_data/zh/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/zh/data_tasks/Retrieval/default.jsonl
@@ -1,73 +1,73 @@
-{"index":78,"Rank":1,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":76.74,"CmedqaRetrieval":48.69,"CovidRetrieval":84.39,"DuRetrieval":91.34,"EcomRetrieval":71.96,"MedicalRetrieval":65.19,"MMarcoRetrieval":84.77,"T2Retrieval":88.3,"VideoRetrieval":79.31}
-{"index":127,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.67,"CmedqaRetrieval":47.61,"CovidRetrieval":92.35,"DuRetrieval":88.53,"EcomRetrieval":70.99,"MedicalRetrieval":67.94,"MMarcoRetrieval":82.25,"T2Retrieval":83.31,"VideoRetrieval":80.4}
-{"index":174,"Rank":3,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.56,"CmedqaRetrieval":47.9,"CovidRetrieval":88.24,"DuRetrieval":90.79,"EcomRetrieval":69.72,"MedicalRetrieval":67.42,"MMarcoRetrieval":82.48,"T2Retrieval":85.93,"VideoRetrieval":80.03}
-{"index":220,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.5,"CmedqaRetrieval":47.14,"CovidRetrieval":89.4,"DuRetrieval":89.44,"EcomRetrieval":70.5,"MedicalRetrieval":68.19,"MMarcoRetrieval":82.19,"T2Retrieval":85.01,"VideoRetrieval":80.09}
-{"index":183,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.36,"CmedqaRetrieval":47.16,"CovidRetrieval":89.14,"DuRetrieval":89.23,"EcomRetrieval":70.74,"MedicalRetrieval":68.14,"MMarcoRetrieval":82.38,"T2Retrieval":83.81,"VideoRetrieval":80.26}
-{"index":17,"Rank":6,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":76.03,"CmedqaRetrieval":48.69,"CovidRetrieval":83.65,"DuRetrieval":87.44,"EcomRetrieval":71.15,"MedicalRetrieval":65.59,"MMarcoRetrieval":85.16,"T2Retrieval":87.73,"VideoRetrieval":78.84}
-{"index":262,"Rank":7,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":75.06,"CmedqaRetrieval":46.73,"CovidRetrieval":85.02,"DuRetrieval":87.57,"EcomRetrieval":68.9,"MedicalRetrieval":63.69,"MMarcoRetrieval":83.32,"T2Retrieval":87.12,"VideoRetrieval":78.09}
-{"index":290,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"CmedqaRetrieval":47.26,"CovidRetrieval":83.66,"DuRetrieval":89.28,"EcomRetrieval":69.28,"MedicalRetrieval":65.94,"MMarcoRetrieval":80.65,"T2Retrieval":86.88,"VideoRetrieval":76.79}
-{"index":12,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.41,"CmedqaRetrieval":46.56,"CovidRetrieval":84.03,"DuRetrieval":87.85,"EcomRetrieval":68.79,"MedicalRetrieval":65.92,"MMarcoRetrieval":79.93,"T2Retrieval":86.76,"VideoRetrieval":75.43}
-{"index":39,"Rank":10,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.41,"CmedqaRetrieval":47.64,"CovidRetrieval":85.95,"DuRetrieval":89.11,"EcomRetrieval":67.92,"MedicalRetrieval":65.2,"MMarcoRetrieval":79.81,"T2Retrieval":86.24,"VideoRetrieval":73.39}
-{"index":266,"Rank":11,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"CmedqaRetrieval":47.58,"CovidRetrieval":86.78,"DuRetrieval":89.14,"EcomRetrieval":67.75,"MedicalRetrieval":64.88,"MMarcoRetrieval":79.54,"T2Retrieval":86.14,"VideoRetrieval":73.1}
-{"index":128,"Rank":12,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":73.78,"CmedqaRetrieval":44.42,"CovidRetrieval":82.56,"DuRetrieval":87.67,"EcomRetrieval":67.32,"MedicalRetrieval":60.99,"MMarcoRetrieval":82.63,"T2Retrieval":87.0,"VideoRetrieval":77.64}
-{"index":30,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":73.73,"CmedqaRetrieval":42.21,"CovidRetrieval":77.46,"DuRetrieval":90.46,"EcomRetrieval":69.3,"MedicalRetrieval":62.02,"MMarcoRetrieval":84.7,"T2Retrieval":86.26,"VideoRetrieval":77.4}
-{"index":168,"Rank":14,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":73.6,"CmedqaRetrieval":46.87,"CovidRetrieval":82.44,"DuRetrieval":87.13,"EcomRetrieval":68.62,"MedicalRetrieval":65.18,"MMarcoRetrieval":79.14,"T2Retrieval":85.56,"VideoRetrieval":73.89}
-{"index":54,"Rank":15,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.56,"CmedqaRetrieval":46.68,"CovidRetrieval":85.24,"DuRetrieval":88.26,"EcomRetrieval":67.23,"MedicalRetrieval":64.29,"MMarcoRetrieval":78.64,"T2Retrieval":85.29,"VideoRetrieval":72.89}
-{"index":169,"Rank":16,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.52,"CmedqaRetrieval":46.61,"CovidRetrieval":81.87,"DuRetrieval":86.8,"EcomRetrieval":68.1,"MedicalRetrieval":64.99,"MMarcoRetrieval":79.21,"T2Retrieval":85.85,"VideoRetrieval":74.71}
-{"index":219,"Rank":17,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.41,"CmedqaRetrieval":44.22,"CovidRetrieval":87.69,"DuRetrieval":86.45,"EcomRetrieval":68.04,"MedicalRetrieval":63.38,"MMarcoRetrieval":78.47,"T2Retrieval":85.45,"VideoRetrieval":73.59}
-{"index":111,"Rank":18,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.3,"CmedqaRetrieval":43.93,"CovidRetrieval":88.14,"DuRetrieval":86.23,"EcomRetrieval":67.56,"MedicalRetrieval":63.57,"MMarcoRetrieval":78.25,"T2Retrieval":84.58,"VideoRetrieval":74.16}
-{"index":340,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.12,"CmedqaRetrieval":47.64,"CovidRetrieval":86.86,"DuRetrieval":88.43,"EcomRetrieval":66.39,"MedicalRetrieval":61.1,"MMarcoRetrieval":80.17,"T2Retrieval":80.11,"VideoRetrieval":74.28}
-{"index":140,"Rank":20,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.93,"CmedqaRetrieval":46.78,"CovidRetrieval":81.56,"DuRetrieval":86.55,"EcomRetrieval":67.6,"MedicalRetrieval":64.1,"MMarcoRetrieval":78.42,"T2Retrieval":85.08,"VideoRetrieval":73.32}
-{"index":137,"Rank":21,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
-{"index":317,"Rank":22,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
-{"index":301,"Rank":23,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.49,"CmedqaRetrieval":43.15,"CovidRetrieval":88.41,"DuRetrieval":85.04,"EcomRetrieval":67.25,"MedicalRetrieval":62.88,"MMarcoRetrieval":77.53,"T2Retrieval":81.93,"VideoRetrieval":73.7}
-{"index":187,"Rank":24,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":72.28,"CmedqaRetrieval":45.38,"CovidRetrieval":80.61,"DuRetrieval":85.55,"EcomRetrieval":67.88,"MedicalRetrieval":64.34,"MMarcoRetrieval":77.42,"T2Retrieval":84.5,"VideoRetrieval":72.56}
-{"index":20,"Rank":25,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
-{"index":16,"Rank":26,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
-{"index":22,"Rank":27,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":71.85,"CmedqaRetrieval":42.73,"CovidRetrieval":82.19,"DuRetrieval":88.02,"EcomRetrieval":64.71,"MedicalRetrieval":60.63,"MMarcoRetrieval":79.56,"T2Retrieval":84.69,"VideoRetrieval":72.25}
-{"index":299,"Rank":28,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.71,"CmedqaRetrieval":44.38,"CovidRetrieval":75.74,"DuRetrieval":83.64,"EcomRetrieval":69.56,"MedicalRetrieval":64.94,"MMarcoRetrieval":77.7,"T2Retrieval":83.08,"VideoRetrieval":74.67}
-{"index":264,"Rank":29,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.2,"CmedqaRetrieval":42.02,"CovidRetrieval":84.5,"DuRetrieval":88.25,"EcomRetrieval":62.88,"MedicalRetrieval":58.09,"MMarcoRetrieval":77.92,"T2Retrieval":82.38,"VideoRetrieval":73.54}
-{"index":185,"Rank":30,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.07,"CmedqaRetrieval":41.86,"CovidRetrieval":84.71,"DuRetrieval":87.8,"EcomRetrieval":62.46,"MedicalRetrieval":57.97,"MMarcoRetrieval":78.22,"T2Retrieval":82.51,"VideoRetrieval":73.04}
-{"index":188,"Rank":31,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":71.02,"CmedqaRetrieval":42.28,"CovidRetrieval":85.19,"DuRetrieval":87.81,"EcomRetrieval":61.66,"MedicalRetrieval":59.38,"MMarcoRetrieval":78.1,"T2Retrieval":82.76,"VideoRetrieval":70.96}
-{"index":265,"Rank":32,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.93,"CmedqaRetrieval":41.98,"CovidRetrieval":85.04,"DuRetrieval":87.97,"EcomRetrieval":61.91,"MedicalRetrieval":59.04,"MMarcoRetrieval":77.83,"T2Retrieval":82.47,"VideoRetrieval":71.18}
-{"index":103,"Rank":33,"Model":"qwen-1.8b-retrieval-test<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
-{"index":257,"Rank":34,"Model":"checkpoint-9000<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
-{"index":15,"Rank":35,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":70.62,"CmedqaRetrieval":43.47,"CovidRetrieval":80.87,"DuRetrieval":86.01,"EcomRetrieval":66.46,"MedicalRetrieval":61.33,"MMarcoRetrieval":73.83,"T2Retrieval":83.58,"VideoRetrieval":69.41}
-{"index":27,"Rank":36,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.54,"CmedqaRetrieval":41.03,"CovidRetrieval":75.07,"DuRetrieval":84.68,"EcomRetrieval":65.6,"MedicalRetrieval":58.28,"MMarcoRetrieval":81.38,"T2Retrieval":84.39,"VideoRetrieval":73.93}
-{"index":28,"Rank":37,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.46,"CmedqaRetrieval":42.57,"CovidRetrieval":73.35,"DuRetrieval":86.32,"EcomRetrieval":65.33,"MedicalRetrieval":59.59,"MMarcoRetrieval":79.23,"T2Retrieval":83.99,"VideoRetrieval":73.32}
-{"index":47,"Rank":38,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.41,"CmedqaRetrieval":45.83,"CovidRetrieval":76.77,"DuRetrieval":81.47,"EcomRetrieval":68.42,"MedicalRetrieval":64.42,"MMarcoRetrieval":71.7,"T2Retrieval":81.33,"VideoRetrieval":73.31}
-{"index":21,"Rank":39,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.26,"CmedqaRetrieval":42.68,"CovidRetrieval":80.79,"DuRetrieval":85.74,"EcomRetrieval":62.06,"MedicalRetrieval":59.53,"MMarcoRetrieval":78.66,"T2Retrieval":84.69,"VideoRetrieval":67.96}
-{"index":189,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.14,"CmedqaRetrieval":42.63,"CovidRetrieval":80.81,"DuRetrieval":85.75,"EcomRetrieval":62.07,"MedicalRetrieval":59.42,"MMarcoRetrieval":78.67,"T2Retrieval":83.87,"VideoRetrieval":67.93}
-{"index":186,"Rank":41,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":70.08,"CmedqaRetrieval":42.03,"CovidRetrieval":79.86,"DuRetrieval":86.97,"EcomRetrieval":62.85,"MedicalRetrieval":58.5,"MMarcoRetrieval":78.36,"T2Retrieval":83.76,"VideoRetrieval":68.27}
-{"index":55,"Rank":42,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":69.59,"CmedqaRetrieval":41.8,"CovidRetrieval":79.3,"DuRetrieval":86.43,"EcomRetrieval":62.64,"MedicalRetrieval":58.27,"MMarcoRetrieval":78.17,"T2Retrieval":82.11,"VideoRetrieval":67.96}
-{"index":24,"Rank":43,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":69.49,"CmedqaRetrieval":41.61,"CovidRetrieval":74.7,"DuRetrieval":85.07,"EcomRetrieval":64.25,"MedicalRetrieval":56.51,"MMarcoRetrieval":77.69,"T2Retrieval":83.71,"VideoRetrieval":72.35}
-{"index":212,"Rank":44,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
-{"index":294,"Rank":45,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
-{"index":48,"Rank":46,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":67.7,"CmedqaRetrieval":42.69,"CovidRetrieval":75.63,"DuRetrieval":79.89,"EcomRetrieval":64.48,"MedicalRetrieval":59.95,"MMarcoRetrieval":70.75,"T2Retrieval":79.9,"VideoRetrieval":68.3}
-{"index":305,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
-{"index":303,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
-{"index":41,"Rank":49,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.11,"CmedqaRetrieval":34.08,"CovidRetrieval":71.92,"DuRetrieval":79.7,"EcomRetrieval":59.22,"MedicalRetrieval":51.5,"MMarcoRetrieval":74.73,"T2Retrieval":77.08,"VideoRetrieval":64.67}
-{"index":198,"Rank":50,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.66,"CmedqaRetrieval":28.67,"CovidRetrieval":75.51,"DuRetrieval":85.32,"EcomRetrieval":54.75,"MedicalRetrieval":51.44,"MMarcoRetrieval":79.2,"T2Retrieval":76.11,"VideoRetrieval":58.25}
-{"index":42,"Rank":51,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.52,"CmedqaRetrieval":33.45,"CovidRetrieval":73.36,"DuRetrieval":80.13,"EcomRetrieval":55.89,"MedicalRetrieval":50.67,"MMarcoRetrieval":74.14,"T2Retrieval":76.84,"VideoRetrieval":63.66}
-{"index":204,"Rank":52,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":62.87,"CmedqaRetrieval":27.0,"CovidRetrieval":68.86,"DuRetrieval":78.08,"EcomRetrieval":58.34,"MedicalRetrieval":49.63,"MMarcoRetrieval":78.82,"T2Retrieval":79.82,"VideoRetrieval":62.44}
-{"index":34,"Rank":53,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":61.77,"CmedqaRetrieval":35.11,"CovidRetrieval":70.14,"DuRetrieval":77.28,"EcomRetrieval":55.71,"MedicalRetrieval":49.8,"MMarcoRetrieval":63.48,"T2Retrieval":76.43,"VideoRetrieval":66.19}
-{"index":194,"Rank":54,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.75,"CmedqaRetrieval":34.22,"CovidRetrieval":73.13,"DuRetrieval":87.02,"EcomRetrieval":45.96,"MedicalRetrieval":52.75,"MMarcoRetrieval":74.83,"T2Retrieval":80.68,"VideoRetrieval":45.39}
-{"index":197,"Rank":55,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"CmedqaRetrieval":27.2,"CovidRetrieval":73.45,"DuRetrieval":81.64,"EcomRetrieval":54.17,"MedicalRetrieval":48.35,"MMarcoRetrieval":76.04,"T2Retrieval":70.86,"VideoRetrieval":61.3}
-{"index":40,"Rank":56,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.6,"CmedqaRetrieval":31.79,"CovidRetrieval":66.33,"DuRetrieval":75.25,"EcomRetrieval":57.32,"MedicalRetrieval":49.28,"MMarcoRetrieval":69.11,"T2Retrieval":75.94,"VideoRetrieval":59.76}
-{"index":167,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.55,"CmedqaRetrieval":34.69,"CovidRetrieval":70.59,"DuRetrieval":79.9,"EcomRetrieval":54.64,"MedicalRetrieval":47.86,"MMarcoRetrieval":63.06,"T2Retrieval":74.18,"VideoRetrieval":59.48}
-{"index":200,"Rank":58,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":59.95,"CmedqaRetrieval":24.38,"CovidRetrieval":72.82,"DuRetrieval":81.35,"EcomRetrieval":53.56,"MedicalRetrieval":44.84,"MMarcoRetrieval":73.17,"T2Retrieval":71.39,"VideoRetrieval":58.09}
-{"index":202,"Rank":59,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":59.77,"CmedqaRetrieval":26.18,"CovidRetrieval":67.57,"DuRetrieval":75.82,"EcomRetrieval":51.28,"MedicalRetrieval":47.48,"MMarcoRetrieval":77.0,"T2Retrieval":76.3,"VideoRetrieval":56.54}
-{"index":239,"Rank":60,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.76,"CmedqaRetrieval":32.33,"CovidRetrieval":67.22,"DuRetrieval":75.27,"EcomRetrieval":58.24,"MedicalRetrieval":54.78,"MMarcoRetrieval":57.91,"T2Retrieval":69.22,"VideoRetrieval":63.09}
-{"index":287,"Rank":61,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":58.2,"CmedqaRetrieval":30.34,"CovidRetrieval":58.55,"DuRetrieval":75.05,"EcomRetrieval":52.54,"MedicalRetrieval":50.08,"MMarcoRetrieval":62.26,"T2Retrieval":72.7,"VideoRetrieval":64.08}
-{"index":201,"Rank":62,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.96,"CmedqaRetrieval":23.91,"CovidRetrieval":68.14,"DuRetrieval":72.84,"EcomRetrieval":52.02,"MedicalRetrieval":43.27,"MMarcoRetrieval":74.66,"T2Retrieval":72.81,"VideoRetrieval":56.07}
-{"index":233,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":56.91,"CmedqaRetrieval":30.33,"CovidRetrieval":66.42,"DuRetrieval":75.76,"EcomRetrieval":50.27,"MedicalRetrieval":42.79,"MMarcoRetrieval":65.46,"T2Retrieval":73.14,"VideoRetrieval":51.11}
-{"index":234,"Rank":64,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":54.75,"CmedqaRetrieval":30.73,"CovidRetrieval":61.33,"DuRetrieval":74.69,"EcomRetrieval":45.18,"MedicalRetrieval":48.66,"MMarcoRetrieval":61.06,"T2Retrieval":72.36,"VideoRetrieval":44.02}
-{"index":336,"Rank":65,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.0,"CmedqaRetrieval":22.36,"CovidRetrieval":57.21,"DuRetrieval":71.17,"EcomRetrieval":44.49,"MedicalRetrieval":37.92,"MMarcoRetrieval":69.86,"T2Retrieval":69.14,"VideoRetrieval":43.85}
-{"index":203,"Rank":66,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.16,"CmedqaRetrieval":20.03,"CovidRetrieval":33.57,"DuRetrieval":56.04,"EcomRetrieval":47.0,"MedicalRetrieval":36.68,"MMarcoRetrieval":69.31,"T2Retrieval":51.57,"VideoRetrieval":55.07}
-{"index":293,"Rank":67,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.4,"CmedqaRetrieval":18.04,"CovidRetrieval":55.48,"DuRetrieval":59.36,"EcomRetrieval":40.48,"MedicalRetrieval":29.8,"MMarcoRetrieval":55.31,"T2Retrieval":58.67,"VideoRetrieval":38.04}
-{"index":57,"Rank":68,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":41.94,"CmedqaRetrieval":15.53,"CovidRetrieval":60.48,"DuRetrieval":51.87,"EcomRetrieval":37.58,"MedicalRetrieval":30.93,"MMarcoRetrieval":45.96,"T2Retrieval":50.52,"VideoRetrieval":42.65}
-{"index":291,"Rank":69,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":38.79,"CmedqaRetrieval":15.91,"CovidRetrieval":44.81,"DuRetrieval":52.23,"EcomRetrieval":34.6,"MedicalRetrieval":27.56,"MMarcoRetrieval":44.06,"T2Retrieval":51.67,"VideoRetrieval":39.52}
-{"index":49,"Rank":70,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":32.1,"CmedqaRetrieval":11.35,"CovidRetrieval":39.63,"DuRetrieval":41.16,"EcomRetrieval":32.71,"MedicalRetrieval":20.35,"MMarcoRetrieval":34.62,"T2Retrieval":41.8,"VideoRetrieval":35.15}
-{"index":53,"Rank":71,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":22.92,"CmedqaRetrieval":10.15,"CovidRetrieval":28.85,"DuRetrieval":33.41,"EcomRetrieval":9.69,"MedicalRetrieval":14.1,"MMarcoRetrieval":44.62,"T2Retrieval":28.35,"VideoRetrieval":14.17}
-{"index":173,"Rank":72,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.15,"CmedqaRetrieval":7.22,"CovidRetrieval":10.38,"DuRetrieval":1.44,"EcomRetrieval":4.68,"MedicalRetrieval":4.08,"MMarcoRetrieval":11.0,"T2Retrieval":1.31,"VideoRetrieval":17.05}
-{"index":304,"Rank":73,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":4.52,"CmedqaRetrieval":2.22,"CovidRetrieval":2.32,"DuRetrieval":5.86,"EcomRetrieval":10.37,"MedicalRetrieval":2.37,"MMarcoRetrieval":3.64,"T2Retrieval":4.64,"VideoRetrieval":4.77}
+{"index":76,"Rank":1,"Model":"Zhihui_LLM_Embedding<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":76.74,"CmedqaRetrieval":48.69,"CovidRetrieval":84.39,"DuRetrieval":91.34,"EcomRetrieval":71.96,"MedicalRetrieval":65.19,"MMarcoRetrieval":84.77,"T2Retrieval":88.3,"VideoRetrieval":79.31}
+{"index":125,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.67,"CmedqaRetrieval":47.61,"CovidRetrieval":92.35,"DuRetrieval":88.53,"EcomRetrieval":70.99,"MedicalRetrieval":67.94,"MMarcoRetrieval":82.25,"T2Retrieval":83.31,"VideoRetrieval":80.4}
+{"index":172,"Rank":3,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.56,"CmedqaRetrieval":47.9,"CovidRetrieval":88.24,"DuRetrieval":90.79,"EcomRetrieval":69.72,"MedicalRetrieval":67.42,"MMarcoRetrieval":82.48,"T2Retrieval":85.93,"VideoRetrieval":80.03}
+{"index":218,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.5,"CmedqaRetrieval":47.14,"CovidRetrieval":89.4,"DuRetrieval":89.44,"EcomRetrieval":70.5,"MedicalRetrieval":68.19,"MMarcoRetrieval":82.19,"T2Retrieval":85.01,"VideoRetrieval":80.09}
+{"index":181,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.36,"CmedqaRetrieval":47.16,"CovidRetrieval":89.14,"DuRetrieval":89.23,"EcomRetrieval":70.74,"MedicalRetrieval":68.14,"MMarcoRetrieval":82.38,"T2Retrieval":83.81,"VideoRetrieval":80.26}
+{"index":15,"Rank":6,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":76.03,"CmedqaRetrieval":48.69,"CovidRetrieval":83.65,"DuRetrieval":87.44,"EcomRetrieval":71.15,"MedicalRetrieval":65.59,"MMarcoRetrieval":85.16,"T2Retrieval":87.73,"VideoRetrieval":78.84}
+{"index":260,"Rank":7,"Model":"360Zhinao-search<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":75.06,"CmedqaRetrieval":46.73,"CovidRetrieval":85.02,"DuRetrieval":87.57,"EcomRetrieval":68.9,"MedicalRetrieval":63.69,"MMarcoRetrieval":83.32,"T2Retrieval":87.12,"VideoRetrieval":78.09}
+{"index":288,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"CmedqaRetrieval":47.26,"CovidRetrieval":83.66,"DuRetrieval":89.28,"EcomRetrieval":69.28,"MedicalRetrieval":65.94,"MMarcoRetrieval":80.65,"T2Retrieval":86.88,"VideoRetrieval":76.79}
+{"index":10,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.41,"CmedqaRetrieval":46.56,"CovidRetrieval":84.03,"DuRetrieval":87.85,"EcomRetrieval":68.79,"MedicalRetrieval":65.92,"MMarcoRetrieval":79.93,"T2Retrieval":86.76,"VideoRetrieval":75.43}
+{"index":37,"Rank":10,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.41,"CmedqaRetrieval":47.64,"CovidRetrieval":85.95,"DuRetrieval":89.11,"EcomRetrieval":67.92,"MedicalRetrieval":65.2,"MMarcoRetrieval":79.81,"T2Retrieval":86.24,"VideoRetrieval":73.39}
+{"index":264,"Rank":11,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"CmedqaRetrieval":47.58,"CovidRetrieval":86.78,"DuRetrieval":89.14,"EcomRetrieval":67.75,"MedicalRetrieval":64.88,"MMarcoRetrieval":79.54,"T2Retrieval":86.14,"VideoRetrieval":73.1}
+{"index":126,"Rank":12,"Model":"PEG<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":73.78,"CmedqaRetrieval":44.42,"CovidRetrieval":82.56,"DuRetrieval":87.67,"EcomRetrieval":67.32,"MedicalRetrieval":60.99,"MMarcoRetrieval":82.63,"T2Retrieval":87.0,"VideoRetrieval":77.64}
+{"index":28,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":73.73,"CmedqaRetrieval":42.21,"CovidRetrieval":77.46,"DuRetrieval":90.46,"EcomRetrieval":69.3,"MedicalRetrieval":62.02,"MMarcoRetrieval":84.7,"T2Retrieval":86.26,"VideoRetrieval":77.4}
+{"index":166,"Rank":14,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":73.6,"CmedqaRetrieval":46.87,"CovidRetrieval":82.44,"DuRetrieval":87.13,"EcomRetrieval":68.62,"MedicalRetrieval":65.18,"MMarcoRetrieval":79.14,"T2Retrieval":85.56,"VideoRetrieval":73.89}
+{"index":52,"Rank":15,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.56,"CmedqaRetrieval":46.68,"CovidRetrieval":85.24,"DuRetrieval":88.26,"EcomRetrieval":67.23,"MedicalRetrieval":64.29,"MMarcoRetrieval":78.64,"T2Retrieval":85.29,"VideoRetrieval":72.89}
+{"index":167,"Rank":16,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.52,"CmedqaRetrieval":46.61,"CovidRetrieval":81.87,"DuRetrieval":86.8,"EcomRetrieval":68.1,"MedicalRetrieval":64.99,"MMarcoRetrieval":79.21,"T2Retrieval":85.85,"VideoRetrieval":74.71}
+{"index":217,"Rank":17,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.41,"CmedqaRetrieval":44.22,"CovidRetrieval":87.69,"DuRetrieval":86.45,"EcomRetrieval":68.04,"MedicalRetrieval":63.38,"MMarcoRetrieval":78.47,"T2Retrieval":85.45,"VideoRetrieval":73.59}
+{"index":109,"Rank":18,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":73.3,"CmedqaRetrieval":43.93,"CovidRetrieval":88.14,"DuRetrieval":86.23,"EcomRetrieval":67.56,"MedicalRetrieval":63.57,"MMarcoRetrieval":78.25,"T2Retrieval":84.58,"VideoRetrieval":74.16}
+{"index":339,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.12,"CmedqaRetrieval":47.64,"CovidRetrieval":86.86,"DuRetrieval":88.43,"EcomRetrieval":66.39,"MedicalRetrieval":61.1,"MMarcoRetrieval":80.17,"T2Retrieval":80.11,"VideoRetrieval":74.28}
+{"index":138,"Rank":20,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.93,"CmedqaRetrieval":46.78,"CovidRetrieval":81.56,"DuRetrieval":86.55,"EcomRetrieval":67.6,"MedicalRetrieval":64.1,"MMarcoRetrieval":78.42,"T2Retrieval":85.08,"VideoRetrieval":73.32}
+{"index":135,"Rank":21,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
+{"index":315,"Rank":22,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
+{"index":299,"Rank":23,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.49,"CmedqaRetrieval":43.15,"CovidRetrieval":88.41,"DuRetrieval":85.04,"EcomRetrieval":67.25,"MedicalRetrieval":62.88,"MMarcoRetrieval":77.53,"T2Retrieval":81.93,"VideoRetrieval":73.7}
+{"index":185,"Rank":24,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":72.28,"CmedqaRetrieval":45.38,"CovidRetrieval":80.61,"DuRetrieval":85.55,"EcomRetrieval":67.88,"MedicalRetrieval":64.34,"MMarcoRetrieval":77.42,"T2Retrieval":84.5,"VideoRetrieval":72.56}
+{"index":18,"Rank":25,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
+{"index":14,"Rank":26,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
+{"index":20,"Rank":27,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":71.85,"CmedqaRetrieval":42.73,"CovidRetrieval":82.19,"DuRetrieval":88.02,"EcomRetrieval":64.71,"MedicalRetrieval":60.63,"MMarcoRetrieval":79.56,"T2Retrieval":84.69,"VideoRetrieval":72.25}
+{"index":297,"Rank":28,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.71,"CmedqaRetrieval":44.38,"CovidRetrieval":75.74,"DuRetrieval":83.64,"EcomRetrieval":69.56,"MedicalRetrieval":64.94,"MMarcoRetrieval":77.7,"T2Retrieval":83.08,"VideoRetrieval":74.67}
+{"index":262,"Rank":29,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.2,"CmedqaRetrieval":42.02,"CovidRetrieval":84.5,"DuRetrieval":88.25,"EcomRetrieval":62.88,"MedicalRetrieval":58.09,"MMarcoRetrieval":77.92,"T2Retrieval":82.38,"VideoRetrieval":73.54}
+{"index":183,"Rank":30,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.07,"CmedqaRetrieval":41.86,"CovidRetrieval":84.71,"DuRetrieval":87.8,"EcomRetrieval":62.46,"MedicalRetrieval":57.97,"MMarcoRetrieval":78.22,"T2Retrieval":82.51,"VideoRetrieval":73.04}
+{"index":186,"Rank":31,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":71.02,"CmedqaRetrieval":42.28,"CovidRetrieval":85.19,"DuRetrieval":87.81,"EcomRetrieval":61.66,"MedicalRetrieval":59.38,"MMarcoRetrieval":78.1,"T2Retrieval":82.76,"VideoRetrieval":70.96}
+{"index":263,"Rank":32,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.93,"CmedqaRetrieval":41.98,"CovidRetrieval":85.04,"DuRetrieval":87.97,"EcomRetrieval":61.91,"MedicalRetrieval":59.04,"MMarcoRetrieval":77.83,"T2Retrieval":82.47,"VideoRetrieval":71.18}
+{"index":255,"Rank":33,"Model":"checkpoint-9000<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
+{"index":101,"Rank":34,"Model":"qwen-1.8b-retrieval-test<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.63,"CmedqaRetrieval":40.57,"CovidRetrieval":75.93,"DuRetrieval":83.73,"EcomRetrieval":66.14,"MedicalRetrieval":58.58,"MMarcoRetrieval":81.95,"T2Retrieval":84.17,"VideoRetrieval":73.94}
+{"index":13,"Rank":35,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":70.62,"CmedqaRetrieval":43.47,"CovidRetrieval":80.87,"DuRetrieval":86.01,"EcomRetrieval":66.46,"MedicalRetrieval":61.33,"MMarcoRetrieval":73.83,"T2Retrieval":83.58,"VideoRetrieval":69.41}
+{"index":25,"Rank":36,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.54,"CmedqaRetrieval":41.03,"CovidRetrieval":75.07,"DuRetrieval":84.68,"EcomRetrieval":65.6,"MedicalRetrieval":58.28,"MMarcoRetrieval":81.38,"T2Retrieval":84.39,"VideoRetrieval":73.93}
+{"index":26,"Rank":37,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":70.46,"CmedqaRetrieval":42.57,"CovidRetrieval":73.35,"DuRetrieval":86.32,"EcomRetrieval":65.33,"MedicalRetrieval":59.59,"MMarcoRetrieval":79.23,"T2Retrieval":83.99,"VideoRetrieval":73.32}
+{"index":45,"Rank":38,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.41,"CmedqaRetrieval":45.83,"CovidRetrieval":76.77,"DuRetrieval":81.47,"EcomRetrieval":68.42,"MedicalRetrieval":64.42,"MMarcoRetrieval":71.7,"T2Retrieval":81.33,"VideoRetrieval":73.31}
+{"index":19,"Rank":39,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.26,"CmedqaRetrieval":42.68,"CovidRetrieval":80.79,"DuRetrieval":85.74,"EcomRetrieval":62.06,"MedicalRetrieval":59.53,"MMarcoRetrieval":78.66,"T2Retrieval":84.69,"VideoRetrieval":67.96}
+{"index":187,"Rank":40,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":70.14,"CmedqaRetrieval":42.63,"CovidRetrieval":80.81,"DuRetrieval":85.75,"EcomRetrieval":62.07,"MedicalRetrieval":59.42,"MMarcoRetrieval":78.67,"T2Retrieval":83.87,"VideoRetrieval":67.93}
+{"index":184,"Rank":41,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":70.08,"CmedqaRetrieval":42.03,"CovidRetrieval":79.86,"DuRetrieval":86.97,"EcomRetrieval":62.85,"MedicalRetrieval":58.5,"MMarcoRetrieval":78.36,"T2Retrieval":83.76,"VideoRetrieval":68.27}
+{"index":53,"Rank":42,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":69.59,"CmedqaRetrieval":41.8,"CovidRetrieval":79.3,"DuRetrieval":86.43,"EcomRetrieval":62.64,"MedicalRetrieval":58.27,"MMarcoRetrieval":78.17,"T2Retrieval":82.11,"VideoRetrieval":67.96}
+{"index":22,"Rank":43,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":69.49,"CmedqaRetrieval":41.61,"CovidRetrieval":74.7,"DuRetrieval":85.07,"EcomRetrieval":64.25,"MedicalRetrieval":56.51,"MMarcoRetrieval":77.69,"T2Retrieval":83.71,"VideoRetrieval":72.35}
+{"index":292,"Rank":44,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
+{"index":210,"Rank":45,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.4,"CmedqaRetrieval":39.15,"CovidRetrieval":81.22,"DuRetrieval":84.57,"EcomRetrieval":63.95,"MedicalRetrieval":57.12,"MMarcoRetrieval":77.96,"T2Retrieval":80.59,"VideoRetrieval":70.62}
+{"index":46,"Rank":46,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":67.7,"CmedqaRetrieval":42.69,"CovidRetrieval":75.63,"DuRetrieval":79.89,"EcomRetrieval":64.48,"MedicalRetrieval":59.95,"MMarcoRetrieval":70.75,"T2Retrieval":79.9,"VideoRetrieval":68.3}
+{"index":301,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
+{"index":303,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.5,"CmedqaRetrieval":42.46,"CovidRetrieval":61.65,"DuRetrieval":78.57,"EcomRetrieval":57.91,"MedicalRetrieval":62.64,"MMarcoRetrieval":75.0,"T2Retrieval":78.12,"VideoRetrieval":67.69}
+{"index":39,"Rank":49,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.11,"CmedqaRetrieval":34.08,"CovidRetrieval":71.92,"DuRetrieval":79.7,"EcomRetrieval":59.22,"MedicalRetrieval":51.5,"MMarcoRetrieval":74.73,"T2Retrieval":77.08,"VideoRetrieval":64.67}
+{"index":196,"Rank":50,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.66,"CmedqaRetrieval":28.67,"CovidRetrieval":75.51,"DuRetrieval":85.32,"EcomRetrieval":54.75,"MedicalRetrieval":51.44,"MMarcoRetrieval":79.2,"T2Retrieval":76.11,"VideoRetrieval":58.25}
+{"index":40,"Rank":51,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.52,"CmedqaRetrieval":33.45,"CovidRetrieval":73.36,"DuRetrieval":80.13,"EcomRetrieval":55.89,"MedicalRetrieval":50.67,"MMarcoRetrieval":74.14,"T2Retrieval":76.84,"VideoRetrieval":63.66}
+{"index":202,"Rank":52,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":62.87,"CmedqaRetrieval":27.0,"CovidRetrieval":68.86,"DuRetrieval":78.08,"EcomRetrieval":58.34,"MedicalRetrieval":49.63,"MMarcoRetrieval":78.82,"T2Retrieval":79.82,"VideoRetrieval":62.44}
+{"index":32,"Rank":53,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":61.77,"CmedqaRetrieval":35.11,"CovidRetrieval":70.14,"DuRetrieval":77.28,"EcomRetrieval":55.71,"MedicalRetrieval":49.8,"MMarcoRetrieval":63.48,"T2Retrieval":76.43,"VideoRetrieval":66.19}
+{"index":192,"Rank":54,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":61.75,"CmedqaRetrieval":34.22,"CovidRetrieval":73.13,"DuRetrieval":87.02,"EcomRetrieval":45.96,"MedicalRetrieval":52.75,"MMarcoRetrieval":74.83,"T2Retrieval":80.68,"VideoRetrieval":45.39}
+{"index":195,"Rank":55,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"CmedqaRetrieval":27.2,"CovidRetrieval":73.45,"DuRetrieval":81.64,"EcomRetrieval":54.17,"MedicalRetrieval":48.35,"MMarcoRetrieval":76.04,"T2Retrieval":70.86,"VideoRetrieval":61.3}
+{"index":38,"Rank":56,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.6,"CmedqaRetrieval":31.79,"CovidRetrieval":66.33,"DuRetrieval":75.25,"EcomRetrieval":57.32,"MedicalRetrieval":49.28,"MMarcoRetrieval":69.11,"T2Retrieval":75.94,"VideoRetrieval":59.76}
+{"index":165,"Rank":57,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":60.55,"CmedqaRetrieval":34.69,"CovidRetrieval":70.59,"DuRetrieval":79.9,"EcomRetrieval":54.64,"MedicalRetrieval":47.86,"MMarcoRetrieval":63.06,"T2Retrieval":74.18,"VideoRetrieval":59.48}
+{"index":198,"Rank":58,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":59.95,"CmedqaRetrieval":24.38,"CovidRetrieval":72.82,"DuRetrieval":81.35,"EcomRetrieval":53.56,"MedicalRetrieval":44.84,"MMarcoRetrieval":73.17,"T2Retrieval":71.39,"VideoRetrieval":58.09}
+{"index":200,"Rank":59,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":59.77,"CmedqaRetrieval":26.18,"CovidRetrieval":67.57,"DuRetrieval":75.82,"EcomRetrieval":51.28,"MedicalRetrieval":47.48,"MMarcoRetrieval":77.0,"T2Retrieval":76.3,"VideoRetrieval":56.54}
+{"index":237,"Rank":60,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.76,"CmedqaRetrieval":32.33,"CovidRetrieval":67.22,"DuRetrieval":75.27,"EcomRetrieval":58.24,"MedicalRetrieval":54.78,"MMarcoRetrieval":57.91,"T2Retrieval":69.22,"VideoRetrieval":63.09}
+{"index":285,"Rank":61,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":58.2,"CmedqaRetrieval":30.34,"CovidRetrieval":58.55,"DuRetrieval":75.05,"EcomRetrieval":52.54,"MedicalRetrieval":50.08,"MMarcoRetrieval":62.26,"T2Retrieval":72.7,"VideoRetrieval":64.08}
+{"index":199,"Rank":62,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.96,"CmedqaRetrieval":23.91,"CovidRetrieval":68.14,"DuRetrieval":72.84,"EcomRetrieval":52.02,"MedicalRetrieval":43.27,"MMarcoRetrieval":74.66,"T2Retrieval":72.81,"VideoRetrieval":56.07}
+{"index":231,"Rank":63,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":56.91,"CmedqaRetrieval":30.33,"CovidRetrieval":66.42,"DuRetrieval":75.76,"EcomRetrieval":50.27,"MedicalRetrieval":42.79,"MMarcoRetrieval":65.46,"T2Retrieval":73.14,"VideoRetrieval":51.11}
+{"index":232,"Rank":64,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":54.75,"CmedqaRetrieval":30.73,"CovidRetrieval":61.33,"DuRetrieval":74.69,"EcomRetrieval":45.18,"MedicalRetrieval":48.66,"MMarcoRetrieval":61.06,"T2Retrieval":72.36,"VideoRetrieval":44.02}
+{"index":335,"Rank":65,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.0,"CmedqaRetrieval":22.36,"CovidRetrieval":57.21,"DuRetrieval":71.17,"EcomRetrieval":44.49,"MedicalRetrieval":37.92,"MMarcoRetrieval":69.86,"T2Retrieval":69.14,"VideoRetrieval":43.85}
+{"index":201,"Rank":66,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.16,"CmedqaRetrieval":20.03,"CovidRetrieval":33.57,"DuRetrieval":56.04,"EcomRetrieval":47.0,"MedicalRetrieval":36.68,"MMarcoRetrieval":69.31,"T2Retrieval":51.57,"VideoRetrieval":55.07}
+{"index":291,"Rank":67,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.4,"CmedqaRetrieval":18.04,"CovidRetrieval":55.48,"DuRetrieval":59.36,"EcomRetrieval":40.48,"MedicalRetrieval":29.8,"MMarcoRetrieval":55.31,"T2Retrieval":58.67,"VideoRetrieval":38.04}
+{"index":55,"Rank":68,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":41.94,"CmedqaRetrieval":15.53,"CovidRetrieval":60.48,"DuRetrieval":51.87,"EcomRetrieval":37.58,"MedicalRetrieval":30.93,"MMarcoRetrieval":45.96,"T2Retrieval":50.52,"VideoRetrieval":42.65}
+{"index":289,"Rank":69,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":38.79,"CmedqaRetrieval":15.91,"CovidRetrieval":44.81,"DuRetrieval":52.23,"EcomRetrieval":34.6,"MedicalRetrieval":27.56,"MMarcoRetrieval":44.06,"T2Retrieval":51.67,"VideoRetrieval":39.52}
+{"index":47,"Rank":70,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":32.1,"CmedqaRetrieval":11.35,"CovidRetrieval":39.63,"DuRetrieval":41.16,"EcomRetrieval":32.71,"MedicalRetrieval":20.35,"MMarcoRetrieval":34.62,"T2Retrieval":41.8,"VideoRetrieval":35.15}
+{"index":51,"Rank":71,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":22.92,"CmedqaRetrieval":10.15,"CovidRetrieval":28.85,"DuRetrieval":33.41,"EcomRetrieval":9.69,"MedicalRetrieval":14.1,"MMarcoRetrieval":44.62,"T2Retrieval":28.35,"VideoRetrieval":14.17}
+{"index":171,"Rank":72,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.15,"CmedqaRetrieval":7.22,"CovidRetrieval":10.38,"DuRetrieval":1.44,"EcomRetrieval":4.68,"MedicalRetrieval":4.08,"MMarcoRetrieval":11.0,"T2Retrieval":1.31,"VideoRetrieval":17.05}
+{"index":302,"Rank":73,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":4.52,"CmedqaRetrieval":2.22,"CovidRetrieval":2.32,"DuRetrieval":5.86,"EcomRetrieval":10.37,"MedicalRetrieval":2.37,"MMarcoRetrieval":3.64,"T2Retrieval":4.64,"VideoRetrieval":4.77}
diff --git a/boards_data/zh/data_tasks/STS/default.jsonl b/boards_data/zh/data_tasks/STS/default.jsonl
index 2e8451e001e3952490d68286c2df7732c066a418..c14c4301b9ebda45fa0349508a590b0e22f7fe85 100644
--- a/boards_data/zh/data_tasks/STS/default.jsonl
+++ b/boards_data/zh/data_tasks/STS/default.jsonl
@@ -1,91 +1,91 @@
-{"index":287,"Rank":1,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":67.66,"AFQMC":53.84,"ATEC":54.44,"BQ":70.57,"LCQMC":74.99,"PAWSX":58.35,"QBQTC":71.45,"STS22 (zh)":74.92,"STSB":82.74}
-{"index":17,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":65.33,"AFQMC":72.25,"ATEC":62.62,"BQ":81.25,"LCQMC":73.81,"PAWSX":54.06,"QBQTC":31.37,"STS22 (zh)":66.13,"STSB":81.17}
-{"index":47,"Rank":3,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":64.89,"AFQMC":71.13,"ATEC":64.64,"BQ":72.3,"LCQMC":78.76,"PAWSX":45.05,"QBQTC":42.62,"STS22 (zh)":63.84,"STSB":80.77}
-{"index":220,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.53,"AFQMC":60.96,"ATEC":58.81,"BQ":75.08,"LCQMC":79.82,"PAWSX":47.42,"QBQTC":45.14,"STS22 (zh)":66.96,"STSB":82.05}
-{"index":183,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.22,"AFQMC":60.72,"ATEC":58.77,"BQ":75.04,"LCQMC":79.75,"PAWSX":45.94,"QBQTC":43.46,"STS22 (zh)":66.71,"STSB":83.34}
-{"index":127,"Rank":6,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.18,"AFQMC":60.66,"ATEC":58.64,"BQ":74.51,"LCQMC":79.45,"PAWSX":46.6,"QBQTC":44.58,"STS22 (zh)":67.73,"STSB":81.24}
-{"index":266,"Rank":7,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AFQMC":61.49,"ATEC":59.2,"BQ":72.88,"LCQMC":79.55,"PAWSX":46.48,"QBQTC":45.91,"STS22 (zh)":63.76,"STSB":78.71}
-{"index":39,"Rank":8,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":63.33,"AFQMC":61.02,"ATEC":59.02,"BQ":72.76,"LCQMC":79.43,"PAWSX":45.92,"QBQTC":44.87,"STS22 (zh)":64.41,"STSB":79.24}
-{"index":54,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.23,"AFQMC":60.89,"ATEC":58.82,"BQ":72.53,"LCQMC":79.19,"PAWSX":45.8,"QBQTC":43.94,"STS22 (zh)":65.18,"STSB":79.48}
-{"index":187,"Rank":10,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.49,"AFQMC":59.22,"ATEC":58.43,"BQ":70.44,"LCQMC":78.27,"PAWSX":43.97,"QBQTC":40.02,"STS22 (zh)":66.49,"STSB":83.05}
-{"index":169,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.48,"AFQMC":58.85,"ATEC":58.08,"BQ":71.05,"LCQMC":78.26,"PAWSX":45.36,"QBQTC":38.98,"STS22 (zh)":66.26,"STSB":82.96}
-{"index":168,"Rank":12,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":45.0,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
-{"index":12,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":44.98,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
-{"index":15,"Rank":14,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":62.32,"AFQMC":58.47,"ATEC":55.46,"BQ":77.59,"LCQMC":76.29,"PAWSX":50.22,"QBQTC":31.82,"STS22 (zh)":67.36,"STSB":81.37}
-{"index":290,"Rank":15,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.15,"AFQMC":58.61,"ATEC":58.03,"BQ":70.98,"LCQMC":78.14,"PAWSX":45.59,"QBQTC":38.1,"STS22 (zh)":65.34,"STSB":82.42}
-{"index":48,"Rank":16,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":62.13,"AFQMC":59.54,"ATEC":58.63,"BQ":70.31,"LCQMC":78.73,"PAWSX":42.97,"QBQTC":41.03,"STS22 (zh)":66.76,"STSB":79.09}
-{"index":140,"Rank":17,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.09,"AFQMC":58.81,"ATEC":57.95,"BQ":70.37,"LCQMC":78.17,"PAWSX":45.51,"QBQTC":37.31,"STS22 (zh)":65.85,"STSB":82.73}
-{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
-{"index":340,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.07,"AFQMC":50.8,"ATEC":53.23,"BQ":66.49,"LCQMC":76.6,"PAWSX":47.56,"QBQTC":39.96,"STS22 (zh)":65.78,"STSB":80.14}
-{"index":212,"Rank":20,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
-{"index":294,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
-{"index":189,"Rank":22,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.95,"ATEC":53.12,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.73,"STS22 (zh)":68.87,"STSB":79.37}
-{"index":22,"Rank":23,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.37}
-{"index":21,"Rank":24,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.36}
-{"index":219,"Rank":25,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.52,"AFQMC":54.85,"ATEC":55.13,"BQ":65.57,"LCQMC":75.55,"PAWSX":37.87,"QBQTC":33.69,"STS22 (zh)":64.32,"STSB":81.19}
-{"index":111,"Rank":26,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.41,"AFQMC":54.73,"ATEC":55.13,"BQ":64.89,"LCQMC":75.12,"PAWSX":37.93,"QBQTC":34.21,"STS22 (zh)":64.54,"STSB":80.72}
-{"index":188,"Rank":27,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.3,"AFQMC":54.49,"ATEC":54.45,"BQ":62.38,"LCQMC":76.28,"PAWSX":37.97,"QBQTC":37.84,"STS22 (zh)":67.28,"STSB":75.71}
-{"index":265,"Rank":28,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.02,"AFQMC":54.17,"ATEC":54.28,"BQ":62.31,"LCQMC":75.81,"PAWSX":38.31,"QBQTC":38.22,"STS22 (zh)":66.66,"STSB":74.43}
-{"index":331,"Rank":29,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":57.91,"AFQMC":43.45,"ATEC":48.01,"BQ":65.58,"LCQMC":75.56,"PAWSX":47.62,"QBQTC":40.43,"STS22 (zh)":67.24,"STSB":75.38}
-{"index":301,"Rank":30,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":57.82,"AFQMC":54.58,"ATEC":54.6,"BQ":64.41,"LCQMC":74.4,"PAWSX":38.55,"QBQTC":33.36,"STS22 (zh)":62.98,"STSB":79.68}
-{"index":55,"Rank":31,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":57.08,"AFQMC":46.98,"ATEC":51.35,"BQ":65.08,"LCQMC":76.96,"PAWSX":30.03,"QBQTC":37.5,"STS22 (zh)":69.2,"STSB":79.57}
-{"index":186,"Rank":32,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.92,"AFQMC":46.73,"ATEC":51.22,"BQ":64.8,"LCQMC":76.89,"PAWSX":29.7,"QBQTC":37.38,"STS22 (zh)":69.02,"STSB":79.63}
-{"index":30,"Rank":33,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.87,"AFQMC":47.17,"ATEC":50.75,"BQ":62.02,"LCQMC":75.95,"PAWSX":30.57,"QBQTC":38.98,"STS22 (zh)":68.68,"STSB":80.87}
-{"index":185,"Rank":34,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.54,"AFQMC":51.75,"ATEC":52.82,"BQ":63.29,"LCQMC":75.83,"PAWSX":32.02,"QBQTC":36.47,"STS22 (zh)":67.52,"STSB":72.63}
-{"index":28,"Rank":35,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":56.25,"AFQMC":44.36,"ATEC":49.54,"BQ":62.94,"LCQMC":74.33,"PAWSX":33.92,"QBQTC":37.29,"STS22 (zh)":68.94,"STSB":78.7}
-{"index":299,"Rank":36,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":55.96,"AFQMC":49.07,"ATEC":50.83,"BQ":65.5,"LCQMC":74.06,"PAWSX":27.97,"QBQTC":35.19,"STS22 (zh)":63.64,"STSB":81.46}
-{"index":264,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":55.9,"AFQMC":51.4,"ATEC":52.59,"BQ":62.68,"LCQMC":75.4,"PAWSX":31.58,"QBQTC":36.48,"STS22 (zh)":66.51,"STSB":70.6}
-{"index":41,"Rank":38,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.55,"AFQMC":46.7,"ATEC":49.95,"BQ":56.08,"LCQMC":74.96,"PAWSX":33.49,"QBQTC":31.06,"STS22 (zh)":64.51,"STSB":79.63}
-{"index":42,"Rank":39,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.35,"AFQMC":46.77,"ATEC":50.18,"BQ":55.25,"LCQMC":74.29,"PAWSX":33.24,"QBQTC":30.92,"STS22 (zh)":64.41,"STSB":79.74}
-{"index":24,"Rank":40,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.72,"AFQMC":42.4,"ATEC":48.17,"BQ":61.78,"LCQMC":74.45,"PAWSX":20.4,"QBQTC":36.22,"STS22 (zh)":68.01,"STSB":78.31}
-{"index":27,"Rank":41,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.0,"AFQMC":43.06,"ATEC":48.29,"BQ":60.53,"LCQMC":74.71,"PAWSX":16.64,"QBQTC":35.2,"STS22 (zh)":67.19,"STSB":78.41}
-{"index":20,"Rank":42,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
-{"index":40,"Rank":43,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.45,"AFQMC":44.25,"ATEC":48.24,"BQ":56.27,"LCQMC":74.09,"PAWSX":12.18,"QBQTC":29.94,"STS22 (zh)":66.06,"STSB":80.54}
-{"index":239,"Rank":44,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.54,"AFQMC":37.4,"ATEC":42.16,"BQ":70.96,"LCQMC":73.27,"PAWSX":18.55,"QBQTC":29.6,"STS22 (zh)":65.44,"STSB":66.91}
-{"index":233,"Rank":45,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.47,"AFQMC":35.87,"ATEC":41.27,"BQ":63.81,"LCQMC":74.88,"PAWSX":12.19,"QBQTC":32.07,"STS22 (zh)":66.73,"STSB":76.97}
-{"index":234,"Rank":46,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.42,"AFQMC":36.53,"ATEC":41.8,"BQ":65.2,"LCQMC":74.2,"PAWSX":15.95,"QBQTC":32.65,"STS22 (zh)":62.91,"STSB":74.16}
-{"index":194,"Rank":47,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.22,"AFQMC":38.99,"ATEC":42.84,"BQ":50.64,"LCQMC":75.48,"PAWSX":16.81,"QBQTC":31.8,"STS22 (zh)":63.4,"STSB":81.81}
-{"index":305,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
-{"index":303,"Rank":49,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
-{"index":34,"Rank":50,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":49.1,"AFQMC":33.42,"ATEC":43.01,"BQ":55.22,"LCQMC":72.19,"PAWSX":9.26,"QBQTC":35.29,"STS22 (zh)":67.72,"STSB":76.73}
-{"index":198,"Rank":51,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.29,"AFQMC":33.02,"ATEC":39.81,"BQ":46.44,"LCQMC":75.95,"PAWSX":14.63,"QBQTC":29.77,"STS22 (zh)":65.64,"STSB":81.08}
-{"index":197,"Rank":52,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":46.49,"AFQMC":29.67,"ATEC":37.01,"BQ":45.45,"LCQMC":74.15,"PAWSX":12.14,"QBQTC":28.81,"STS22 (zh)":65.64,"STSB":79.05}
-{"index":201,"Rank":53,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.6,"AFQMC":27.98,"ATEC":35.86,"BQ":46.23,"LCQMC":72.8,"PAWSX":15.66,"QBQTC":32.65,"STS22 (zh)":54.08,"STSB":79.53}
-{"index":200,"Rank":54,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.27,"AFQMC":25.21,"ATEC":35.14,"BQ":43.27,"LCQMC":72.7,"PAWSX":11.01,"QBQTC":30.25,"STS22 (zh)":66.84,"STSB":77.73}
-{"index":57,"Rank":55,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":44.97,"AFQMC":24.51,"ATEC":32.45,"BQ":44.22,"LCQMC":69.16,"PAWSX":14.55,"QBQTC":29.51,"STS22 (zh)":65.94,"STSB":79.45}
-{"index":49,"Rank":56,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.62,"AFQMC":22.57,"ATEC":30.3,"BQ":40.98,"LCQMC":68.4,"PAWSX":15.08,"QBQTC":27.92,"STS22 (zh)":61.58,"STSB":82.17}
-{"index":291,"Rank":57,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.41,"AFQMC":26.06,"ATEC":31.93,"BQ":42.67,"LCQMC":70.16,"PAWSX":17.21,"QBQTC":24.62,"STS22 (zh)":55.35,"STSB":79.3}
-{"index":336,"Rank":58,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.35,"AFQMC":23.88,"ATEC":29.25,"BQ":45.33,"LCQMC":68.41,"PAWSX":16.55,"QBQTC":30.27,"STS22 (zh)":62.53,"STSB":70.61}
-{"index":293,"Rank":59,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":42.78,"AFQMC":22.24,"ATEC":30.84,"BQ":43.33,"LCQMC":66.74,"PAWSX":12.31,"QBQTC":27.2,"STS22 (zh)":66.4,"STSB":73.22}
-{"index":203,"Rank":60,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.57,"AFQMC":25.32,"ATEC":33.46,"BQ":43.93,"LCQMC":71.98,"PAWSX":14.23,"QBQTC":32.92,"STS22 (zh)":40.97,"STSB":77.77}
-{"index":53,"Rank":61,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AFQMC":15.69,"ATEC":20.27,"BQ":36.33,"LCQMC":63.3,"PAWSX":12.16,"QBQTC":22.53,"STS22 (zh)":61.75,"STSB":80.84}
-{"index":173,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.48,"AFQMC":17.63,"ATEC":26.18,"BQ":37.66,"LCQMC":50.11,"PAWSX":32.75,"QBQTC":24.48,"STS22 (zh)":52.82,"STSB":50.18}
-{"index":304,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.86,"AFQMC":3.76,"ATEC":10.09,"BQ":19.31,"LCQMC":42.15,"PAWSX":6.14,"QBQTC":6.12,"STS22 (zh)":33.7,"STSB":45.6}
-{"index":11,"Rank":75,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":49.41,"STSB":""}
-{"index":71,"Rank":112,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
-{"index":73,"Rank":114,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.18,"STSB":""}
-{"index":81,"Rank":122,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":60.0,"STSB":""}
-{"index":98,"Rank":139,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":25.49,"STSB":""}
-{"index":99,"Rank":140,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":6.52,"STSB":""}
-{"index":131,"Rank":170,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":65.89,"STSB":""}
-{"index":138,"Rank":177,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":64.04,"STSB":""}
-{"index":148,"Rank":186,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":58.54,"STSB":""}
-{"index":149,"Rank":187,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.78,"STSB":""}
-{"index":154,"Rank":192,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
-{"index":167,"Rank":205,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":33.88,"ATEC":43.36,"BQ":57.14,"LCQMC":72.71,"PAWSX":9.31,"QBQTC":35.51,"STS22 (zh)":"","STSB":80.64}
-{"index":202,"Rank":226,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AFQMC":30.55,"ATEC":37.35,"BQ":47.17,"LCQMC":75.32,"PAWSX":17.46,"QBQTC":33.7,"STS22 (zh)":"","STSB":81.52}
-{"index":204,"Rank":227,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":31.87,"ATEC":38.8,"BQ":47.67,"LCQMC":75.34,"PAWSX":17.25,"QBQTC":34.48,"STS22 (zh)":"","STSB":82.03}
-{"index":267,"Rank":281,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.02,"STSB":""}
-{"index":268,"Rank":282,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.15,"STSB":""}
-{"index":269,"Rank":283,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":44.93,"STSB":""}
-{"index":271,"Rank":285,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":16.35,"STSB":""}
-{"index":273,"Rank":287,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":4.78,"STSB":""}
-{"index":274,"Rank":288,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.32,"STSB":""}
-{"index":276,"Rank":290,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":27.32,"STSB":""}
-{"index":277,"Rank":291,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":31.16,"STSB":""}
-{"index":283,"Rank":297,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.9,"STSB":""}
-{"index":284,"Rank":298,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":30.47,"STSB":""}
-{"index":285,"Rank":299,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.55,"STSB":""}
-{"index":289,"Rank":302,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.83,"STSB":""}
-{"index":292,"Rank":303,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""}
-{"index":295,"Rank":304,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
+{"index":285,"Rank":1,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":67.66,"AFQMC":53.84,"ATEC":54.44,"BQ":70.57,"LCQMC":74.99,"PAWSX":58.35,"QBQTC":71.45,"STS22 (zh)":74.92,"STSB":82.74}
+{"index":15,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":65.33,"AFQMC":72.25,"ATEC":62.62,"BQ":81.25,"LCQMC":73.81,"PAWSX":54.06,"QBQTC":31.37,"STS22 (zh)":66.13,"STSB":81.17}
+{"index":45,"Rank":3,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":64.89,"AFQMC":71.13,"ATEC":64.64,"BQ":72.3,"LCQMC":78.76,"PAWSX":45.05,"QBQTC":42.62,"STS22 (zh)":63.84,"STSB":80.77}
+{"index":218,"Rank":4,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.53,"AFQMC":60.96,"ATEC":58.81,"BQ":75.08,"LCQMC":79.82,"PAWSX":47.42,"QBQTC":45.14,"STS22 (zh)":66.96,"STSB":82.05}
+{"index":181,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":64.22,"AFQMC":60.72,"ATEC":58.77,"BQ":75.04,"LCQMC":79.75,"PAWSX":45.94,"QBQTC":43.46,"STS22 (zh)":66.71,"STSB":83.34}
+{"index":125,"Rank":6,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.18,"AFQMC":60.66,"ATEC":58.64,"BQ":74.51,"LCQMC":79.45,"PAWSX":46.6,"QBQTC":44.58,"STS22 (zh)":67.73,"STSB":81.24}
+{"index":264,"Rank":7,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AFQMC":61.49,"ATEC":59.2,"BQ":72.88,"LCQMC":79.55,"PAWSX":46.48,"QBQTC":45.91,"STS22 (zh)":63.76,"STSB":78.71}
+{"index":37,"Rank":8,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":63.33,"AFQMC":61.02,"ATEC":59.02,"BQ":72.76,"LCQMC":79.43,"PAWSX":45.92,"QBQTC":44.87,"STS22 (zh)":64.41,"STSB":79.24}
+{"index":52,"Rank":9,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.23,"AFQMC":60.89,"ATEC":58.82,"BQ":72.53,"LCQMC":79.19,"PAWSX":45.8,"QBQTC":43.94,"STS22 (zh)":65.18,"STSB":79.48}
+{"index":185,"Rank":10,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":62.49,"AFQMC":59.22,"ATEC":58.43,"BQ":70.44,"LCQMC":78.27,"PAWSX":43.97,"QBQTC":40.02,"STS22 (zh)":66.49,"STSB":83.05}
+{"index":167,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.48,"AFQMC":58.85,"ATEC":58.08,"BQ":71.05,"LCQMC":78.26,"PAWSX":45.36,"QBQTC":38.98,"STS22 (zh)":66.26,"STSB":82.96}
+{"index":166,"Rank":12,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":45.0,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
+{"index":10,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.46,"AFQMC":59.11,"ATEC":58.19,"BQ":71.07,"LCQMC":78.27,"PAWSX":44.98,"QBQTC":38.69,"STS22 (zh)":66.53,"STSB":82.8}
+{"index":13,"Rank":14,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":62.32,"AFQMC":58.47,"ATEC":55.46,"BQ":77.59,"LCQMC":76.29,"PAWSX":50.22,"QBQTC":31.82,"STS22 (zh)":67.36,"STSB":81.37}
+{"index":288,"Rank":15,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.15,"AFQMC":58.61,"ATEC":58.03,"BQ":70.98,"LCQMC":78.14,"PAWSX":45.59,"QBQTC":38.1,"STS22 (zh)":65.34,"STSB":82.42}
+{"index":46,"Rank":16,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":62.13,"AFQMC":59.54,"ATEC":58.63,"BQ":70.31,"LCQMC":78.73,"PAWSX":42.97,"QBQTC":41.03,"STS22 (zh)":66.76,"STSB":79.09}
+{"index":138,"Rank":17,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.09,"AFQMC":58.81,"ATEC":57.95,"BQ":70.37,"LCQMC":78.17,"PAWSX":45.51,"QBQTC":37.31,"STS22 (zh)":65.85,"STSB":82.73}
+{"index":14,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
+{"index":339,"Rank":19,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.07,"AFQMC":50.8,"ATEC":53.23,"BQ":66.49,"LCQMC":76.6,"PAWSX":47.56,"QBQTC":39.96,"STS22 (zh)":65.78,"STSB":80.14}
+{"index":210,"Rank":20,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":292,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":187,"Rank":22,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.95,"ATEC":53.12,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.73,"STS22 (zh)":68.87,"STSB":79.37}
+{"index":20,"Rank":23,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.37}
+{"index":19,"Rank":24,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.36}
+{"index":217,"Rank":25,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.52,"AFQMC":54.85,"ATEC":55.13,"BQ":65.57,"LCQMC":75.55,"PAWSX":37.87,"QBQTC":33.69,"STS22 (zh)":64.32,"STSB":81.19}
+{"index":109,"Rank":26,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.41,"AFQMC":54.73,"ATEC":55.13,"BQ":64.89,"LCQMC":75.12,"PAWSX":37.93,"QBQTC":34.21,"STS22 (zh)":64.54,"STSB":80.72}
+{"index":186,"Rank":27,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.3,"AFQMC":54.49,"ATEC":54.45,"BQ":62.38,"LCQMC":76.28,"PAWSX":37.97,"QBQTC":37.84,"STS22 (zh)":67.28,"STSB":75.71}
+{"index":263,"Rank":28,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.02,"AFQMC":54.17,"ATEC":54.28,"BQ":62.31,"LCQMC":75.81,"PAWSX":38.31,"QBQTC":38.22,"STS22 (zh)":66.66,"STSB":74.43}
+{"index":329,"Rank":29,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":57.91,"AFQMC":43.45,"ATEC":48.01,"BQ":65.58,"LCQMC":75.56,"PAWSX":47.62,"QBQTC":40.43,"STS22 (zh)":67.24,"STSB":75.38}
+{"index":299,"Rank":30,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":57.82,"AFQMC":54.58,"ATEC":54.6,"BQ":64.41,"LCQMC":74.4,"PAWSX":38.55,"QBQTC":33.36,"STS22 (zh)":62.98,"STSB":79.68}
+{"index":53,"Rank":31,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":57.08,"AFQMC":46.98,"ATEC":51.35,"BQ":65.08,"LCQMC":76.96,"PAWSX":30.03,"QBQTC":37.5,"STS22 (zh)":69.2,"STSB":79.57}
+{"index":184,"Rank":32,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.92,"AFQMC":46.73,"ATEC":51.22,"BQ":64.8,"LCQMC":76.89,"PAWSX":29.7,"QBQTC":37.38,"STS22 (zh)":69.02,"STSB":79.63}
+{"index":28,"Rank":33,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.87,"AFQMC":47.17,"ATEC":50.75,"BQ":62.02,"LCQMC":75.95,"PAWSX":30.57,"QBQTC":38.98,"STS22 (zh)":68.68,"STSB":80.87}
+{"index":183,"Rank":34,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":56.54,"AFQMC":51.75,"ATEC":52.82,"BQ":63.29,"LCQMC":75.83,"PAWSX":32.02,"QBQTC":36.47,"STS22 (zh)":67.52,"STSB":72.63}
+{"index":26,"Rank":35,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":56.25,"AFQMC":44.36,"ATEC":49.54,"BQ":62.94,"LCQMC":74.33,"PAWSX":33.92,"QBQTC":37.29,"STS22 (zh)":68.94,"STSB":78.7}
+{"index":297,"Rank":36,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":55.96,"AFQMC":49.07,"ATEC":50.83,"BQ":65.5,"LCQMC":74.06,"PAWSX":27.97,"QBQTC":35.19,"STS22 (zh)":63.64,"STSB":81.46}
+{"index":262,"Rank":37,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":55.9,"AFQMC":51.4,"ATEC":52.59,"BQ":62.68,"LCQMC":75.4,"PAWSX":31.58,"QBQTC":36.48,"STS22 (zh)":66.51,"STSB":70.6}
+{"index":39,"Rank":38,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.55,"AFQMC":46.7,"ATEC":49.95,"BQ":56.08,"LCQMC":74.96,"PAWSX":33.49,"QBQTC":31.06,"STS22 (zh)":64.51,"STSB":79.63}
+{"index":40,"Rank":39,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.35,"AFQMC":46.77,"ATEC":50.18,"BQ":55.25,"LCQMC":74.29,"PAWSX":33.24,"QBQTC":30.92,"STS22 (zh)":64.41,"STSB":79.74}
+{"index":22,"Rank":40,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.72,"AFQMC":42.4,"ATEC":48.17,"BQ":61.78,"LCQMC":74.45,"PAWSX":20.4,"QBQTC":36.22,"STS22 (zh)":68.01,"STSB":78.31}
+{"index":25,"Rank":41,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.0,"AFQMC":43.06,"ATEC":48.29,"BQ":60.53,"LCQMC":74.71,"PAWSX":16.64,"QBQTC":35.2,"STS22 (zh)":67.19,"STSB":78.41}
+{"index":18,"Rank":42,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
+{"index":38,"Rank":43,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.45,"AFQMC":44.25,"ATEC":48.24,"BQ":56.27,"LCQMC":74.09,"PAWSX":12.18,"QBQTC":29.94,"STS22 (zh)":66.06,"STSB":80.54}
+{"index":237,"Rank":44,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.54,"AFQMC":37.4,"ATEC":42.16,"BQ":70.96,"LCQMC":73.27,"PAWSX":18.55,"QBQTC":29.6,"STS22 (zh)":65.44,"STSB":66.91}
+{"index":231,"Rank":45,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.47,"AFQMC":35.87,"ATEC":41.27,"BQ":63.81,"LCQMC":74.88,"PAWSX":12.19,"QBQTC":32.07,"STS22 (zh)":66.73,"STSB":76.97}
+{"index":232,"Rank":46,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":50.42,"AFQMC":36.53,"ATEC":41.8,"BQ":65.2,"LCQMC":74.2,"PAWSX":15.95,"QBQTC":32.65,"STS22 (zh)":62.91,"STSB":74.16}
+{"index":192,"Rank":47,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.22,"AFQMC":38.99,"ATEC":42.84,"BQ":50.64,"LCQMC":75.48,"PAWSX":16.81,"QBQTC":31.8,"STS22 (zh)":63.4,"STSB":81.81}
+{"index":301,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
+{"index":303,"Rank":49,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.72,"AFQMC":36.69,"ATEC":45.77,"BQ":49.64,"LCQMC":72.72,"PAWSX":12.77,"QBQTC":36.97,"STS22 (zh)":66.72,"STSB":76.51}
+{"index":32,"Rank":50,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":49.1,"AFQMC":33.42,"ATEC":43.01,"BQ":55.22,"LCQMC":72.19,"PAWSX":9.26,"QBQTC":35.29,"STS22 (zh)":67.72,"STSB":76.73}
+{"index":196,"Rank":51,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.29,"AFQMC":33.02,"ATEC":39.81,"BQ":46.44,"LCQMC":75.95,"PAWSX":14.63,"QBQTC":29.77,"STS22 (zh)":65.64,"STSB":81.08}
+{"index":195,"Rank":52,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":46.49,"AFQMC":29.67,"ATEC":37.01,"BQ":45.45,"LCQMC":74.15,"PAWSX":12.14,"QBQTC":28.81,"STS22 (zh)":65.64,"STSB":79.05}
+{"index":199,"Rank":53,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.6,"AFQMC":27.98,"ATEC":35.86,"BQ":46.23,"LCQMC":72.8,"PAWSX":15.66,"QBQTC":32.65,"STS22 (zh)":54.08,"STSB":79.53}
+{"index":198,"Rank":54,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.27,"AFQMC":25.21,"ATEC":35.14,"BQ":43.27,"LCQMC":72.7,"PAWSX":11.01,"QBQTC":30.25,"STS22 (zh)":66.84,"STSB":77.73}
+{"index":55,"Rank":55,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":44.97,"AFQMC":24.51,"ATEC":32.45,"BQ":44.22,"LCQMC":69.16,"PAWSX":14.55,"QBQTC":29.51,"STS22 (zh)":65.94,"STSB":79.45}
+{"index":47,"Rank":56,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.62,"AFQMC":22.57,"ATEC":30.3,"BQ":40.98,"LCQMC":68.4,"PAWSX":15.08,"QBQTC":27.92,"STS22 (zh)":61.58,"STSB":82.17}
+{"index":289,"Rank":57,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":43.41,"AFQMC":26.06,"ATEC":31.93,"BQ":42.67,"LCQMC":70.16,"PAWSX":17.21,"QBQTC":24.62,"STS22 (zh)":55.35,"STSB":79.3}
+{"index":335,"Rank":58,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.35,"AFQMC":23.88,"ATEC":29.25,"BQ":45.33,"LCQMC":68.41,"PAWSX":16.55,"QBQTC":30.27,"STS22 (zh)":62.53,"STSB":70.61}
+{"index":291,"Rank":59,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":42.78,"AFQMC":22.24,"ATEC":30.84,"BQ":43.33,"LCQMC":66.74,"PAWSX":12.31,"QBQTC":27.2,"STS22 (zh)":66.4,"STSB":73.22}
+{"index":201,"Rank":60,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.57,"AFQMC":25.32,"ATEC":33.46,"BQ":43.93,"LCQMC":71.98,"PAWSX":14.23,"QBQTC":32.92,"STS22 (zh)":40.97,"STSB":77.77}
+{"index":51,"Rank":61,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AFQMC":15.69,"ATEC":20.27,"BQ":36.33,"LCQMC":63.3,"PAWSX":12.16,"QBQTC":22.53,"STS22 (zh)":61.75,"STSB":80.84}
+{"index":171,"Rank":62,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.48,"AFQMC":17.63,"ATEC":26.18,"BQ":37.66,"LCQMC":50.11,"PAWSX":32.75,"QBQTC":24.48,"STS22 (zh)":52.82,"STSB":50.18}
+{"index":302,"Rank":63,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.86,"AFQMC":3.76,"ATEC":10.09,"BQ":19.31,"LCQMC":42.15,"PAWSX":6.14,"QBQTC":6.12,"STS22 (zh)":33.7,"STSB":45.6}
+{"index":9,"Rank":73,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":49.41,"STSB":""}
+{"index":69,"Rank":110,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
+{"index":71,"Rank":112,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.18,"STSB":""}
+{"index":79,"Rank":120,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":60.0,"STSB":""}
+{"index":96,"Rank":137,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":25.49,"STSB":""}
+{"index":97,"Rank":138,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":6.52,"STSB":""}
+{"index":129,"Rank":168,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":65.89,"STSB":""}
+{"index":136,"Rank":175,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":64.04,"STSB":""}
+{"index":146,"Rank":184,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":58.54,"STSB":""}
+{"index":147,"Rank":185,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.78,"STSB":""}
+{"index":152,"Rank":190,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
+{"index":165,"Rank":203,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":33.88,"ATEC":43.36,"BQ":57.14,"LCQMC":72.71,"PAWSX":9.31,"QBQTC":35.51,"STS22 (zh)":"","STSB":80.64}
+{"index":200,"Rank":224,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","AFQMC":30.55,"ATEC":37.35,"BQ":47.17,"LCQMC":75.32,"PAWSX":17.46,"QBQTC":33.7,"STS22 (zh)":"","STSB":81.52}
+{"index":202,"Rank":225,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","AFQMC":31.87,"ATEC":38.8,"BQ":47.67,"LCQMC":75.34,"PAWSX":17.25,"QBQTC":34.48,"STS22 (zh)":"","STSB":82.03}
+{"index":265,"Rank":279,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.02,"STSB":""}
+{"index":266,"Rank":280,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.15,"STSB":""}
+{"index":267,"Rank":281,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":44.93,"STSB":""}
+{"index":269,"Rank":283,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":16.35,"STSB":""}
+{"index":271,"Rank":285,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":4.78,"STSB":""}
+{"index":272,"Rank":286,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":54.32,"STSB":""}
+{"index":274,"Rank":288,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":27.32,"STSB":""}
+{"index":275,"Rank":289,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":31.16,"STSB":""}
+{"index":281,"Rank":295,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.9,"STSB":""}
+{"index":282,"Rank":296,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":30.47,"STSB":""}
+{"index":283,"Rank":297,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.55,"STSB":""}
+{"index":287,"Rank":300,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.83,"STSB":""}
+{"index":290,"Rank":301,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""}
+{"index":293,"Rank":302,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
diff --git a/config.yaml b/config.yaml
index f69b40fd9611ad195ae019dfd403510c1aab120c..6c2b5dc60aeaae2cdb3eb963d1c1d0ae8000da62 100644
--- a/config.yaml
+++ b/config.yaml
@@ -275,41 +275,6 @@ boards:
- Robust04InstructionRetrieval
- News21InstructionRetrieval
- Core17InstructionRetrieval
- law:
- title: Law
- language_long: "English, German, Chinese"
- has_overall: false
- acronym: null
- icon: "⚖️"
- special_icons: null
- credits: "[Voyage AI](https://www.voyageai.com/)"
- tasks:
- Retrieval:
- - AILACasedocs
- - AILAStatutes
- - GerDaLIRSmall
- - LeCaRDv2
- - LegalBenchConsumerContractsQA
- - LegalBenchCorporateLobbying
- - LegalQuAD
- - LegalSummarization
- longembed:
- title: LongEmbed
- language_long: "English"
- has_overall: false
- acronym: null
- icon: "📚"
- special_icons: null
- credits: "[LongEmbed](https://arxiv.org/abs/2404.12096v2)"
- metric: nDCG@10 (for NarrativeQA, QMSum, SummScreenFD, WikimQA) & nDCG@1 (for passkey and needle)
- tasks:
- Retrieval:
- - LEMBNarrativeQARetrieval
- - LEMBNeedleRetrieval
- - LEMBPasskeyRetrieval
- - LEMBQMSumRetrieval
- - LEMBSummScreenFDRetrieval
- - LEMBWikimQARetrieval
de:
title: German
language_long: "German"
@@ -434,6 +399,41 @@ boards:
credits: null
tasks:
STS: ["STS17 (ar-ar)", "STS17 (en-ar)", "STS17 (en-de)", "STS17 (en-tr)", "STS17 (es-en)", "STS17 (es-es)", "STS17 (fr-en)", "STS17 (it-en)", "STS17 (ko-ko)", "STS17 (nl-en)", "STS22 (ar)", "STS22 (de)", "STS22 (de-en)", "STS22 (de-fr)", "STS22 (de-pl)", "STS22 (es)", "STS22 (es-en)", "STS22 (es-it)", "STS22 (fr)", "STS22 (fr-pl)", "STS22 (it)", "STS22 (pl)", "STS22 (pl-en)", "STS22 (ru)", "STS22 (tr)", "STS22 (zh-en)", "STSBenchmark"]
+ law:
+ title: Law
+ language_long: "English, German, Chinese"
+ has_overall: false
+ acronym: null
+ icon: "⚖️"
+ special_icons: null
+ credits: "[Voyage AI](https://www.voyageai.com/)"
+ tasks:
+ Retrieval:
+ - AILACasedocs
+ - AILAStatutes
+ - GerDaLIRSmall
+ - LeCaRDv2
+ - LegalBenchConsumerContractsQA
+ - LegalBenchCorporateLobbying
+ - LegalQuAD
+ - LegalSummarization
+ longembed:
+ title: LongEmbed
+ language_long: "English"
+ has_overall: false
+ acronym: null
+ icon: "📚"
+ special_icons: null
+ credits: "[LongEmbed (Dawei Zhu et al.)](https://arxiv.org/abs/2404.12096v2)"
+ metric: nDCG@10 (for NarrativeQA, QMSum, SummScreenFD, WikimQA) & nDCG@1 (for passkey and needle)
+ tasks:
+ Retrieval:
+ - LEMBNarrativeQARetrieval
+ - LEMBNeedleRetrieval
+ - LEMBPasskeyRetrieval
+ - LEMBQMSumRetrieval
+ - LEMBSummScreenFDRetrieval
+ - LEMBWikimQARetrieval
rar-b:
title: RAR-b
language_long: "English"
@@ -441,7 +441,7 @@ boards:
acronym: null
icon: "📚"
special_icons: null
- credits: "[RAR-b (Xiao et al.)](https://arxiv.org/abs/2404.06347/)"
+ credits: "[RAR-b (Chenghao Xiao et al.)](https://arxiv.org/abs/2404.06347/)"
metric: nDCG@10
tasks:
Retrieval:
@@ -469,6 +469,8 @@ boards:
special_icons: null
credits: "[BRIGHT (Hongjin Su, Howard Yen, Mengzhou Xia et al.)](https://brightbenchmark.github.io/)"
metric: nDCG@10
+ split: standard
+ desc: This tab only allows submissions with the original queries; not results from LLM rewritten queries or using reranking.
tasks:
Retrieval:
- BrightRetrieval (biology)
@@ -483,3 +485,45 @@ boards:
- BrightRetrieval (aops)
- BrightRetrieval (theoremqa_theorems)
- BrightRetrieval (theoremqa_questions)
+ bright_long:
+ title: BRIGHT Long
+ language_long: "English"
+ has_overall: false
+ acronym: null
+ icon: "🌟"
+ special_icons: null
+ credits: "[BRIGHT (Hongjin Su, Howard Yen, Mengzhou Xia et al.)](https://brightbenchmark.github.io/)"
+ metric: Recall@1
+ split: long
+ desc: This tab is for the long document setting of BRIGHT.
+ tasks:
+ Retrieval:
+ - BrightRetrieval (biology)
+ - BrightRetrieval (earth_science)
+ - BrightRetrieval (economics)
+ - BrightRetrieval (psychology)
+ - BrightRetrieval (robotics)
+ - BrightRetrieval (stackoverflow)
+ - BrightRetrieval (sustainable_living)
+ - BrightRetrieval (pony)
+ coir:
+ title: CoIR
+ language_long: "Code"
+ has_overall: false
+ acronym: null
+ icon: "💻"
+ special_icons: null
+ credits: "[Samoed](https://github.com/Samoed) and [monikernemo](https://github.com/monikernemo) and [CoIR (Xiangyang Li, Kuicai Dong, Yi Quan Lee et al.)](https://arxiv.org/abs/2407.02883)"
+ metric: nDCG@10
+ tasks:
+ Retrieval:
+ - AppsRetrieval
+ - CodeFeedbackMT
+ - CodeFeedbackST
+ - CodeSearchNetCCRetrieval
+ - CodeSearchNetRetrieval
+ - CodeTransOceanContest
+ - CodeTransOceanDL
+ - CosQA
+ - StackOverflowQA
+ - SyntheticText2SQL
\ No newline at end of file
diff --git a/refresh.py b/refresh.py
index 9ca11d5cdc535e9a045f66df5644ff3106506015..aea045efbef30df2c3d8565770e7d3bb6f022bba 100644
--- a/refresh.py
+++ b/refresh.py
@@ -78,9 +78,12 @@ NOINSTRUCT_MODELS = {
TASK_TO_TASK_TYPE = {task_category: [] for task_category in TASKS}
-for board_config in BOARDS_CONFIG.values():
+TASK_TO_SPLIT = {}
+for k, board_config in BOARDS_CONFIG.items():
for task_category, task_list in board_config["tasks"].items():
TASK_TO_TASK_TYPE[task_category].extend(task_list)
+ if "split" in board_config:
+ TASK_TO_SPLIT[k] = board_config["split"]
## Don't cache this because we want to re-compute every time
@@ -161,17 +164,20 @@ def filter_metric_external(x, task, metrics) -> bool:
# This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks.
if x["mteb_dataset_name"] in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]:
return bool(x["mteb_task"] == task and x["metric"] == "ndcg_at_1")
+ elif (x["mteb_dataset_name"].startswith("BrightRetrieval") and (x["split"] == "long")):
+ return bool(x["mteb_task"] == task and x["metric"] in ["recall_at_1"])
else:
return bool(x["mteb_task"] == task and x["metric"] in metrics)
-def filter_metric_fetched(name: str, metric: str, expected_metrics) -> bool:
+def filter_metric_fetched(name: str, metric: str, expected_metrics, split: str) -> bool:
# This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks.
- return bool(
- metric == "ndcg_at_1"
- if name in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]
- else metric in expected_metrics
- )
+ if name in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]:
+ return bool(metric == "ndcg_at_1")
+ elif (name.startswith("BrightRetrieval") and (split == "long")):
+ return bool(metric in ["recall_at_1"])
+ else:
+ return bool(metric in expected_metrics)
def get_dim_seq_size(model):
@@ -235,13 +241,23 @@ def get_external_model_results():
pbar = tqdm(models_to_run, desc="Fetching external model results")
for model in pbar:
pbar.set_description(f"Fetching external model results for {model!r}")
- ds = load_dataset(
- RESULTS_REPO,
- model,
- trust_remote_code=True,
- download_mode="force_redownload",
- verification_mode="no_checks",
- )
+ try:
+ ds = load_dataset(
+ RESULTS_REPO,
+ model,
+ trust_remote_code=True,
+ download_mode="force_redownload",
+ verification_mode="no_checks",
+ )
+ except KeyError as e:
+ model_tmp = "__".join(MODEL_META["model_meta"][model]["link"].split("/")[-2:])
+ ds = load_dataset(
+ RESULTS_REPO,
+ model_tmp,
+ trust_remote_code=True,
+ download_mode="force_redownload",
+ verification_mode="no_checks",
+ )
ds = ds.map(add_lang)
ds = ds.map(add_task)
base_dict = {
@@ -254,19 +270,39 @@ def get_external_model_results():
}
for task, metrics in TASK_TO_METRIC.items():
- ds_dict = ds.filter(lambda x: filter_metric_external(x, task, metrics))[
+ ds_sub = ds.filter(lambda x: filter_metric_external(x, task, metrics))[
"test"
- ].to_dict()
- ds_dict = {
- k: round(v, 2)
- for k, v in zip(
- ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"]
+ ]
+ metrics = ds_sub.unique("metric")
+ for metric in metrics:
+ ds_dict = ds_sub.filter(lambda x: x["metric"] == metric).to_dict()
+ ds_dict = {
+ k: round(v, 2)
+ for k, v in zip(
+ ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"]
+ )
+ }
+ # metrics[0] is the main name for this metric; other names in the list are legacy for backward-compat
+ # except for recall_at_1, which is the main name for BrightRetrieval (Long)
+ metric = metrics[0] if metric != "recall_at_1" else metric
+ if metric not in EXTERNAL_MODEL_RESULTS[model][task]:
+ EXTERNAL_MODEL_RESULTS[model][task][metric] = []
+ EXTERNAL_MODEL_RESULTS[model][task][metric].append(
+ {**base_dict, **ds_dict}
)
- }
- # metrics[0] is the main name for this metric; other names in the list are legacy for backward-compat
- EXTERNAL_MODEL_RESULTS[model][task][metrics[0]].append(
- {**base_dict, **ds_dict}
- )
+ #ds_dict = ds.filter(lambda x: filter_metric_external(x, task, metrics))[
+ # "test"
+ #].to_dict()
+ #ds_dict = {
+ # k: round(v, 2)
+ # for k, v in zip(
+ # ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"]
+ # )
+ #}
+ ## metrics[0] is the main name for this metric; other names in the list are legacy for backward-compat
+ #EXTERNAL_MODEL_RESULTS[model][task][metrics[0]].append(
+ # {**base_dict, **ds_dict}
+ #)
# Save & cache EXTERNAL_MODEL_RESULTS
with open("EXTERNAL_MODEL_RESULTS.json", "w") as f:
@@ -318,8 +354,8 @@ def get_mteb_data(
results_list = []
for task in tasks:
# Not all models have InstructionRetrieval, other new tasks
- if task not in external_model_results[model]:
- continue
+ if task not in external_model_results[model]: continue
+ if task_to_metric[task][0] not in external_model_results[model][task]: continue
results_list += external_model_results[model][task][task_to_metric[task][0]]
if len(datasets) > 0:
@@ -414,6 +450,7 @@ def get_mteb_data(
res["dataset"]["name"].replace("MTEB ", ""),
score["type"],
task_to_metric.get(res["task"]["type"]),
+ res["dataset"]["split"],
)
][0]
}
@@ -608,6 +645,11 @@ def refresh_leaderboard() -> tuple[list, dict]:
leave=True,
)
for board, board_config in pbar_tasks:
+ # Optional fetch only for a specific board
+ # if board != "bright_long": continue
+ # Very hacky - should fix this as soon as possible
+ if board == "bright_long":
+ TASK_TO_METRIC["Retrieval"] = ["recall_at_1"]
boards_data[board] = {"data_overall": None, "data_tasks": {}}
pbar_tasks.set_description(f"Fetching leaderboard results for {board!r}")
pbar_tasks.refresh()
@@ -626,10 +668,10 @@ def refresh_leaderboard() -> tuple[list, dict]:
)
boards_data[board]["data_tasks"][task_category] = data_task_category
all_data_tasks.append(data_task_category)
-
+ if board == "bright_long":
+ TASK_TO_METRIC["Retrieval"] = ["ndcg_at_10"]
return all_data_tasks, boards_data
-
def write_out_results(item: dict, item_name: str) -> None:
"""
Due to their complex structure, let's recursively create subfolders until we reach the end