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flan-t5-rouge-durga-2

This model is a fine-tuned version of google/flan-t5-base on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0015
  • Rouge1: 0.4073
  • Rouge2: 0.3631
  • Rougel: 0.4076
  • Rougelsum: 0.4081

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.0003
  • train_batch_size: 2
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 30

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum
3.6674 1.0 85 1.9307 0.2328 0.1210 0.2076 0.2079
2.8171 2.0 170 1.5796 0.2548 0.1280 0.2250 0.2246
2.1491 3.0 255 1.2905 0.2604 0.1445 0.2384 0.2376
1.4061 4.0 340 1.0662 0.2631 0.1474 0.2447 0.2446
1.0805 5.0 425 0.8724 0.2631 0.1479 0.2417 0.2417
1.4852 6.0 510 0.7009 0.2861 0.1735 0.2718 0.2716
1.7677 7.0 595 0.5283 0.2842 0.1876 0.2710 0.2708
0.5014 8.0 680 0.3990 0.3142 0.2208 0.3011 0.3015
1.5085 9.0 765 0.3122 0.3371 0.2522 0.3254 0.3255
0.7696 10.0 850 0.2204 0.3537 0.2695 0.3423 0.3418
0.7834 11.0 935 0.1808 0.3596 0.2813 0.3492 0.3491
0.5238 12.0 1020 0.1300 0.3723 0.3043 0.3674 0.3674
0.4623 13.0 1105 0.0940 0.3754 0.3166 0.3716 0.3716
0.3645 14.0 1190 0.0679 0.3752 0.3149 0.3715 0.3727
0.319 15.0 1275 0.0466 0.3902 0.3372 0.3888 0.3895
0.1117 16.0 1360 0.0375 0.3945 0.3409 0.3928 0.3932
0.1975 17.0 1445 0.0274 0.4010 0.3537 0.4002 0.4007
0.2396 18.0 1530 0.0254 0.3985 0.3525 0.3976 0.3976
0.3832 19.0 1615 0.0156 0.3976 0.3482 0.3963 0.3970
0.2136 20.0 1700 0.0118 0.3998 0.3524 0.3996 0.4000
0.1789 21.0 1785 0.0115 0.4022 0.3568 0.4020 0.4027
0.0027 22.0 1870 0.0082 0.4047 0.3593 0.4051 0.4057
0.2978 23.0 1955 0.0070 0.4028 0.3578 0.4032 0.4036
0.1529 24.0 2040 0.0053 0.4075 0.3625 0.4078 0.4083
0.0584 25.0 2125 0.0044 0.4073 0.3621 0.4075 0.4081
0.0669 26.0 2210 0.0030 0.4071 0.3625 0.4073 0.4078
0.2968 27.0 2295 0.0021 0.4073 0.3625 0.4074 0.4080
0.072 28.0 2380 0.0018 0.4073 0.3625 0.4074 0.4080
0.1676 29.0 2465 0.0016 0.4073 0.3631 0.4076 0.4081
0.1567 30.0 2550 0.0015 0.4073 0.3631 0.4076 0.4081

Framework versions

  • Transformers 4.44.2
  • Pytorch 2.4.0+cu121
  • Datasets 3.0.0
  • Tokenizers 0.19.1
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