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t5-fine-tuned-with-yake-keywords

This model is a fine-tuned version of t5-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 1.7156
  • Rouge1: 25.7203
  • Rouge2: 11.4526
  • Rougel: 20.9169
  • Rougelsum: 24.2292
  • Gen Len: 19.0

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: 2e-05
  • 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: 25

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
1.408 1.0 604 1.3840 25.8101 11.1365 20.9036 24.1453 18.992
1.2639 2.0 1208 1.3853 25.3277 11.0463 20.7012 23.7892 18.994
1.2049 3.0 1812 1.3945 25.7271 11.437 20.9819 24.2143 18.99
1.1008 4.0 2416 1.4060 25.4068 10.9722 20.3943 23.7708 18.994
1.0033 5.0 3020 1.4295 25.0656 10.7868 20.1689 23.4475 18.992
0.9373 6.0 3624 1.4425 25.5643 11.1203 20.5504 23.8398 19.0
0.9054 7.0 4228 1.4600 25.6599 11.3601 20.7753 24.0562 19.0
0.8699 8.0 4832 1.4881 25.8057 11.6887 20.9235 24.2292 19.0
0.8253 9.0 5436 1.5049 25.5996 11.2568 20.6128 23.9682 19.0
0.7706 10.0 6040 1.5304 25.5366 11.2432 20.5506 23.8558 19.0
0.7406 11.0 6644 1.5443 25.5608 11.3835 20.7609 23.9875 19.0
0.7122 12.0 7248 1.5608 25.4136 11.2439 20.6605 23.9639 19.0
0.6983 13.0 7852 1.5777 26.1446 11.7678 21.1421 24.587 19.0
0.6506 14.0 8456 1.5987 26.0036 11.8495 21.1601 24.5154 19.0
0.627 15.0 9060 1.6229 25.7103 11.5427 20.9998 24.2446 19.0
0.625 16.0 9664 1.6448 25.4558 11.4994 20.82 23.9969 19.0
0.5918 17.0 10268 1.6613 25.8231 11.6828 20.9607 24.2662 19.0
0.577 18.0 10872 1.6786 25.9623 11.6631 21.0312 24.4392 19.0
0.5917 19.0 11476 1.6810 25.9725 11.5125 20.9832 24.4222 19.0
0.5543 20.0 12080 1.6896 25.8324 11.5314 20.9358 24.2487 19.0
0.5551 21.0 12684 1.7021 25.753 11.5405 21.022 24.2551 19.0
0.5334 22.0 13288 1.7114 25.7559 11.4908 20.9003 24.2192 19.0
0.5301 23.0 13892 1.7137 25.7977 11.4324 20.8802 24.241 19.0
0.5333 24.0 14496 1.7150 25.7444 11.4107 20.8701 24.205 19.0
0.5216 25.0 15100 1.7156 25.7203 11.4526 20.9169 24.2292 19.0

Framework versions

  • Transformers 4.33.3
  • Pytorch 2.0.1+cu118
  • Datasets 2.14.5
  • Tokenizers 0.13.3
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