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results_T5

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: 0.8755
  • Rouge1: 0.2921
  • Rouge2: 0.1519
  • Rougel: 0.2857
  • Rougelsum: 0.2866

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: 8
  • eval_batch_size: 4
  • 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
No log 1.0 109 0.4682 0.2349 0.0878 0.2327 0.2344
No log 2.0 218 0.4153 0.2519 0.0965 0.2481 0.2503
No log 3.0 327 0.4102 0.3011 0.1465 0.2979 0.2990
No log 4.0 436 0.4386 0.2555 0.1138 0.2496 0.2496
0.8199 5.0 545 0.4784 0.2725 0.1188 0.2675 0.2665
0.8199 6.0 654 0.5088 0.2524 0.1066 0.2497 0.2501
0.8199 7.0 763 0.5680 0.2542 0.1093 0.2497 0.2496
0.8199 8.0 872 0.5982 0.2740 0.1375 0.2694 0.2698
0.8199 9.0 981 0.6575 0.2730 0.1368 0.2723 0.2714
0.0653 10.0 1090 0.6753 0.2822 0.1519 0.2798 0.2781
0.0653 11.0 1199 0.6923 0.2795 0.1486 0.2780 0.2774
0.0653 12.0 1308 0.7350 0.2471 0.1209 0.2458 0.2457
0.0653 13.0 1417 0.7698 0.2762 0.1463 0.2720 0.2733
0.0225 14.0 1526 0.7867 0.2771 0.1372 0.2763 0.2755
0.0225 15.0 1635 0.8166 0.3166 0.1689 0.3132 0.3133
0.0225 16.0 1744 0.8085 0.3027 0.1572 0.2998 0.3009
0.0225 17.0 1853 0.8162 0.3090 0.1734 0.3025 0.3038
0.0225 18.0 1962 0.8484 0.2965 0.1627 0.2917 0.2909
0.0105 19.0 2071 0.8610 0.2881 0.1487 0.2813 0.2819
0.0105 20.0 2180 0.8688 0.2811 0.1494 0.2755 0.2770
0.0105 21.0 2289 0.8733 0.2777 0.1453 0.2708 0.2724
0.0105 22.0 2398 0.8776 0.2771 0.1475 0.2709 0.2711
0.0061 23.0 2507 0.8717 0.2829 0.1467 0.2749 0.2749
0.0061 24.0 2616 0.8729 0.2878 0.1467 0.2803 0.2806
0.0061 25.0 2725 0.8755 0.2921 0.1519 0.2857 0.2866

Framework versions

  • Transformers 4.33.2
  • Pytorch 2.0.1+cu117
  • Datasets 2.14.5
  • Tokenizers 0.13.3
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