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LifePrincipalPegasusLarge

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

  • Loss: 5.6547
  • Rouge1: 43.3679
  • Rouge2: 10.9243
  • Rougel: 27.4864
  • Rougelsum: 40.3896
  • Gen Len: 227.7642

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: 5e-05
  • train_batch_size: 1
  • eval_batch_size: 1
  • seed: 42
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 1

Training results

Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
6.8795 0.0881 100 6.5014 32.7482 6.8933 21.4622 30.1026 227.7642
6.4726 0.1762 200 6.2112 37.0799 8.9306 24.652 34.5305 227.7642
6.2749 0.2643 300 6.0775 38.9836 9.7478 25.6809 36.2375 227.7642
6.2445 0.3524 400 5.9878 39.9961 10.0625 25.9686 37.4853 227.7642
6.1752 0.4405 500 5.8898 40.1077 10.1194 26.1056 37.4283 227.7642
6.0343 0.5286 600 5.8116 41.7626 10.4065 26.7348 38.9953 227.7642
6.0009 0.6167 700 5.7529 42.0869 10.5523 26.9037 39.3663 227.7642
5.9523 0.7048 800 5.7057 42.4863 10.6188 27.1573 39.6282 227.7642
5.9445 0.7929 900 5.6786 42.4071 10.6897 27.1549 39.5086 227.7642
5.8047 0.8810 1000 5.6646 43.4098 10.9746 27.4646 40.4014 227.7642
5.8718 0.9691 1100 5.6547 43.3679 10.9243 27.4864 40.3896 227.7642

Framework versions

  • Transformers 4.41.1
  • Pytorch 2.1.2
  • Datasets 2.2.1
  • Tokenizers 0.19.1
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