Kevincp560 / bart-large-cnn-finetuned-pubmed

huggingface.co
Total runs: 12
24-hour runs: 0
7-day runs: 0
30-day runs: -18
Model's Last Updated: March 01 2022
text-generation

Introduction of bart-large-cnn-finetuned-pubmed

Model Details of bart-large-cnn-finetuned-pubmed

bart-large-cnn-finetuned-pubmed

This model is a fine-tuned version of facebook/bart-large-cnn on the pub_med_summarization_dataset dataset. It achieves the following results on the evaluation set:

  • Loss: 1.8416
  • Rouge1: 40.4866
  • Rouge2: 16.7472
  • Rougel: 24.9831
  • Rougelsum: 36.4002
  • Gen Len: 142.0
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: 5
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Rouge1 Rouge2 Rougel Rougelsum Gen Len
1.932 1.0 4000 1.8110 38.1151 15.2255 23.4286 34.2521 141.8905
1.7001 2.0 8000 1.7790 39.8217 16.3042 24.649 35.831 142.0
1.5 3.0 12000 1.7971 40.6108 17.0446 25.1977 36.5556 141.9865
1.3316 4.0 16000 1.8106 40.0466 16.4851 24.7094 36.0998 141.9335
1.1996 5.0 20000 1.8416 40.4866 16.7472 24.9831 36.4002 142.0
Framework versions
  • Transformers 4.16.2
  • Pytorch 1.10.0+cu111
  • Datasets 1.18.3
  • Tokenizers 0.11.6

Runs of Kevincp560 bart-large-cnn-finetuned-pubmed on huggingface.co

12
Total runs
0
24-hour runs
-1
3-day runs
0
7-day runs
-18
30-day runs

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