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pegasus-large-finetuned-Pubmed
Kevincp560/pegasus-large-finetuned-Pubmed
pegasus-large-finetuned-Pubmed is a machine learning model from Kevincp560. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- transformers
- Model type
- pegasus
- Access
- Public
- Created
- Mar 14, 2022
- Updated
- Mar 14, 2022
- SHA
- 783ba784
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
pegasus-large-finetuned-Pubmed
This model is a fine-tuned version of google/pegasus-large on the pub_med_summarization_dataset dataset. It achieves the following results on the evaluation set:
- Loss: 1.7669
- Rouge1: 39.1107
- Rouge2: 15.4127
- Rougel: 24.3729
- Rougelsum: 35.1236
- Gen Len: 226.594
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
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 2.065 | 1.0 | 1000 | 1.8262 | 37.1986 | 14.3685 | 23.7153 | 33.0713 | 218.902 |
| 1.9552 | 2.0 | 2000 | 1.7933 | 38.0663 | 14.7813 | 23.8412 | 33.9574 | 217.488 |
| 1.8983 | 3.0 | 3000 | 1.7768 | 38.3975 | 15.0983 | 24.0247 | 34.314 | 222.32 |
| 1.882 | 4.0 | 4000 | 1.7687 | 39.1311 | 15.4167 | 24.2978 | 35.078 | 222.564 |
| 1.8456 | 5.0 | 5000 | 1.7669 | 39.1107 | 15.4127 | 24.3729 | 35.1236 | 226.594 |
Framework versions
- Transformers 4.17.0
- Pytorch 1.9.1
- Datasets 1.18.4
- Tokenizers 0.11.6
- Library
- transformers
- Type
- pegasus
- Created
- Mar 14, 2022
- Updated
- Mar 14, 2022