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t5-large-finetuned-amazon-test_2
NICFRU/t5-large-finetuned-amazon-test_2
t5-large-finetuned-amazon-test_2 is a summarization model from NICFRU. Use it when you need a shorter version of a longer text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Summarization
- Library
- transformers
- License
- apache-2.0
- Model type
- t5
- Access
- Public
- Created
- May 31, 2023
- Updated
- May 31, 2023
- SHA
- aefae4d1
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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. -->
t5-large-finetuned-amazon-test_2
This model is a fine-tuned version of t5-large on the amazon_reviews_multi dataset. It achieves the following results on the evaluation set:
- Loss: 3.3001
- Rouge1: 15.7824
- Rouge2: 5.363
- Rougel: 15.6395
- Rougelsum: 15.4975
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: 5.6e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 8
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum |
|---|---|---|---|---|---|---|---|
| 1.7536 | 1.0 | 1314 | 2.6889 | 15.4715 | 7.1041 | 15.012 | 15.0539 |
| 1.9856 | 2.0 | 2628 | 2.5947 | 15.5517 | 7.607 | 15.2437 | 15.1322 |
| 1.7233 | 3.0 | 3942 | 2.7304 | 16.8701 | 7.3701 | 16.6526 | 16.4333 |
| 1.5162 | 4.0 | 5256 | 2.8605 | 16.278 | 6.2082 | 16.114 | 16.0542 |
| 1.3537 | 5.0 | 6570 | 2.9747 | 15.8483 | 5.8158 | 15.5124 | 15.4393 |
| 1.2302 | 6.0 | 7884 | 3.1345 | 15.6894 | 5.516 | 15.5049 | 15.2841 |
| 1.141 | 7.0 | 9198 | 3.2224 | 15.7304 | 6.131 | 15.7835 | 15.5706 |
| 1.0733 | 8.0 | 10512 | 3.3001 | 15.7824 | 5.363 | 15.6395 | 15.4975 |
Framework versions
- Transformers 4.29.2
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Summarization
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- May 31, 2023
- Updated
- May 31, 2023