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t5-small-finetuned-BBCNews
RMWeerasinghe/t5-small-finetuned-BBCNews
t5-small-finetuned-BBCNews is a summarization model from RMWeerasinghe. 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
- Feb 2, 2024
- Updated
- Feb 9, 2024
- SHA
- 20fbd492
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Base models
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-small-finetuned-BBCNews
This model is a fine-tuned version of google-t5/t5-small on the BBC News Articles dataset. It achieves the following results on the evaluation set:
- Loss: 0.7321
- Rouge1: 0.1672
- Rouge2: 0.1387
- Rougel: 0.1605
- Rougelsum: 0.1622
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: 5
- eval_batch_size: 5
- 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 |
|---|---|---|---|---|---|---|---|
| 1.0538 | 1.0 | 344 | 0.7877 | 0.156 | 0.1219 | 0.1472 | 0.1492 |
| 0.7611 | 2.0 | 688 | 0.7479 | 0.1641 | 0.1333 | 0.1565 | 0.1577 |
| 0.7189 | 3.0 | 1032 | 0.7400 | 0.1659 | 0.1365 | 0.1589 | 0.1606 |
| 0.7021 | 4.0 | 1376 | 0.7370 | 0.1671 | 0.138 | 0.1603 | 0.1618 |
| 0.6976 | 5.0 | 1720 | 0.7321 | 0.1672 | 0.1387 | 0.1605 | 0.1622 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.1
- Task
- Summarization
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Languages
- en
- Created
- Feb 2, 2024
- Updated
- Feb 9, 2024