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t5-base-news_headlines_3
antonkurylo/t5-base-news_headlines_3
t5-base-news_headlines_3 is a summarization model from antonkurylo. 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
- Jun 2, 2023
- Updated
- Jun 2, 2023
- SHA
- 3f7985f8
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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-base-news_headlines
This model is a fine-tuned version of t5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.3410
- Rouge1: 46.4521
- Rouge2: 24.9007
- Rougel: 42.9424
- Rougelsum: 42.9372
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum |
|---|---|---|---|---|---|---|---|
| 1.998 | 1.0 | 1531 | 1.5026 | 44.212 | 22.1651 | 40.451 | 40.4731 |
| 1.623 | 2.0 | 3062 | 1.3570 | 45.7336 | 23.7265 | 42.0134 | 42.0147 |
| 1.4767 | 3.0 | 4593 | 1.3410 | 46.4521 | 24.9007 | 42.9424 | 42.9372 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Summarization
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Jun 2, 2023
- Updated
- Jun 2, 2023