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mt5-small-multinews
rinkorn/mt5-small-multinews
mt5-small-multinews is a summarization model from rinkorn. 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
- mt5
- Access
- Public
- Created
- Jan 31, 2024
- Updated
- Feb 1, 2024
- SHA
- c554f0f7
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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. -->
mt5-small-multinews
This model is a fine-tuned version of google/mt5-small on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.6760
- Rouge1: 12.0734
- Rouge2: 4.3967
- Rougel: 10.3798
- Rougelsum: 11.183
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 |
|---|---|---|---|---|---|---|---|
| 4.0379 | 1.0 | 1875 | 2.8647 | 11.7472 | 3.9041 | 10.0104 | 10.9935 |
| 3.1006 | 2.0 | 3750 | 2.7921 | 11.9174 | 4.1568 | 10.1817 | 11.1292 |
| 2.9625 | 3.0 | 5625 | 2.7340 | 11.8991 | 4.2439 | 10.2099 | 11.0833 |
| 2.8808 | 4.0 | 7500 | 2.7087 | 12.2156 | 4.3539 | 10.4789 | 11.3807 |
| 2.8298 | 5.0 | 9375 | 2.6980 | 12.0815 | 4.391 | 10.3708 | 11.2082 |
| 2.7949 | 6.0 | 11250 | 2.6671 | 12.1477 | 4.4187 | 10.4061 | 11.2805 |
| 2.7709 | 7.0 | 13125 | 2.6780 | 12.216 | 4.4787 | 10.4787 | 11.3018 |
| 2.7609 | 8.0 | 15000 | 2.6760 | 12.0734 | 4.3967 | 10.3798 | 11.183 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.1+cu121
- Datasets 2.16.0
- Tokenizers 0.15.0
- Task
- Summarization
- Library
- transformers
- Type
- mt5
- License
- apache-2.0
- Created
- Jan 31, 2024
- Updated
- Feb 1, 2024