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mt5-small-finetuned-xlsum-en-zh
greyfoss/mt5-small-finetuned-xlsum-en-zh
mt5-small-finetuned-xlsum-en-zh is a summarization model from greyfoss. 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
- Nov 24, 2023
- Updated
- Nov 24, 2023
- SHA
- 796b2feb
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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-finetuned-xlsum-en-zh
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: 3.2988
- Rouge1: 12.7272
- Rouge2: 2.4338
- Rougel: 10.5647
- Rougelsum: 10.5889
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 |
|---|---|---|---|---|---|---|---|
| 6.215 | 1.0 | 1000 | 3.5021 | 10.9361 | 1.9845 | 9.1348 | 9.0929 |
| 4.6051 | 2.0 | 2000 | 3.4190 | 11.6653 | 2.0884 | 9.6847 | 9.7251 |
| 4.3735 | 3.0 | 3000 | 3.3685 | 12.1941 | 2.2109 | 10.2818 | 10.237 |
| 4.2439 | 4.0 | 4000 | 3.3417 | 12.6308 | 2.4293 | 10.5036 | 10.5079 |
| 4.1552 | 5.0 | 5000 | 3.3148 | 12.5122 | 2.2873 | 10.3496 | 10.3545 |
| 4.0853 | 6.0 | 6000 | 3.3112 | 12.6426 | 2.3154 | 10.5514 | 10.5622 |
| 4.0508 | 7.0 | 7000 | 3.3048 | 12.843 | 2.3893 | 10.7232 | 10.7357 |
| 4.0293 | 8.0 | 8000 | 3.2988 | 12.7272 | 2.4338 | 10.5647 | 10.5889 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Summarization
- Library
- transformers
- Type
- mt5
- License
- apache-2.0
- Created
- Nov 24, 2023
- Updated
- Nov 24, 2023