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mt5-base-finetuned-sumeczech
tranv/mt5-base-finetuned-sumeczech
mt5-base-finetuned-sumeczech is a summarization model from tranv. 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 12, 2023
- Updated
- Nov 22, 2023
- SHA
- 06feab26
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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-base-finetuned-sumeczech
This model is a fine-tuned version of google/mt5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.9291
- Rouge1: 15.9842
- Rouge2: 5.0275
- Rougel: 12.6308
- Rougelsum: 14.0073
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: 0.001
- 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 |
|---|---|---|---|---|---|---|---|
| 2.6446 | 1.0 | 108450 | 2.4043 | 13.4797 | 3.1596 | 10.6012 | 11.798 |
| 2.3864 | 2.0 | 216900 | 2.3327 | 13.955 | 3.387 | 10.9208 | 12.165 |
| 2.3381 | 3.0 | 325350 | 2.2699 | 14.2671 | 3.5872 | 11.1539 | 12.4443 |
| 2.2583 | 4.0 | 433800 | 2.2085 | 14.5162 | 3.9249 | 11.4167 | 12.697 |
| 2.178 | 5.0 | 542250 | 2.1429 | 14.8376 | 4.1524 | 11.6426 | 12.9856 |
| 2.0847 | 6.0 | 650700 | 2.0678 | 15.0717 | 4.3497 | 11.8584 | 13.1779 |
| 1.9676 | 7.0 | 759150 | 1.9866 | 15.7074 | 4.7106 | 12.3935 | 13.7652 |
| 1.8196 | 8.0 | 867600 | 1.9291 | 15.9842 | 5.0275 | 12.6308 | 14.0073 |
Framework versions
- Transformers 4.34.1
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Summarization
- Library
- transformers
- Type
- mt5
- License
- apache-2.0
- Created
- Nov 12, 2023
- Updated
- Nov 22, 2023