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mt5-small-finetuned-billsum
eduardorv/mt5-small-finetuned-billsum
mt5-small-finetuned-billsum is a summarization model from eduardorv. 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 7, 2024
- Updated
- Jan 7, 2024
- SHA
- fc6aef0a
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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-billsum
This model is a fine-tuned version of google/mt5-small on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.1086
- Rouge1: 72.606
- Rouge2: 64.3705
- Rougel: 71.2857
- Rougelsum: 71.3956
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 |
|---|---|---|---|---|---|---|---|
| 1.4879 | 1.0 | 124 | 1.3033 | 71.4229 | 61.8019 | 70.0374 | 70.1665 |
| 1.4816 | 2.0 | 248 | 1.2268 | 73.2518 | 64.6915 | 71.8575 | 71.9894 |
| 1.3856 | 3.0 | 372 | 1.1861 | 73.1259 | 64.7309 | 71.7198 | 71.812 |
| 1.2986 | 4.0 | 496 | 1.1576 | 71.8392 | 63.7365 | 70.6684 | 70.7165 |
| 1.2637 | 5.0 | 620 | 1.1425 | 72.5544 | 64.3521 | 71.1831 | 71.3131 |
| 1.2161 | 6.0 | 744 | 1.1173 | 71.9681 | 63.8108 | 70.749 | 70.8831 |
| 1.1976 | 7.0 | 868 | 1.1116 | 72.6794 | 64.6099 | 71.4453 | 71.5871 |
| 1.2013 | 8.0 | 992 | 1.1086 | 72.606 | 64.3705 | 71.2857 | 71.3956 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Summarization
- Library
- transformers
- Type
- mt5
- License
- apache-2.0
- Created
- Jan 7, 2024
- Updated
- Jan 7, 2024