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t5-summarization-v2
JohnDoe70/t5-summarization-v2
t5-summarization-v2 is a summarization model from JohnDoe70. 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
- Apr 29, 2024
- Updated
- May 1, 2024
- SHA
- 0015bd6a
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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. -->
t5-base-question-answer-summarization
This model is a fine-tuned version of google-t5/t5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1424
- Rouge1: 85.4974
- Rouge2: 77.0571
- Rougel: 82.4125
- Rougelsum: 82.4757
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 |
|---|---|---|---|---|---|---|---|
| 0.3381 | 1.0 | 526 | 0.1310 | 85.4136 | 77.2307 | 82.5493 | 82.5887 |
| 0.1221 | 2.0 | 1052 | 0.1291 | 85.5109 | 77.3495 | 82.5035 | 82.5448 |
| 0.1008 | 3.0 | 1578 | 0.1293 | 85.7918 | 77.3841 | 82.5218 | 82.5855 |
| 0.0861 | 4.0 | 2104 | 0.1312 | 85.8164 | 77.5711 | 82.5025 | 82.5955 |
| 0.075 | 5.0 | 2630 | 0.1358 | 85.769 | 77.3766 | 82.6532 | 82.691 |
| 0.069 | 6.0 | 3156 | 0.1361 | 85.417 | 76.9087 | 82.397 | 82.4857 |
| 0.0625 | 7.0 | 3682 | 0.1404 | 85.5539 | 77.0784 | 82.4147 | 82.445 |
| 0.0595 | 8.0 | 4208 | 0.1424 | 85.4974 | 77.0571 | 82.4125 | 82.4757 |
Framework versions
- Transformers 4.40.0
- Pytorch 2.2.1+cu121
- Datasets 2.19.0
- Tokenizers 0.19.1
- Task
- Summarization
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Apr 29, 2024
- Updated
- May 1, 2024