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flan-t5-base-samsum
Charinet/flan-t5-base-samsum
flan-t5-base-samsum is a machine learning model from Charinet. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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
- Library
- transformers
- License
- apache-2.0
- Model type
- t5
- Access
- Public
- Created
- Mar 4, 2023
- Updated
- Mar 4, 2023
- SHA
- 57191f2e
Datasets
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. -->
flan-t5-base-samsum
This model is a fine-tuned version of google/flan-t5-base on the samsum dataset. It achieves the following results on the evaluation set:
- Loss: 1.3716
- Rouge1: 47.2663
- Rouge2: 23.5327
- Rougel: 39.6491
- Rougelsum: 43.3169
- Gen Len: 17.3907
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: 5e-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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 1.4379 | 1.0 | 1842 | 1.3805 | 47.1438 | 23.6153 | 39.6699 | 43.5505 | 17.1197 |
| 1.3559 | 2.0 | 3684 | 1.3716 | 47.2663 | 23.5327 | 39.6491 | 43.3169 | 17.3907 |
| 1.2783 | 3.0 | 5526 | 1.3721 | 47.4896 | 23.7684 | 39.7733 | 43.4494 | 17.1832 |
| 1.2378 | 4.0 | 7368 | 1.3757 | 47.9122 | 24.0531 | 40.2225 | 43.996 | 17.3053 |
| 1.1983 | 5.0 | 9210 | 1.3751 | 47.8507 | 24.0061 | 40.231 | 43.8698 | 17.3040 |
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Mar 4, 2023
- Updated
- Mar 4, 2023