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flan-t5-base-samsum
hpn00689/flan-t5-base-samsum
flan-t5-base-samsum is a machine learning model from hpn00689. 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
- Aug 25, 2023
- Updated
- Aug 25, 2023
- SHA
- e76da4b6
Base models
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: 1.3808
- Rouge1: 48.3584
- Rouge2: 25.2355
- Rougel: 41.0959
- Rougelsum: 44.8827
- Gen Len: 17.3496
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 |
|---|---|---|---|---|---|---|---|---|
| 1.4515 | 1.0 | 1842 | 1.3930 | 47.8577 | 24.5602 | 40.427 | 44.374 | 17.4487 |
| 1.346 | 2.0 | 3684 | 1.3809 | 48.1527 | 24.809 | 40.8549 | 44.5684 | 17.4633 |
| 1.2806 | 3.0 | 5526 | 1.3817 | 48.2629 | 25.0493 | 40.952 | 44.6847 | 17.3704 |
| 1.2414 | 4.0 | 7368 | 1.3799 | 48.2785 | 25.1137 | 41.1032 | 44.7977 | 17.3778 |
| 1.2081 | 5.0 | 9210 | 1.3808 | 48.3584 | 25.2355 | 41.0959 | 44.8827 | 17.3496 |
Framework versions
- Transformers 4.32.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Aug 25, 2023
- Updated
- Aug 25, 2023