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flan-t5-base-eLife
Veera007/flan-t5-base-eLife
flan-t5-base-eLife is a machine learning model from Veera007. 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
- Apr 26, 2024
- Updated
- Apr 26, 2024
- SHA
- a1323695
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. -->
flan-t5-base-eLife
This model is a fine-tuned version of google/flan-t5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.0533
- Rouge1: 16.8601
- Rouge2: 3.5043
- Rougel: 13.0262
- Rougelsum: 15.2504
- Gen Len: 19.0
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 |
|---|---|---|---|---|---|---|---|---|
| 2.6071 | 1.0 | 544 | 2.2323 | 16.7606 | 3.2667 | 12.9074 | 15.1681 | 19.0 |
| 2.438 | 2.0 | 1088 | 2.1395 | 16.9106 | 3.3542 | 13.0126 | 15.3345 | 19.0 |
| 2.3649 | 3.0 | 1632 | 2.0900 | 16.9637 | 3.5315 | 13.0919 | 15.3446 | 19.0 |
| 2.3264 | 4.0 | 2176 | 2.0624 | 16.8183 | 3.4983 | 13.0296 | 15.226 | 19.0 |
| 2.292 | 5.0 | 2720 | 2.0533 | 16.8601 | 3.5043 | 13.0262 | 15.2504 | 19.0 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.1.2
- Datasets 2.19.0
- Tokenizers 0.19.1
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Apr 26, 2024
- Updated
- Apr 26, 2024