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t5-base-abstract-to-plain-language-1
afnanmmir/t5-base-abstract-to-plain-language-1
t5-base-abstract-to-plain-language-1 is a machine learning model from afnanmmir. 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 13, 2023
- Updated
- Apr 14, 2023
- SHA
- c9875470
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-abstract-to-plain-language-1
This model is a fine-tuned version of t5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.9194
- Rouge1: 0.0928
- Rouge2: 0.0224
- Rougel: 0.0722
- Rougelsum: 0.0722
- 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: 2e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 2.6008 | 0.77 | 5000 | 2.4356 | 0.0864 | 0.0263 | 0.0703 | 0.0702 | 19.0 |
| 2.5506 | 1.53 | 10000 | 2.3945 | 0.0868 | 0.0262 | 0.0703 | 0.0702 | 19.0 |
| 3.2154 | 2.3 | 15000 | 2.9194 | 0.0928 | 0.0224 | 0.0722 | 0.0722 | 19.0 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.0+cu118
- Datasets 2.11.0
- Tokenizers 0.13.3
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Apr 13, 2023
- Updated
- Apr 14, 2023