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distilroberta_science_multiple_choice
irfanamal/distilroberta_science_multiple_choice
distilroberta_science_multiple_choice is a multiple choice model from irfanamal. Use it for the multiple choice 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
- Task
- multiple choice
- Library
- transformers
- License
- apache-2.0
- Model type
- roberta
- Access
- Public
- Created
- Aug 18, 2023
- Updated
- Aug 23, 2023
- SHA
- 43299cd5
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. -->
distilroberta_science_multiple_choice
This model is a fine-tuned version of irfanamal/distilroberta_multiple_choice on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.1923
- Accuracy: 0.45
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-06
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 1.2589 | 1.0 | 12 | 1.1957 | 0.55 |
| 1.2856 | 2.0 | 24 | 1.1913 | 0.45 |
| 1.2456 | 3.0 | 36 | 1.1908 | 0.5 |
| 1.1753 | 4.0 | 48 | 1.1888 | 0.45 |
| 1.0941 | 5.0 | 60 | 1.1850 | 0.45 |
| 1.0795 | 6.0 | 72 | 1.1764 | 0.45 |
| 1.0242 | 7.0 | 84 | 1.1655 | 0.45 |
| 0.9576 | 8.0 | 96 | 1.1558 | 0.45 |
| 0.9271 | 9.0 | 108 | 1.1604 | 0.45 |
| 0.9047 | 10.0 | 120 | 1.1748 | 0.45 |
| 0.9025 | 11.0 | 132 | 1.1783 | 0.45 |
| 0.782 | 12.0 | 144 | 1.1787 | 0.45 |
| 0.8003 | 13.0 | 156 | 1.1923 | 0.45 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu117
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- multiple choice
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Aug 18, 2023
- Updated
- Aug 23, 2023