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tinybert_train_book_ent_15p_cola
gokulsrinivasagan/tinybert_train_book_ent_15p_cola
tinybert_train_book_ent_15p_cola is a text classification model from gokulsrinivasagan. Use it when you need a label for a piece of text. 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
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Apr 8, 2025
- Updated
- Apr 8, 2025
- SHA
- 31442196
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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. -->
tinybert_train_book_ent_15p_cola
This model is a fine-tuned version of gokulsrinivasagan/tinybert_train_book_ent_15p on the GLUE COLA dataset. It achieves the following results on the evaluation set:
- Loss: 0.6150
- Matthews Correlation: 0.0584
- Accuracy: 0.6874
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: 256
- eval_batch_size: 256
- seed: 10
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation | Accuracy |
|---|---|---|---|---|---|
| 0.614 | 1.0 | 34 | 0.6174 | 0.0 | 0.6913 |
| 0.6059 | 2.0 | 68 | 0.6166 | 0.0 | 0.6913 |
| 0.5899 | 3.0 | 102 | 0.6150 | 0.0584 | 0.6874 |
| 0.5635 | 4.0 | 136 | 0.6511 | 0.0376 | 0.6855 |
| 0.5165 | 5.0 | 170 | 0.6492 | 0.0928 | 0.6520 |
| 0.4734 | 6.0 | 204 | 0.6968 | 0.0858 | 0.6500 |
| 0.4402 | 7.0 | 238 | 0.7428 | 0.0720 | 0.6510 |
| 0.4064 | 8.0 | 272 | 0.7450 | 0.0845 | 0.6146 |
Framework versions
- Transformers 4.46.3
- Pytorch 2.2.1+cu118
- Datasets 3.1.0
- Tokenizers 0.20.3
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Languages
- en
- Created
- Apr 8, 2025
- Updated
- Apr 8, 2025