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tinybert_base_train_book_ent_15p_s_init_book_cola
gokulsrinivasagan/tinybert_base_train_book_ent_15p_s_init_book_cola
tinybert_base_train_book_ent_15p_s_init_book_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
- bert
- Access
- Public
- Created
- Jun 17, 2025
- Updated
- Jun 17, 2025
- SHA
- b3907e7d
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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_base_train_book_ent_15p_s_init_book_cola
This model is a fine-tuned version of gokulsrinivasagan/tinybert_base_train_book_ent_15p_s_init_book on the GLUE COLA dataset. It achieves the following results on the evaluation set:
- Loss: 0.5788
- Matthews Correlation: 0.1742
- Accuracy: 0.7018
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 |
|---|---|---|---|---|---|
| 0.6062 | 1.0 | 34 | 0.5959 | 0.0464 | 0.6922 |
| 0.5592 | 2.0 | 68 | 0.5788 | 0.1742 | 0.7018 |
| 0.4854 | 3.0 | 102 | 0.5999 | 0.2699 | 0.7267 |
| 0.4222 | 4.0 | 136 | 0.6377 | 0.2809 | 0.7267 |
| 0.3559 | 5.0 | 170 | 0.6354 | 0.3327 | 0.7383 |
| 0.3018 | 6.0 | 204 | 0.7614 | 0.3084 | 0.7363 |
| 0.2575 | 7.0 | 238 | 0.8172 | 0.3191 | 0.7392 |
Framework versions
- Transformers 4.51.2
- Pytorch 2.6.0+cu126
- Datasets 3.5.0
- Tokenizers 0.21.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Languages
- en
- Created
- Jun 17, 2025
- Updated
- Jun 17, 2025