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bert-uncertainty-classifier_teacher
sdornala/bert-uncertainty-classifier_teacher
bert-uncertainty-classifier_teacher is a text classification model from sdornala. 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
- Mar 18, 2025
- Updated
- Mar 18, 2025
- SHA
- 91b3cced
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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. -->
bert-uncertainty-classifier_teacher
This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3120
- Accuracy: 0.868
- Auc: 0.901
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: 0.0002
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Use OptimizerNames.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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
|---|---|---|---|---|---|
| 0.3466 | 1.0 | 689 | 0.3339 | 0.856 | 0.891 |
| 0.3445 | 2.0 | 1378 | 0.3239 | 0.862 | 0.892 |
| 0.3432 | 3.0 | 2067 | 0.3350 | 0.85 | 0.898 |
| 0.3393 | 4.0 | 2756 | 0.3215 | 0.863 | 0.9 |
| 0.3418 | 5.0 | 3445 | 0.3223 | 0.862 | 0.897 |
| 0.3424 | 6.0 | 4134 | 0.3160 | 0.862 | 0.901 |
| 0.3373 | 7.0 | 4823 | 0.3140 | 0.866 | 0.901 |
| 0.3372 | 8.0 | 5512 | 0.3161 | 0.866 | 0.902 |
| 0.3366 | 9.0 | 6201 | 0.3155 | 0.865 | 0.901 |
| 0.3343 | 10.0 | 6890 | 0.3120 | 0.868 | 0.901 |
Framework versions
- Transformers 4.49.0
- Pytorch 2.6.0+cu124
- Datasets 3.4.1
- Tokenizers 0.21.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Mar 18, 2025
- Updated
- Mar 18, 2025