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Bert-fine-tuned-WiC
rycecorn/Bert-fine-tuned-WiC
Bert-fine-tuned-WiC is a text classification model from rycecorn. 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
- May 1, 2024
- Updated
- May 1, 2024
- SHA
- 1822a7b2
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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-fine-tuned-WiC
This model is a fine-tuned version of bert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.6958
- Accuracy: 0.6881
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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.6164 | 1.0 | 679 | 0.6806 | 0.6865 |
| 0.4214 | 2.0 | 1358 | 1.0573 | 0.6646 |
| 0.2186 | 3.0 | 2037 | 1.3339 | 0.6897 |
| 0.1485 | 4.0 | 2716 | 1.5803 | 0.6881 |
| 0.115 | 5.0 | 3395 | 1.6958 | 0.6881 |
Framework versions
- Transformers 4.39.3
- Pytorch 1.13.0
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- May 1, 2024
- Updated
- May 1, 2024