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deberta-v3-base-finetuned-cola
manyet1k/deberta-v3-base-finetuned-cola
deberta-v3-base-finetuned-cola is a text classification model from manyet1k. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- deberta-v2
- Access
- Public
- Created
- Jul 29, 2023
- Updated
- Jul 29, 2023
- SHA
- 7b300351
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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. -->
deberta-v3-base-finetuned-cola
This model is a fine-tuned version of microsoft/deberta-v3-base on the glue dataset. It achieves the following results on the evaluation set:
- Loss: 0.6510
- Matthews Correlation: 0.6933
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: 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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
|---|---|---|---|---|
| 0.3853 | 1.0 | 535 | 0.3907 | 0.6307 |
| 0.2186 | 2.0 | 1070 | 0.5065 | 0.6603 |
| 0.1481 | 3.0 | 1605 | 0.5638 | 0.6740 |
| 0.1002 | 4.0 | 2140 | 0.6510 | 0.6933 |
| 0.0656 | 5.0 | 2675 | 0.7462 | 0.6877 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.1
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- deberta-v2
- License
- mit
- Created
- Jul 29, 2023
- Updated
- Jul 29, 2023