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deberta-base-DIALOCONAN-CLS
xoyeop/deberta-base-DIALOCONAN-CLS
deberta-base-DIALOCONAN-CLS is a text classification model from xoyeop. 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
- Access
- Public
- Created
- Jul 17, 2023
- Updated
- Jul 17, 2023
- SHA
- 9c3dac4f
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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-base-DIALOCONAN-CLS
This model is a fine-tuned version of microsoft/deberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3385
- Precision: 0.7103
- Recall: 0.7125
- F1: 0.7113
- Accuracy: 0.9472
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: 3e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.3683 | 1.0 | 2500 | 0.3859 | 0.6871 | 0.6830 | 0.6831 | 0.9094 |
| 0.2269 | 2.0 | 5000 | 0.3091 | 0.7083 | 0.7101 | 0.7090 | 0.9439 |
| 0.1006 | 3.0 | 7500 | 0.3385 | 0.7103 | 0.7125 | 0.7113 | 0.9472 |
Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu118
- Datasets 2.13.1
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- deberta
- License
- mit
- Created
- Jul 17, 2023
- Updated
- Jul 17, 2023