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debertav3-finetuned-answer-polarity-2e6-newdata
GCopoulos/debertav3-finetuned-answer-polarity-2e6-newdata
debertav3-finetuned-answer-polarity-2e6-newdata is a text classification model from GCopoulos. 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
- Jun 6, 2023
- Updated
- Jun 6, 2023
- SHA
- ad8d0108
Try a prompt
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. -->
debertav3-finetuned-answer-polarity-2e6-newdata
This model is a fine-tuned version of microsoft/deberta-base on the glue dataset. It achieves the following results on the evaluation set:
- Loss: 0.4009
- F1: 0.8527
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-06
- 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: 6
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| No log | 1.0 | 221 | 1.1820 | 0.2111 |
| 1.1195 | 2.0 | 442 | 0.7073 | 0.7068 |
| 0.4953 | 3.0 | 663 | 0.5068 | 0.8311 |
| 0.4953 | 4.0 | 884 | 0.4326 | 0.8498 |
| 0.2767 | 5.0 | 1105 | 0.4155 | 0.8553 |
| 0.2147 | 6.0 | 1326 | 0.4009 | 0.8527 |
Framework versions
- Transformers 4.29.2
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- deberta
- License
- mit
- Created
- Jun 6, 2023
- Updated
- Jun 6, 2023