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deberta-v3-base-finetuned-sentiment
Gregorig/deberta-v3-base-finetuned-sentiment
deberta-v3-base-finetuned-sentiment is a text classification model from Gregorig. 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
- Jun 10, 2024
- Updated
- Jun 10, 2024
- SHA
- b0b2f719
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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. -->
deberta-v3-base-finetuned-sentiment
This model is a fine-tuned version of microsoft/deberta-v3-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4728
- Accuracy: 0.79
- F1: 0.7533
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: 64
- eval_batch_size: 64
- 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 | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.958 | 1.0 | 26 | 0.7961 | 0.74 | 0.6589 |
| 0.5425 | 2.0 | 52 | 0.5735 | 0.74 | 0.6687 |
| 0.3662 | 3.0 | 78 | 0.4963 | 0.75 | 0.6765 |
| 0.3065 | 4.0 | 104 | 0.4564 | 0.815 | 0.7677 |
| 0.2914 | 5.0 | 130 | 0.4728 | 0.79 | 0.7533 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- deberta-v2
- License
- mit
- Created
- Jun 10, 2024
- Updated
- Jun 10, 2024