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deberta-v3-base-finetuned_emotional
Gregorig/deberta-v3-base-finetuned_emotional
deberta-v3-base-finetuned_emotional 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
- 4b499e84
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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_emotional
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: 0.9584
- Accuracy: 0.605
- F1: 0.5937
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 |
|---|---|---|---|---|---|
| 1.2964 | 1.0 | 26 | 1.1782 | 0.45 | 0.3535 |
| 1.1059 | 2.0 | 52 | 1.0207 | 0.505 | 0.4339 |
| 0.9256 | 3.0 | 78 | 0.9845 | 0.57 | 0.5379 |
| 0.8308 | 4.0 | 104 | 0.9633 | 0.595 | 0.5645 |
| 0.7769 | 5.0 | 130 | 0.9584 | 0.605 | 0.5937 |
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