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distilbert-base-uncased-finetuned-emotion
ale-dp/distilbert-base-uncased-finetuned-emotion
distilbert-base-uncased-finetuned-emotion is a text classification model from ale-dp. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Feb 23, 2024
- Updated
- Feb 24, 2024
- SHA
- e4c6d254
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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. -->
distilbert-base-uncased-finetuned-emotion
This model is a fine-tuned variant of distilbert-base-uncased using the emotion dataset. The evaluation results demonstrate its performance:
- Loss: 0.1595
- Accuracy: 93.35%
- F1 Score: 93.35%
Hyperparameters
- learning_rate: 2e-05
- train_batch_size: 64
- eval_batch_size: 64
- seed: 42
- lr_scheduler_type: linear
- num_epochs: 2
Training results
| Epoch | Training Loss | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|
| 1 | 0.1703 | 0.1709 | 0.9355 | 0.9361 |
| 2 | 0.1115 | 0.1595 | 0.9335 | 0.9335 |
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Languages
- en
- Created
- Feb 23, 2024
- Updated
- Feb 24, 2024