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distilbert-emotion-classifier
Mary154/distilbert-emotion-classifier
distilbert-emotion-classifier is a text classification model from Mary154. Use it when you need a label for a piece of text. The card lists the license as apache-2.0.
Fine-tuned DistilBERT model for six-way Twitter emotion classification: sadness, joy, love, anger, fear, and surprise.
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At a glance
- Task
- Text Classification
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- May 31, 2026
- Updated
- May 31, 2026
- SHA
- 6a00ad07
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Model card
From the Hugging Face model README
DistilBERT Emotion Classifier
Fine-tuned DistilBERT model for six-way Twitter emotion classification: sadness, joy, love, anger, fear, and surprise.
Validation metrics:
- Accuracy: 0.9370
- Weighted F1: 0.9371
- Macro F1: 0.9113
Test metrics:
- Accuracy: 0.9230
- Weighted F1: 0.9227
- Macro F1: 0.8767
Training setup: 3 epochs, learning rate 2e-5, batch size 64, weight decay 0.01, fp16 training, and best-checkpoint loading by validation weighted F1.
- Task
- Text Classification
- Type
- distilbert
- License
- apache-2.0
- Languages
- en
- Created
- May 31, 2026
- Updated
- May 31, 2026