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crypto-sentiment-distilroberta
sarfras/crypto-sentiment-distilroberta
crypto-sentiment-distilroberta is a text classification model from sarfras. Use it when you need a label for a piece of text. It is set up for transformers.
This fine-tuned DistilRoBERTa model classifies financial/crypto tweets into BEARISH (0), BULLISH (1), or NEUTRAL (2) sentiments. Trained on 9.5k+ Twitter financial news samples with class weighting for imbalance.
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Oct 16, 2025
- Updated
- Oct 16, 2025
- SHA
- 7a0f3a82
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Model card
From the Hugging Face model README
Crypto Sentiment Classifier - DistilRoBERTa
Model Description
This fine-tuned DistilRoBERTa model classifies financial/crypto tweets into BEARISH (0), BULLISH (1), or NEUTRAL (2) sentiments. Trained on 9.5k+ Twitter financial news samples with class weighting for imbalance.
Intended Uses
- Real-time sentiment analysis on crypto tweets.
- Integration into trading bots or dashboards.
Performance
| Metric | Value |
|---|---|
| Eval F1 (weighted) | 0.8811 |
| Accuracy | 0.8790 |
Limitations & Bias
- Heavy Neutral skew may underperform on extreme sentiments.
- Trained on general financial tweets; fine-tune further for pure crypto jargon.
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Created
- Oct 16, 2025
- Updated
- Oct 16, 2025