Toxicity Classification on HX
44.2H.-F1Mistral-v0.3-FS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Mistral-v0.3-FSClassifier=RoBERTa2026.01 | 44.2 | 48.8 | |
| Mistral-v0.3-SGClassifier=RoBERTa2026.01 | 44 | 47.3 | |
| Ideal (Gold Label)Classifier=RoBERTa2026.01 | 42.6 | 49.1 | |
| Mistral-v0.3-ZGClassifier=RoBERTa2026.01 | 41.9 | 46.8 | |
| ToxiGANClassifier=RoBERTa2026.01 | 41.6 | 48.1 | |
| Llama3.2-TCClassifier=RoBERTa2026.01 | 41 | 45.7 | |
| Back-TranslateClassifier=RoBERTa2026.01 | 40.9 | 47 | |
| EDAClassifier=RoBERTa2026.01 | 40.6 | 47.6 | |
| T5-ParaphaseClassifier=RoBERTa2026.01 | 40 | 46.9 | |
| Base (No Aug.)Classifier=RoBERTa2026.01 | 39.6 | 44.4 | |
| GPT4o-TCClassifier=RoBERTa2026.01 | 39.1 | 44.4 | |
| OversamplingClassifier=RoBERTa2026.01 | 39 | 45.1 | |
| Ideal (Gold Labels)Classifier=BERT2026.01 | 37.7 | 43.6 | |
| GPT4.1-TCClassifier=RoBERTa2026.01 | 37.4 | 42.6 | |
| ToxiGANClassifier=BERT2026.01 | 36.9 | 42.8 | |
| Mistral-v0.3-FSClassifier=BERT2026.01 | 36.1 | 43.1 | |
| EDAClassifier=BERT2026.01 | 36 | 42.4 | |
| T5-ParaphaseClassifier=BERT2026.01 | 36 | 40.7 | |
| OversamplingClassifier=BERT2026.01 | 35.1 | 42.3 | |
| Llama3.2-TCClassifier=BERT2026.01 | 34.9 | 40.9 | |
| Back-TranslateClassifier=BERT2026.01 | 34.7 | 41.8 | |
| Base (No Aug.)Classifier=BERT2026.01 | 34.6 | 41.6 | |
| Mistral-v0.3-ZGClassifier=BERT2026.01 | 33.6 | 41.3 | |
| Mistral-v0.3-SGClassifier=BERT2026.01 | 33.3 | 41.6 | |
| GPT4o-TCClassifier=BERT2026.01 | 29.3 | 38.4 | |
| GPT4.1-TCClassifier=BERT2026.01 | 26 | 37 |