Classification on 136 CRF tasks (test)
60.3Macro F1DECSELFMASK-Qwen3-8B-CH
Evaluation results
| Method | Links | |
|---|---|---|
| DECSELFMASK-Qwen3-8B-CHBackbone=Qwen3-8B, Head=CH, Masking Strategy=Relevance attribution2026.06 | 60.3 | |
| Qwen3-8BAdaptation Strategy=random mask + CH2026.06 | 56.4 | |
| Qwen3-8BAdaptation Strategy=CPT + CH2026.06 | 54 | |
| Qwen3-8BAdaptation Strategy=synthetic SFT2026.06 | 47.8 | |
| ModernBERT2026.06 | 44.1 | |
| BERT-Italian2026.06 | 38.2 | |
| BERT2026.06 | 36.8 | |
| multilingual-BERT2026.06 | 34.2 | |
| ClinicalBERT2026.06 | 34.1 | |
| Qwen3-8BAdaptation Strategy=CPT + SFT2026.06 | 33.5 | |
| Qwen3-8BAdaptation Strategy=SFT2026.06 | 32.5 | |
| Qwen3-8BAdaptation Strategy=CH2026.06 | 32.5 | |
| Qwen3-8BAdaptation Strategy=2-shot2026.06 | 30.7 | |
| Qwen3-8BAdaptation Strategy=random mask + SFT2026.06 | 30.4 | |
| Qwen3-8BAdaptation Strategy=0-shot2026.06 | 27.7 |