Label Correction on Yahoo! Answer
35.9Error RateCANOLA
Evaluation results
| Method | Links | |
|---|---|---|
| CANOLALabeling technique=LLM2026.06 | 35.9 | |
| OriginalLabeling technique=LLM2026.06 | 40 | |
| SELCLabeling technique=LLM2026.06 | 40.4 | |
| SiDyPLabeling technique=LLM2026.06 | 41.2 | |
| CANOLALabeling technique=Superv.2026.06 | 42 | |
| CANOLALabeling technique=Semi-Superv.2026.06 | 42.1 | |
| SiDyPLabeling technique=Superv.2026.06 | 45.1 | |
| SELCLabeling technique=Superv.2026.06 | 45.6 | |
| OriginalLabeling technique=Superv.2026.06 | 47.1 | |
| Docta-RLabeling technique=LLM2026.06 | 48.3 | |
| Docta-VLabeling technique=LLM2026.06 | 48.4 | |
| Docta-RLabeling technique=Superv.2026.06 | 48.4 | |
| Docta-VLabeling technique=Superv.2026.06 | 48.5 | |
| SELCLabeling technique=Semi-Superv.2026.06 | 49.3 | |
| SiDyPLabeling technique=Semi-Superv.2026.06 | 49.6 | |
| Docta-RLabeling technique=Semi-Superv.2026.06 | 52.2 | |
| Docta-VLabeling technique=Semi-Superv.2026.06 | 52.3 | |
| OriginalLabeling technique=Semi-Superv.2026.06 | 55.9 | |
| CANOLALabeling technique=Weak-Superv.2026.06 | 68 | |
| SiDyPLabeling technique=Weak-Superv.2026.06 | 72.8 | |
| Docta-VLabeling technique=Weak-Superv.2026.06 | 73.9 | |
| Docta-RLabeling technique=Weak-Superv.2026.06 | 74 | |
| SELCLabeling technique=Weak-Superv.2026.06 | 77.9 | |
| OriginalLabeling technique=Weak-Superv.2026.06 | 78.3 |