Label Correction on AGNews
6.78Error RateRelabeler
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RelabelerNoise rate (%)=202026.06 | 6.78 | 77.41 | |
| CANOLALabeling technique=Semi-Superv.2026.06 | 10.7 | — | |
| CANOLALabeling technique=Superv.2026.06 | 10.8 | — | |
| Docta-VNoise rate (%)=202026.06 | 11.31 | 64.72 | |
| Docta-RNoise rate (%)=202026.06 | 11.33 | 73.15 | |
| Docta-VLabeling technique=Superv.2026.06 | 11.6 | — | |
| Docta-RLabeling technique=Superv.2026.06 | 11.6 | — | |
| SELCLabeling technique=Superv.2026.06 | 12 | — | |
| OriginalLabeling technique=Superv.2026.06 | 12.3 | — | |
| SiDyPLabeling technique=Semi-Superv.2026.06 | 12.3 | — | |
| SiDyPLabeling technique=Superv.2026.06 | 12.6 | — | |
| Docta-VLabeling technique=Semi-Superv.2026.06 | 12.8 | — | |
| Docta-RLabeling technique=Semi-Superv.2026.06 | 12.8 | — | |
| RelabelerNoise rate (%)=402026.06 | 14 | 89.47 | |
| SELCLabeling technique=Semi-Superv.2026.06 | 15.3 | — | |
| OriginalLabeling technique=Semi-Superv.2026.06 | 16 | — | |
| CANOLALabeling technique=LLM2026.06 | 16.3 | — | |
| CANOLALabeling technique=Weak-Superv.2026.06 | 16.4 | — | |
| OriginalLabeling technique=LLM2026.06 | 19 | — | |
| SELCLabeling technique=LLM2026.06 | 19 | — | |
| Docta-RLabeling technique=LLM2026.06 | 21.9 | — | |
| Docta-VLabeling technique=LLM2026.06 | 22.1 | — | |
| Docta-RNoise rate (%)=402026.06 | 29.73 | 61.43 | |
| SiDyPLabeling technique=Weak-Superv.2026.06 | 29.8 | — | |
| SiDyPLabeling technique=LLM2026.06 | 29.9 | — | |
| Docta-VNoise rate (%)=402026.06 | 31.6 | 56.7 | |
| Docta-RLabeling technique=Weak-Superv.2026.06 | 33.1 | — | |
| Docta-VLabeling technique=Weak-Superv.2026.06 | 33.6 | — | |
| SELCLabeling technique=Weak-Superv.2026.06 | 34.5 | — | |
| OriginalLabeling technique=Weak-Superv.2026.06 | 44.1 | — |