Concept Erasure on NLP Concept Erasure DY ≤ 10pp
0LeakageMANCE++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MANCE++2026.07 | 0 | 35 | |
| MANCE+2026.07 | 0.6 | 30 | |
| MANCE2026.07 | 1.6 | 28 | |
| Obliviator2026.07 | 2.7 | 17 | |
| LEACE+CovMatch2026.07 | 8.9 | 16 | |
| IGBP2026.07 | 9.4 | 4 | |
| AmbCE++2026.07 | 9.8 | 12 | |
| INLP2026.07 | 13.6 | 8 | |
| LEACE2026.07 | 18.6 | 5 |