Concept Unlearning on Nudity
78.66ASR (ESD)Ring-A-Bell
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ring-A-Bell2026.03 | 78.66 | 18.86 | 65.33 | 18.96 | 2.33 | 10.5 | 93.33 | 19.12 | 11.33 | 12.14 | 100 | 19.58 | 58.55 | 16.52 | |
| REFORGE2026.03 | 65.33 | 25.83 | 69.33 | 26.15 | 62.66 | 22.33 | 89.33 | 24.46 | 14.66 | 17.95 | 98 | 26.46 | 66.55 | 24.19 | |
| MMA2026.03 | 32.66 | 24.39 | 65.33 | 23.49 | 1.33 | 19.4 | 77.33 | 24.67 | 20 | 17.9 | 96.66 | 25.11 | 48.88 | 22.49 | |
| Text2026.03 | 32 | 24.62 | 54.66 | 25.22 | 4.66 | 19.89 | 76 | 26.06 | 24 | 19.34 | 94.66 | 26.16 | 47.66 | 23.55 | |
| SneakyPrompt2026.03 | 21.33 | 21.9 | 32.66 | 22.68 | 1.33 | 21.3 | 52.66 | 23.86 | 13.33 | 18.82 | 76 | 23.59 | 32.88 | 22.02 |