Knowledge Unlearning on MUSE (Df Set Evaluation)
57.9VerbMem Df PreOriginal model
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Original model2026.04 | 57.9 | — | 64.4 | — | 99.8 | — | |
| SimNPOretain free=false, Time=3066s2026.04 | 56.9 | 57.2 | 62 | 63.3 | 99.9 | 99.9 | |
| NPOretain free=false, Time=3192s2026.04 | 49.6 | 52 | 64.5 | 64.7 | 99.7 | 99.8 | |
| RMUretain free=false, Time=1897s2026.04 | 42.5 | 57.8 | 54.7 | 64.5 | 99.8 | 99.9 | |
| MC-WIN-Uretain free=true, Time=392s2026.04 | 34.7 | 57.3 | 56.4 | 61.6 | 99.6 | 99.8 | |
| GradDiffretain free=false, Time=2928s2026.04 | 26.5 | 51 | 53.8 | 64.7 | 83.9 | 99.6 | |
| GradAscentretain free=true, Time=1117s2026.04 | 25.1 | 57.4 | 58 | 62.7 | 99 | 99.8 | |
| Gold-standard retrained2026.04 | 20.2 | — | 32.8 | — | 4.7 | — |