Machine Unlearning on MUSE-Book Harry Potter
36.9ForgetGA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GATraining objective=Obj1 only2026.04 | 36.9 | 85 | -29.33 | |
| Base Model2026.04 | 32.1 | 84.3 | 0 | |
| SimNPOTraining objective=Obj1 only2026.04 | 21.4 | 43.1 | -30.48 | |
| MOLLM2026.04 | 19.9 | 83.6 | 12.92 | |
| NGDiff2026.04 | 13.6 | 83.3 | 50.52 | |
| Ensemble Teacher (ET)2026.04 | 6.2 | 60.9 | 28.52 | |
| DUETTeacher model integration=Ensemble Teacher2026.04 | 3.2 | 71.3 | 5.52 | |
| MULE2026.04 | 2.7 | 78.1 | 80.82 | |
| Upper Bound2026.04 | 2.1 | 80.1 | 90.72 | |
| FLATTraining objective=Obj1 only2026.04 | 0.7 | 58.3 | 20.44 | |
| SFT2026.04 | 0.3 | 49.6 | 48.92 |