Neighbor Domain Knowledge Preservation on MUSE-Book Harry Potter
58.5Retain AccuracyMULE
Evaluation results
| Method | Links | |
|---|---|---|
| MULE2026.04 | 58.5 | |
| Upper Bound2026.04 | 58.5 | |
| SimNPOTraining objective=Obj1 only2026.04 | 57.7 | |
| MOLLM2026.04 | 57.4 | |
| Base Model2026.04 | 57.28 | |
| GATraining objective=Obj1 only2026.04 | 55.9 | |
| SFT2026.04 | 50.7 | |
| FLATTraining objective=Obj1 only2026.04 | 42.7 | |
| NGDiff2026.04 | 37.7 | |
| Ensemble Teacher (ET)2026.04 | 26.8 | |
| DUETTeacher model integration=Ensemble Teacher2026.04 | 26.8 |