Knowledge Unlearning on 16-task Sequential Unlearning Forgotten Data Last
41.01Context-aware Refusal Rate (CRR)LwF
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LwF2026.03 | 41.01 | 33.13 | 49.1 | 60.21 | 12.72 | — | — | — | — | |
| MoEAdapter2026.03 | 50.21 | 47.77 | — | — | — | 86.54 | 28.08 | 52.83 | 38.74 | |
| EWC2026.03 | 51.01 | 35.38 | 45.56 | 56.53 | 9.6 | — | — | — | — | |
| MoEAdapter2026.03 | 52.82 | 31.98 | 45.35 | 55.87 | 6.99 | — | — | — | — | |
| GMM2026.03 | 56.83 | 37.43 | 44.04 | 55.38 | 8.75 | — | — | — | — | |
| SCRUB2026.03 | 57.69 | 36.95 | 43.99 | 55.2 | 8.66 | — | — | — | — | |
| LwF2026.03 | 59.03 | 33.18 | — | — | — | 85.45 | 42.52 | 53.11 | 41.26 | |
| EProj2026.03 | 59.87 | 26.08 | 46.51 | 56.75 | 9.25 | — | — | — | — | |
| SCRUB2026.03 | 61.32 | 37.4 | — | — | — | 44.43 | 1.9 | 40.73 | 36.24 | |
| EProj2026.03 | 61.47 | 36.66 | — | — | — | 54.12 | 12.11 | 44.31 | 43.34 | |
| GMM2026.03 | 61.58 | 37.87 | — | — | — | 42.57 | 1.31 | 40.31 | 36.25 | |
| EWC2026.03 | 62.69 | 33.57 | — | — | — | 42.57 | 16.1 | 44.92 | 43.05 | |
| O32026.03 | 73.03 | 9.03 | 49.24 | 60.58 | 15.7 | — | — | — | — | |
| O32026.03 | 76.74 | 7.72 | — | — | — | 79.75 | 66.73 | 77.28 | 49.5 | |
| CORE2026.03 | 84.54 | 6.95 | — | — | — | 97.26 | 84.41 | 86.16 | 48.53 | |
| CORE2026.03 | 90.67 | 3.74 | 43.64 | 55.33 | 6.41 | — | — | — | — |