Knowledge Unlearning on 16-task Sequential Unlearning Forgotten Data Avg
90.9CRRCORE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CORE2026.03 | 90.9 | 3.6 | 43.42 | 53.83 | 6.08 | — | — | — | — | |
| CORE2026.03 | 85.22 | 7.08 | — | — | — | 96.32 | 84.27 | 85.57 | 44.86 | |
| O32026.03 | 82.55 | 6.44 | 45.91 | 57.92 | 9.32 | — | — | — | — | |
| O32026.03 | 75 | 12.07 | — | — | — | 93.04 | 75.72 | 81.24 | 48.04 | |
| MoEAdapter2026.03 | 66.27 | 22.96 | 43.93 | 55.2 | 4.83 | — | — | — | — | |
| EWC2026.03 | 55.21 | 42.21 | — | — | — | 77.28 | 27.83 | 47.22 | 42.41 | |
| GMM2026.03 | 55.13 | 44.22 | — | — | — | 65.65 | 18.9 | 44.58 | 46.3 | |
| SCRUB2026.03 | 54.53 | 44.76 | — | — | — | 66.61 | 19.81 | 44.85 | 46.29 | |
| EProj2026.03 | 53.94 | 43.37 | — | — | — | 73.28 | 26.88 | 47.36 | 42.69 | |
| LwF2026.03 | 53.88 | 43.23 | — | — | — | 83.71 | 39.03 | 51.14 | 48.59 | |
| MoEAdapter2026.03 | 45.2 | 54.26 | — | — | — | 62.17 | 28.52 | 51.98 | 36.28 | |
| EProj2026.03 | 25 | 45.83 | 50.28 | 59.21 | 13.26 | — | — | — | — | |
| SCRUB2026.03 | 23.3 | 53.02 | 47.81 | 57.2 | 11.84 | — | — | — | — | |
| GMM2026.03 | 22.3 | 52.64 | 48.08 | 57.56 | 11.99 | — | — | — | — | |
| EWC2026.03 | 18.92 | 45.86 | 52.15 | 61.16 | 15.04 | — | — | — | — | |
| LwF2026.03 | 13.94 | 47.57 | 51.32 | 60.45 | 14.53 | — | — | — | — | |
| Llama-2Zero-shot=true2026.03 | 11.34 | 12.88 | — | — | — | 100 | 82.8 | 100 | 100 | |
| VicunaMode=Zero-shot2026.03 | 1.91 | 2.01 | 100 | 100 | 100 | — | — | — | — |