Lifelong Unlearning on MLUBench Task A
100Forget QualityLUMoE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LUMoEUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.06 | 100 | 93 | |
| LUMoEUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 100 | 93 | |
| LUMoEUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 100 | 93 | |
| LUMoEUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 100 | 93 | |
| LUMoEUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 100 | 93 | |
| GAUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.06 | 38 | 12 | |
| GDUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.06 | 33 | 14 | |
| KLUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.06 | 28 | 12 | |
| NPOUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.06 | 24 | 24 | |
| GAUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 19 | 2 | |
| GDUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 12 | 6 | |
| KLUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 11 | 5 | |
| GDUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 9 | 2 | |
| GAUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| GAUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| GAUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| KLUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| KLUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| KLUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| GDUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| GDUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| NPOUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| NPOUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| NPOUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 0 | 0 | |
| NPOUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0 | 0 |