Lifelong Unlearning on MLUBench Task B
95Forget QualityLUMoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LUMoEUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 95 | 88 | |
| LUMoEUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 95 | 88 | |
| LUMoEUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 95 | 88 | |
| LUMoEUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 95 | 88 | |
| GDUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 24 | 16 | |
| GAUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 22 | 10 | |
| KLUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 18 | 12 | |
| GDUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06 | 15 | 13 | |
| GAUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 10 | 1 | |
| GAUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 10 | 0 | |
| GAUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 3 | 0 | |
| KLUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 1 | 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 |