Lifelong Unlearning on MLUBench Task C
0.99Forget QualityLUMoE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LUMoEUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 0.99 | 0.94 | |
| LUMoEUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 0.99 | 0.94 | |
| LUMoEUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0.99 | 0.94 | |
| GDUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 0.5 | 0.34 | |
| GAUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.06 | 0.12 | 0 | |
| GAUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 0.1 | 0 | |
| GAUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0.07 | 0.03 | |
| GDUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.06 | 0.03 | 0 | |
| GDUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0.03 | 0 | |
| KLUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.06 | 0.01 | 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 | |
| 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 |