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Lifelong Unlearning on MLUBench Task A

100Forget QualityLUMoE
-4235077Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LUMoEUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.0610093
LUMoEUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.0610093
LUMoEUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.0610093
LUMoEUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.0610093
LUMoEUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.0610093
GAUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.063812
GDUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.063314
KLUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.062812
NPOUnlearning Stage=After Task A, Base Model=LLaVA-7B2026.062424
GAUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06192
GDUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06126
KLUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.06115
GDUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.0692
GAUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.0600
GAUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.0600
GAUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.0600
KLUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.0600
KLUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.0600
KLUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.0600
GDUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.0600
GDUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.0600
NPOUnlearning Stage=After Task B, Base Model=LLaVA-7B2026.0600
NPOUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.0600
NPOUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.0600
NPOUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.0600