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Lifelong Unlearning on MLUBench Task C

0.99Forget QualityLUMoE
-0.03960.22770.4950.7623Jun 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LUMoEUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.060.990.94
LUMoEUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.060.990.94
LUMoEUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.060.990.94
GDUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.060.50.34
GAUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.060.120
GAUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.060.10
GAUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.060.070.03
GDUnlearning Stage=After Task D, Base Model=LLaVA-7B2026.060.030
GDUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.060.030
KLUnlearning Stage=After Task E, Base Model=LLaVA-7B2026.060.010
KLUnlearning Stage=After Task C, Base Model=LLaVA-7B2026.0600
KLUnlearning Stage=After Task D, 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