ResearchBenchmarksLifelong Unlearning on MLLMU-Bench Public Celebrities Task BLifelong Unlearning on MLLMU-Bench Public Celebrities Task BFollow1Forget QualityLUMoE0.05360.29930.5450.7907Jun 11, 2026Evaluation resultsMethodMethodLinksForget QualityModel UtilityLUMoEEvaluation Stage=B-UBEvaluation Stage=B-UB2026.0610.86LUMoEEvaluation Stage=B-UCEvaluation Stage=B-UC2026.0610.86GAEvaluation Stage=B-UBEvaluation Stage=B-UB2026.060.2380.183GDEvaluation Stage=B-UBEvaluation Stage=B-UB2026.060.1810.208GAEvaluation Stage=B-UCEvaluation Stage=B-UC2026.060.1360.091GDEvaluation Stage=B-UCEvaluation Stage=B-UC2026.060.090.083