ResearchBenchmarksMLLM Unlearning on MLLMU 10% Task (retain)MLLM Unlearning on MLLMU 10% Task (retain)Follow49.7ROUGEFull3.9415.8227.739.58Jan 29, 2026Evaluation resultsMethodMethodLinksROUGEBLEUGibFullTask=10% UnlearningTask=10% Unlearning2026.0149.723.1—ViKeRTask=10% UnlearningTask=10% Unlearning2026.0132.46.994.6NPOTask=10% UnlearningTask=10% Unlearning2026.0129.75.789.9GATask=10% UnlearningTask=10% Unlearning2026.0120.6381.3IdkPOTask=10% UnlearningTask=10% Unlearning2026.015.71.391.7