ResearchBenchmarksMLLM Unlearning on MLLMU 15% Task (Real)MLLM Unlearning on MLLMU 15% Task (Real)Follow33.2RougeViKeR-1.2247.71316.6525.587Jan 29, 2026Evaluation resultsMethodMethodLinksRougeBLEUGibViKeRTask=15% UnlearningTask=15% Unlearning2026.0133.210.392FullTask=15% UnlearningTask=15% Unlearning2026.0122.66.1—NPOTask=15% UnlearningTask=15% Unlearning2026.019.10.751IdkPOTask=15% UnlearningTask=15% Unlearning2026.0140.491.3GATask=15% UnlearningTask=15% Unlearning2026.010.100