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ResearchFormerly WizWand

Visual Question Answering on MLLMU-Bench 5% (forget)

55Accuracy (Classification)Vanilla
29.863236.389142.91549.4409May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VanillaBackbone=Qwen3-VL-8B, Samples=-2026.055560
ASRUBackbone=Qwen3-VL-8B, Samples=27.30%2026.0553.7454
KL_MinBackbone=Qwen3-VL-8B, Samples=100%2026.0551.6757
VanillaBackbone=LLaVA-1.5-7B, Samples=-2026.0551.6758
VanillaBackbone=Qwen3-VL-8B, Samples=-2026.0551.5957
KL_MinBackbone=Qwen3-VL-8B, Samples=100%2026.0550.6647.5
GABackbone=Qwen3-VL-8B, Samples=0%2026.0549.1754.9
GA_diffBackbone=Qwen3-VL-8B, Samples=100%2026.0549.1753.7
KL_MinBackbone=LLaVA-1.5-7B, Samples=100%2026.0549.1758
KL_MinBackbone=LLaVA-1.5-7B, Samples=100%2026.0549.0942.6
MMunlearnerBackbone=LLaVA-1.5-7B, Samples=100%2026.0547.7443.9
GA_diffBackbone=LLaVA-1.5-7B, Samples=100%2026.0547.538.8
GA_diffBackbone=Qwen3-VL-8B, Samples=100%2026.0547.447.7
MMunlearnerBackbone=Qwen3-VL-8B, Samples=100%2026.0546.7949.4
NPOBackbone=Qwen3-VL-8B, Samples=0%2026.0546.7248.9
VanillaBackbone=Qwen3-VL-4B, Samples=-2026.0546.6757.8
NPOBackbone=Qwen3-VL-8B, Samples=0%2026.0546.6753.8
VanillaBackbone=LLaVA-1.5-7B, Samples=-2026.0546.3449
GA_diffBackbone=Qwen3-VL-4B, Samples=100%2026.0545.8354.8
GABackbone=Qwen3-VL-8B, Samples=0%2026.0544.8146.9
KL_MinBackbone=Qwen3-VL-4B, Samples=100%2026.0544.854.9
NPOBackbone=LLaVA-1.5-7B, Samples=0%2026.0544.7853.3
NPOBackbone=LLaVA-1.5-7B, Samples=0%2026.0544.7843.2
MMunlearnerBackbone=Qwen3-VL-8B, Samples=100%2026.0543.257.6
GA_diffBackbone=LLaVA-1.5-7B, Samples=100%2026.0543.1735.1
VanillaBackbone=Qwen3-VL-4B, Samples=-2026.0541.9554.1
GABackbone=LLaVA-1.5-7B, Samples=0%2026.0541.6747.4
ASRUBackbone=LLaVA-1.5-7B, Samples=27.30%2026.0541.3545.4
GABackbone=LLaVA-1.5-7B, Samples=0%2026.0541.2642.2
GABackbone=Qwen3-VL-4B, Samples=0%2026.0540.8351.1
NPOBackbone=Qwen3-VL-4B, Samples=0%2026.054056.1
MMunlearnerBackbone=Qwen3-VL-4B, Samples=100%2026.054055.2
ASRUBackbone=Qwen3-VL-4B, Samples=27.30%2026.0539.4553.1
GABackbone=Qwen3-VL-4B, Samples=0%2026.0539.4151.7
MMunlearnerBackbone=Qwen3-VL-4B, Samples=100%2026.0539.2852.7
KL_MinBackbone=Qwen3-VL-4B, Samples=100%2026.0538.4851.8
MMunlearnerBackbone=LLaVA-1.5-7B, Samples=100%2026.0538.3341.5
GA_diffBackbone=Qwen3-VL-4B, Samples=100%2026.0534.551.2
ASRUBackbone=LLaVA-1.5-7B, Samples=27.30%2026.0534.1725
NPOBackbone=Qwen3-VL-4B, Samples=0%2026.0532.5652
ASRUBackbone=Qwen3-VL-4B, Samples=27.30%2026.0531.239.9
ASRUBackbone=Qwen3-VL-8B, Samples=27.30%2026.0530.8339.8