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ResearchFormerly WizWand

Cloze Task on MLLMU-Bench (test)

13.04AccuracyGA_Diff
1.64164.60087.5610.5192May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GA_DiffBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0513.04
KL_MinBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0513.04
POBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0513.04
Noise-TBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0513.04
VGIDBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0513.04
ICU-TBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.0513.04
GABackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.0513.03
BaseBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0510.87
NPOBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0510.87
RMUBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0510.87
ICU-TBackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.0510.87
NPOBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.0510.87
BaseBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.0510.86
POBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.0510.86
GABackbone=LLaVA-1.5-7B, Forget Ratio=5%2026.058.69
Noise-TBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.058.69
VGIDBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.058.69
KL_MinBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.058.34
GA_DiffBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.054.17
POBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.054.17
GA_DiffBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.052.18
RMUBackbone=LLaVA-1.5-13B, Forget Ratio=5%2026.052.17
BaseBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08
GABackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08
KL_MinBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08
NPOBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08
RMUBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08
ICU-TBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08
Noise-TBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08
VGIDBackbone=Qwen2.5-VL-3B, Forget Ratio=5%2026.052.08