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Multimodal Understanding on IE, MMBench, MMMU, ScienceQA Combined

100Relative AccuracyLLaVA1.5-7B
78.867284.353689.8495.3264Mar 12, 2026

Evaluation results

MethodLinks
LLaVA1.5-7BRatio=100%2026.03100
GPrune-LLM (Wanda-sp)Ratio=90%2026.0397.83
GPrune-LLM (FLAP)Ratio=90%2026.0395.15
Wanda-spRatio=90%2026.0393.65
GPrune-LLM (Wanda-sp)Ratio=80%2026.0390.44
FLAPRatio=90%2026.0389.28
GPrune-LLM (FLAP)Ratio=80%2026.0386.75
Wanda-spRatio=80%2026.0379.77
FLAPRatio=80%2026.0379.68