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Visual Question Answering on GQA (Accuracy and Average accuracy proportion w.r.t. vanilla)

64.2AccuracyVanilla
39.65646.02852.458.772Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
VanillaBase Model=LLaVA-NeXT-7B, Retained Tokens=2880, Reduction Ratio=0.0%2026.0664.2100
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.066094.2
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.0659.794.6
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.0658.993.1
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.0658.791.9
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.0657.693.1
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.0657.690.7
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.0657.291
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.0656.388.9
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.0656.188.5
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=160, Reduction Ratio=94.4%2026.0655.592.3
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.0654.989.6
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.0654.385.5
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.0652.387.2
DCP-PruneBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.0651.980.7
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.0650.783.8
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.0649.478.5
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=80, Reduction Ratio=97.2%2026.0648.781.3
SCOPEBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.0647.876
PRUNESIDBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.0644.869.2
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.0644.374.6
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=40, Reduction Ratio=98.6%2026.0644.174.7
VisionZipBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.0642.373.9
HoloVBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.0641.269
FlowCutBase Model=LLaVA-NeXT-7B, Retained Tokens=20, Reduction Ratio=99.3%2026.0640.668