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ResearchFormerly WizWand

Visual Understanding on ScienceQA, TextVQA, and GQA

100Avg Relative AccuracyVanilla
81.07285.98690.995.814Apr 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
VanillaModel=Qwen3-VL-4B, Token Retention Ratio=100%2026.04100
VanillaModel=InternVL3.5-8B, Token Retention Ratio=100%2026.04100
FastV w/ DSTPModel=Qwen3-VL-4B, Token Retention Ratio=33.3%2026.0497.5
VisionZip w/ DSTPModel=Qwen3-VL-4B, Token Retention Ratio=33.3%2026.0497.4
VisionZipModel=Qwen3-VL-4B, Token Retention Ratio=33.3%2026.0496.5
DivPrune w/ DSTPModel=Qwen3-VL-4B, Token Retention Ratio=33.3%2026.0495.5
FastV w/ DSTPModel=Qwen3-VL-4B, Token Retention Ratio=22.2%2026.0495.5
DivPrune w/ DSTPModel=InternVL3.5-8B, Token Retention Ratio=33.3%2026.0495.2
DivPrune w/ DSTPModel=Qwen3-VL-4B, Token Retention Ratio=22.2%2026.0494.4
FastVModel=Qwen3-VL-4B, Token Retention Ratio=33.3%2026.0494.3
VisionZip w/ DSTPModel=Qwen3-VL-4B, Token Retention Ratio=22.2%2026.0494
VisionZipModel=Qwen3-VL-4B, Token Retention Ratio=22.2%2026.0493
VisionZip w/ DSTPModel=InternVL3.5-8B, Token Retention Ratio=33.3%2026.0491.8
FastV w/ DSTPModel=InternVL3.5-8B, Token Retention Ratio=33.3%2026.0491.3
DivPruneModel=Qwen3-VL-4B, Token Retention Ratio=33.3%2026.0491.2
DivPrune w/ DSTPModel=InternVL3.5-8B, Token Retention Ratio=22.2%2026.0490.9
FastVModel=Qwen3-VL-4B, Token Retention Ratio=22.2%2026.0490.2
DivPruneModel=InternVL3.5-8B, Token Retention Ratio=33.3%2026.0489.2
DivPruneModel=Qwen3-VL-4B, Token Retention Ratio=22.2%2026.0488.7
VisionZipModel=InternVL3.5-8B, Token Retention Ratio=33.3%2026.0488.7
VisionZip w/ DSTPModel=InternVL3.5-8B, Token Retention Ratio=22.2%2026.0488.7
FastV w/ DSTPModel=InternVL3.5-8B, Token Retention Ratio=22.2%2026.0488.6
FastVModel=InternVL3.5-8B, Token Retention Ratio=33.3%2026.0487.1
FastVModel=InternVL3.5-8B, Token Retention Ratio=22.2%2026.0484.7
DivPruneModel=InternVL3.5-8B, Token Retention Ratio=22.2%2026.0484.3
VisionZipModel=InternVL3.5-8B, Token Retention Ratio=22.2%2026.0481.8