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ResearchFormerly WizWand

Multimodal Mathematical Reasoning on MathVerse 1.0 (test)

73.01ScoreVanilla (Full Tokens)
16.298831.021945.74560.4681Oct 27, 2025Nov 24, 2025Dec 22, 2025Jan 19, 2026Feb 16, 2026Mar 16, 2026Apr 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Vanilla (Full Tokens)Model=Qwen3-VL-4B-Thinking, Model Category=Thinking-based MLLMs, Token Retention Ratio=100%2026.0473.01
Vanilla (Full Tokens)Model=Qwen3-VL-8B, Model Category=Large-scale MLLMs, Token Retention Ratio=100%2026.0462.81
DSTPModel=Qwen3-VL-4B-Thinking, Model Category=Thinking-based MLLMs, Token Retention Ratio=33.3%2026.0458.49
DSTPModel=Qwen3-VL-8B, Model Category=Large-scale MLLMs, Token Retention Ratio=33.3%2026.0451.16
Vanilla (Full Tokens)Model=InternVL3.5-14B, Model Category=Large-scale MLLMs, Token Retention Ratio=100%2026.0447.89
Vanilla (Full Tokens)Model=InternVL3.5-8B-Thinking, Model Category=Thinking-based MLLMs, Token Retention Ratio=100%2026.0447.46
DSTPModel=InternVL3.5-14B, Model Category=Large-scale MLLMs, Token Retention Ratio=33.3%2026.0443.95
FastV (33.3%)Model=Qwen3-VL-4B-Thinking, Model Category=Thinking-based MLLMs, Token Retention Ratio=33.3%2026.0440.28
VOLDImages in FT=false2025.1037.9
FastV (33.3%)Model=Qwen3-VL-8B, Model Category=Large-scale MLLMs, Token Retention Ratio=33.3%2026.0437.64
DSTPModel=InternVL3.5-8B-Thinking, Model Category=Thinking-based MLLMs, Token Retention Ratio=33.3%2026.0437.25
VLAA-Thinker 3BImages in FT=true2025.1036.4
XReasoner-3B (repl.)Images in FT=false2025.1035.7
VLM-R1 3B-MathImages in FT=true2025.1032.2
FastV (33.3%)Model=InternVL3.5-14B, Model Category=Large-scale MLLMs, Token Retention Ratio=33.3%2026.0431.86
Qwen2.5-VL-3BImages in FT=-2025.1031.2
FastV (33.3%)Model=InternVL3.5-8B-Thinking, Model Category=Thinking-based MLLMs, Token Retention Ratio=33.3%2026.0418.48