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SOTA Visual Mathematical Reasoning benchmarks and papers with code | Wizwand
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Visual Mathematical Reasoning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
MathVista
InternVL3.5-8B-Masters
Accuracy
85
366
2d ago
MathVision
M3-ACE
Accuracy
92.7
254
2d ago
MathVerse
CodePercept-32B-S1
Accuracy
73.56
155
16d ago
WeMath
OpenAI-o1
Accuracy
98.7
149
14d ago
MathVista (testmini)
VisRef
Accuracy
79.3
88
19d ago
MathVista
GPT-5-Thinking
Score
81.9
46
1mo ago
DynaMath
Gemini2.5-Pro
Accuracy
81.42
45
2mo ago
FlowVerse Vision Primary RP+EI+OQ
MathFlow
CoT-E Score
69.4
20
1mo ago
FlowVerse Vision Centric RP+EI+OQ
Qwen-VL-Plus
CoT Error
32.6
20
1mo ago
FlowVerse Vision Dense EI+OQ
Qwen-VL-Plus
CoT-E
28.5
20
1mo ago
FlowVerse Text Limited RP+EI+OQ
Qwen-VL-Plus
CoT Error
35.7
20
1mo ago
FlowVerse DI+RP+EI+OQ (All)
Qwen-VL-Plus
CoT Error
34.4
20
1mo ago
WeMath strict
AdaVaR-7B
Accuracy
44.8
18
19d ago
MathVerse vision-only
OVR-7B
Accuracy
54.6
18
19d ago
MathVista 1.0 (testmini)
Qwen2.5-VL-7B
Accuracy
67.6
18
3mo ago
MathVista
Vision-R1-7B
Avg@3
0.735
18
3mo ago
DynaMath worst
OpenMMReasoner
Score
34.9
16
2mo ago
MathVerse testmini
OpenMMReasoner
Score
63.8
16
2mo ago
MathVision (test)
Open-Vision-Reasoner
Score
51.8
16
2mo ago
MathVista
InternVL2.5-38B + EVPV-PRM
BoN@8 Accuracy
83.5
15
2mo ago
MathVerse mini Vision Only
ADORA
Avg@3 Score
48.6
14
3mo ago
MathVista MINI
PeBR-R1-7B
Pass@1
70.5
13
3mo ago
FlowVerse (test)
InfiMM-Math-7B
CoT Error (All)
37.8
13
3mo ago
MathVerse VO
Gemini-2.0-Flash
BoN@8 Accuracy
47.8
12
2mo ago
MathVision
Gemini-2.0-Flash
BoN@8 Accuracy
43.6
12
2mo ago
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