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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
Dynamo (Full)
Accuracy
86.81
448
18d ago
MathVision
M3-ACE
Accuracy
92.7
298
1mo ago
MathVerse
TVI-CoT
Accuracy
78.8
194
1mo ago
WeMath
OpenAI-o1
Accuracy
98.7
193
1mo ago
MathVista (testmini)
VisRef
Accuracy
79.3
88
2mo ago
MathVista
GPT-5-Thinking
Score
81.9
46
2mo ago
DynaMath
Gemini2.5-Pro
Accuracy
81.42
45
4mo ago
MathVerse VO
RL-Evol + Verifier (full VeriEvol)
BoN@8 Accuracy
70.46
29
1mo ago
MathVista mini
Qwen3-VL-32B-Instruct
Accuracy
82.5
26
1mo ago
MathVision mini
Qwen3-VL-32B-Instruct
Accuracy
60.5
26
1mo ago
FlowVerse Vision Primary RP+EI+OQ
MathFlow
CoT-E Score
69.4
20
3mo ago
FlowVerse Vision Centric RP+EI+OQ
Qwen-VL-Plus
CoT Error
32.6
20
3mo ago
FlowVerse Vision Dense EI+OQ
Qwen-VL-Plus
CoT-E
28.5
20
3mo ago
FlowVerse Text Limited RP+EI+OQ
Qwen-VL-Plus
CoT Error
35.7
20
3mo ago
FlowVerse DI+RP+EI+OQ (All)
Qwen-VL-Plus
CoT Error
34.4
20
3mo ago
WeMath strict
AdaVaR-7B
Accuracy
44.8
18
2mo ago
MathVerse vision-only
OVR-7B
Accuracy
54.6
18
2mo ago
MathVista 1.0 (testmini)
Qwen2.5-VL-7B
Accuracy
67.6
18
4mo ago
MathVista
Vision-R1-7B
Avg@3
0.735
18
4mo ago
DynaMath
RL-Evol + Verifier (full VeriEvol)
Worst-case Accuracy
35.73
17
1mo ago
DynaMath worst
OpenMMReasoner
Score
34.9
16
4mo ago
MathVerse testmini
OpenMMReasoner
Score
63.8
16
4mo ago
MathVision (test)
Open-Vision-Reasoner
Score
51.8
16
4mo ago
MathVista
InternVL2.5-38B + EVPV-PRM
BoN@8 Accuracy
83.5
15
4mo ago
MathVerse
Mt(Skywork-R1V-38B)
Accuracy
62.4
14
25d ago
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