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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
278
18d ago
MathVision
M3-ACE
Accuracy
92.7
186
18d ago
MathVerse
CodePercept-32B-S1
Accuracy
73.56
135
12d ago
WeMath
OpenAI-o1
Accuracy
98.7
127
3d ago
MathVista (testmini)
VisRef
Accuracy
79.3
48
8d ago
DynaMath
Gemini2.5-Pro
Accuracy
81.42
45
1mo ago
MathVista
GPT-5-Thinking
Score
81.9
19
12d ago
MathVista 1.0 (testmini)
Qwen2.5-VL-7B
Accuracy
67.6
18
1mo ago
MathVista
Vision-R1-7B
Avg@3
0.735
18
1mo ago
DynaMath worst
OpenMMReasoner
Score
34.9
16
29d ago
MathVerse testmini
OpenMMReasoner
Score
63.8
16
29d ago
MathVision (test)
Open-Vision-Reasoner
Score
51.8
16
29d ago
MathVista
InternVL2.5-38B + EVPV-PRM
BoN@8 Accuracy
83.5
15
24d ago
MathVerse mini Vision Only
ADORA
Avg@3 Score
48.6
14
1mo ago
MathVista MINI
PeBR-R1-7B
Pass@1
70.5
13
1mo ago
FlowVerse (test)
InfiMM-Math-7B
CoT Error (All)
37.8
13
1mo ago
MathVerse VO
Gemini-2.0-Flash
BoN@8 Accuracy
47.8
12
1mo ago
MathVision
Gemini-2.0-Flash
BoN@8 Accuracy
43.6
12
1mo ago
LogicVista
Gemini-2.5-Pro
Accuracy
73.8
12
1mo ago
WeMath Loose
OpenMMReasoner
Score
79
10
29d ago
MathVista mini
Qwen3-VL-32B-Instruct
Accuracy
82.5
9
1mo ago
MathVision mini
Qwen3-VL-32B-Instruct
Accuracy
60.5
9
1mo ago
MathVerse mini
Qwen3-VL-32B-Instruct
Accuracy
64.2
9
1mo ago
CLEVR-Math
OctoTools
Accuracy
79
4
3d ago
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