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Multimodal Math Reasoning research benchmarks · SOTA2 Research

Multimodal Math Reasoning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

86Accuracy

263

Jun 11, 2026

98.7Accuracy

228

Jun 11, 2026

Qwen2.5-VL-7B + PGPO

80.83Accuracy

41

Jun 4, 2026

Qwen2.5-VL-7B + SRPO

76.3Score

21

May 11, 2026

MathVista In-domain

65.3Overall Accuracy

16

Feb 26, 2026

Base (Qwen2-VL-7B)

69.2ARD

12

Feb 26, 2026

68.58Avg@8 Accuracy

10

Apr 15, 2026

69.53Avg@8 Accuracy

10

Apr 15, 2026

38.9Accuracy

8

Mar 31, 2026

DynaMath Reasoning

Qwen3-VL-4B-Instruct-Math-RL Teacher

65.3Average Score (DynaMath)

6

May 6, 2026

MathVision (test)

Qwen3-VL-4B-Instruct-Math-RL Teacher

47.2MathVision Standard Score

6

May 6, 2026

AutoTool (Qwen3-8B)

53Accuracy

5

Feb 26, 2026

Popular datasets

MathVista MathVision MMMU MathVerse WeMath

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