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math benchmark

MathVista-Mini

MathVista-Mini is a smaller version of the MathVista benchmark that evaluates mathematical reasoning in visual contexts. It consists of examples derived from multimodal datasets involving mathematics, combining challenges from diverse mathematical and visual tasks to assess foundation models' ability to solve problems requiring both visual understanding and mathematical reasoning.

Updated Aug 11, 2026

Models23
Model coverage23
MetricScore
EvidenceB

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  • Distribution
  • Highlights
  • About
  • FAQ

MathVista-Mini Ranking

Higher score ranks better on this benchmark.

23 rows
Columns

Show columns

01MAKimi K2.5Moonshot AI90.1%100.0%23CAug 11, 2026
02ACQwen3.5-27BAlibaba Cloud / Qwen Team87.8%95.5%23CAug 11, 2026
03ACQwen3.5-122B-A10BAlibaba Cloud / Qwen Team87.4%90.9%23CAug 11, 2026
04ACQwen3.6-27BAlibaba Cloud / Qwen Team87.4%86.4%23CAug 11, 2026
05ACQwen3.6-35B-A3BAlibaba Cloud / Qwen Team86.4%81.8%23CAug 11, 2026
06ACQwen3.5-35B-A3BAlibaba Cloud / Qwen Team86.2%77.3%23CAug 11, 2026
07ACQwen3 VL 32B ThinkingAlibaba Cloud / Qwen Team85.9%72.7%23CAug 11, 2026
08ACQwen3 VL 235B A22B ThinkingAlibaba Cloud / Qwen Team85.8%68.2%23CAug 11, 2026
09ACQwen3 VL 235B A22B InstructAlibaba Cloud / Qwen Team84.9%63.6%23CAug 11, 2026
10ACQwen3 VL 32B InstructAlibaba Cloud / Qwen Team83.8%59.1%23CAug 11, 2026
11ACQwen3 VL 30B A3B ThinkingAlibaba Cloud / Qwen Team81.9%54.5%23CAug 11, 2026
12ACQwen3 VL 8B ThinkingAlibaba Cloud / Qwen Team81.4%50.0%23CAug 11, 2026
13ACQwen3 VL 30B A3B InstructAlibaba Cloud / Qwen Team80.1%45.5%23CAug 11, 2026
14ACQwen3 VL 4B ThinkingAlibaba Cloud / Qwen Team79.5%40.9%23CAug 11, 2026
15ACQwen3 VL 8B InstructAlibaba Cloud / Qwen Team77.2%36.4%23CAug 11, 2026
16ACQwen2.5 VL 72B InstructAlibaba Cloud / Qwen Team74.8%31.8%23CAug 11, 2026
17ACQwen2.5 VL 32B InstructAlibaba Cloud / Qwen Team74.7%27.3%23CAug 11, 2026
18ACQwen3 VL 4B InstructAlibaba Cloud / Qwen Team73.7%22.7%23CAug 11, 2026
19ACQwen2-VL-72B-InstructAlibaba Cloud / Qwen Team70.5%18.2%23CAug 11, 2026
20ACQwen2.5 VL 7B InstructAlibaba Cloud / Qwen Team68.2%13.6%23CAug 11, 2026
21GOGemma 3 27BGoogle67.6%9.1%23CAug 11, 2026
22GOGemma 3 12BGoogle62.9%4.5%23CAug 11, 2026
23GOGemma 3 4BGoogle50.0%0.0%23CAug 11, 2026

MathVista-Mini Score Distribution

A closer view of the leading scores on this benchmark.

MathVista-Mini

MathVista-Mini Highlights

The leading models and scores on this benchmark.

Rank #1Kimi K2.590.1%Rank #2Qwen3.5-27B87.8%Rank #3Qwen3.5-122B-A10B87.4%Rank #4Qwen3.6-27B87.4%

What is MathVista-Mini?

What MathVista-Mini measures and how its scores work.

MathVista-Mini is a smaller version of the MathVista benchmark that evaluates mathematical reasoning in visual contexts. It consists of examples derived from multimodal datasets involving mathematics, combining challenges from diverse mathematical and visual tasks to assess foundation models' ability to solve problems requiring both visual understanding and mathematical reasoning.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
MathVista-Mini
Modality
multimodal
Primary category
math
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
mathvista-mini|llm-stats-current

Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about MathVista-Mini.

Which model scores highest on MathVista-Mini?

Kimi K2.5 is currently ranked first with 90.1%.

What does MathVista-Mini measure?

MathVista-Mini is a smaller version of the MathVista benchmark that evaluates mathematical reasoning in visual contexts. It consists of examples derived from multimodal datasets involving mathematics, combining challenges from diverse mathematical and visual tasks to assess foundation models' ability to solve problems requiring both visual understanding and mathematical reasoning.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

23 model results are currently shown.

Does this benchmark affect the overall score?

Yes. This benchmark can contribute to the current LLMBoard capability score.