Skip to content

MathVision with Python

A tool-augmented MathVision variant that permits Python during visual mathematics reasoning.

5 models

Higher is better.

  1. 1Kimi K3Moonshot AI97.8
  2. 2Qwen3.8 MaxAlibaba97.7
  3. 3Qwen3.8-Omni-FlashAlibaba96.2
  4. 4Qwen3.8-Flash-NextAlibaba95.7
  5. 5Qwen3.8-27BAlibaba94.6
Higher is better. Bar colour: blue proprietary, orange open weights, green other.

About this benchmark

Metric
Image and mathematics reasoning with tools
Tasks
Visual mathematics problems with Python
Authors
Moonshot AI / MathVision authors (2026)

Scores are as reported by model developers or evaluators and may use different settings (for example reasoning effort or tools). Compare with care.