MathVision with Python (MathVision w/ Python)
We show this table for reference; we do not rank on it.
A tool-augmented MathVision variant that permits Python during visual mathematics reasoning.
Benchmark score on MathVision w/ Python — September 27, 2026
We compile the MathVision w/ Python rows from provider self-reports. Kimi K3 leads the table at 97.8%, followed by Qwen3.8 Max (97.7%) and Qwen3.8-Omni-Flash (96.2%). We do not use these results to rank models overall.
Kimi K3
Moonshot AI
Qwen3.8 Max
Alibaba
Qwen3.8-Omni-Flash
Alibaba
5 modelsMultimodal & GroundedCurrentDisplay onlyUpdated September 27, 2026
Benchmark score table (5 models)
ScoreAmong the reported MathVision w/ Python rows, Kimi K3 is first at 97.8%. The third row is 1.6 points behind. The broader top-10 range is 3.2 points, so many of the published results sit in a relatively narrow band.
5 models have been evaluated on MathVision w/ Python. The benchmark falls in the Multimodal & Grounded category. MathVision w/ Python is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About MathVision w/ Python
Year
2026
Tasks
Visual mathematics problems with Python
Format
Image and mathematics reasoning with tools
Difficulty
Advanced multimodal mathematics
BenchLM stores the Python-assisted value separately from the tool-free MathVision key.
Freshness and provenance
Version
MathVision w/ Python 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
What does MathVision w/ Python measure?
A tool-augmented MathVision variant that permits Python during visual mathematics reasoning.
Which model scores highest on MathVision w/ Python?
Kimi K3 by Moonshot AI currently leads with a score of 97.8% on MathVision w/ Python.
How many models are evaluated on MathVision w/ Python?
5 AI models have been evaluated on MathVision w/ Python on BenchLM.
Compare top models on MathVision w/ Python
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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