Benchmark profile
MathVision with Python (MathVision w/ Python)
A tool-augmented MathVision variant that permits Python during visual mathematics reasoning.
Data verifiedBenchmark score on MathVision w/ Python — July 16, 2026
BenchLM mirrors the published score view for MathVision w/ Python. Kimi K3 leads the public snapshot at 97.8%. BenchLM does not use these results to rank models overall.
Benchmark score table (1 model)
ScoreAbout 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.
BenchLM freshness & 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.
FAQ
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?
1 AI models have been evaluated on MathVision w/ Python on BenchLM.
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