Benchmark profile
MMMU-Pro with Python (MMMU-Pro w/ Python)
Tool-augmented MMMU-Pro variant that allows Python assistance during multimodal reasoning.
Data verifiedBenchmark score on MMMU-Pro w/ Python — July 23, 2026
BenchLM mirrors the published score view for MMMU-Pro w/ Python. GPT-5.6 Sol leads the public snapshot at 84.6% , followed by Kimi K3 (83.4%) and GPT-5.5 (83.2%). BenchLM does not use these results to rank models overall.
GPT-5.6 Sol
OpenAI
gpt-5-6-sol
Kimi K3
Moonshot AI
kimi-3
GPT-5.5
OpenAI
gpt-5-5
Benchmark score table (9 models)
ScoreThe published MMMU-Pro w/ Python snapshot places GPT-5.6 Sol first at 84.6%. The third row is 1.4 points behind. The broader top-10 range is 15.1 points, so the table still separates the published systems.
9 models have been evaluated on MMMU-Pro w/ Python. The benchmark falls in the Multimodal & Grounded category. This category carries a 12% weight in BenchLM.ai's overall scoring system. MMMU-Pro w/ Python is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About MMMU-Pro w/ Python
Year
2026
Tasks
Multimodal academic reasoning
Format
Image + text question answering with Python
Difficulty
Frontier multimodal
Useful for measuring multimodal reasoning when the model can combine visual understanding with computation.
BenchLM freshness & provenance
Version
MMMU-Pro 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 MMMU-Pro w/ Python measure?
Tool-augmented MMMU-Pro variant that allows Python assistance during multimodal reasoning.
Which model scores highest on MMMU-Pro w/ Python?
GPT-5.6 Sol by OpenAI currently leads with a score of 84.6% on MMMU-Pro w/ Python.
How many models are evaluated on MMMU-Pro w/ Python?
9 AI models have been evaluated on MMMU-Pro w/ Python on BenchLM.
Compare Top Models on MMMU-Pro w/ Python
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