MathArena Benchmark Scores
Each model's MathArena expected performance. Color = provider.
MathArena Benchmark Scores
Each model's MathArena expected performance. Color = provider.
MathArena Cost Efficiency
Source-matched reasoning-effort score and task-cost configurations. Each line is one canonical model. Color = provider.
This chart is part of the MathArena benchmark page, which adds the model table, sources and how to read each view.
IQ DimensionsMathematical Reasoning IQ Bell CurveEach model's estimated Mathematical Reasoning IQ, placed on a standard normal IQ distribution.Data: Epoch AI FrontierMath, ProofBench 1.1, MathArena +2 moreOpen chartCoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI, Epoch AI +26 moreOpen chartIQ BenchmarksFrontierMath Tier 1-3 Benchmark ScoresEach model's FrontierMath Tier 1-3 score. Color = provider.Data: Epoch AI FrontierMathOpen chartIQ BenchmarksFrontierMath Tier 4 Benchmark ScoresEach model's FrontierMath Tier 4 score. Color = provider.Data: Epoch AI FrontierMathOpen chartIQ BenchmarksAIME Benchmark ScoresEach model's AIME score. Color = provider.Data: Vals.ai, Artificial AnalysisOpen chartIQ BenchmarksProofBench 1.1 ScoresNative Lean 4.25.2 verification including native_decide. Version 1.1 only; not comparable to the unversioned historical cohort. Contributes to Mathematical Reasoning using a provisional calibrated scale.Data: ProofBench 1.1Open chart