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Mathematical Reasoning IQ Bell Curve

Each model's estimated Mathematical Reasoning IQ, placed on a standard normal IQ distribution.

Mathematical Reasoning IQ Bell Curve
Mathematical Reasoning IQ Bell Curve
Where every model sits on the curve

How to read this chart

Models are placed on a standard IQ-style distribution using Mathematical Reasoning IQ. Higher scores appear farther to the right.

Benchmarks in this dimension

FrontierMath Tier 1-3FrontierMath Tier 4AIMEMathArenaProofBench 1.1
More / ExperimentalMathematical Reasoning IQ vs CostEach model's estimated Mathematical Reasoning IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +4 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 BenchmarksMathArena Benchmark ScoresEach model's MathArena expected performance. Color = provider.Data: MathArenaOpen 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