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Mathematical Reasoning IQ

Each model's Mathematical Reasoning IQ plotted on a standard normal IQ distribution

Mathematical Reasoning IQ
Mathematical Reasoning IQ
Each model's Mathematical Reasoning IQ plotted on a standard normal IQ distribution
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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

AIMEFrontierMath Tier 1-3FrontierMath Tier 4MathArenaProofBench
Mathematical Reasoning vs Effective Cost
Mathematical Reasoning vs Effective Cost
X = effective cost (log). Y = Mathematical Reasoning IQ. Color = provider.
Controls:
Math1:1Cost

How to read this chart

Each point is a public model. The chart compares Mathematical Reasoning IQ against Effective Cost (per 1M I/O Tokens), with color showing the model provider.

Data sources
Artificial AnalysisARC PrizeVals.aiEpoch AI FrontierMathMathArena
CoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI FrontierMath, Vals.ai +25 moreOpen chartIQ BenchmarksAIME Benchmark ScoresEach model's AIME score. Color = provider.Data: Vals.ai, Artificial AnalysisOpen 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 BenchmarksMathArena Benchmark ScoresEach model's MathArena expected performance. Color = provider.Data: MathArenaOpen chartIQ BenchmarksProofBench Benchmark ScoresEach model's ProofBench score. Color = provider.Data: Vals.aiOpen chart