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Academic Reasoning IQ Bell Curve

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

Academic Reasoning IQ Bell Curve
Academic 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 Academic Reasoning IQ. Higher scores appear farther to the right.

Benchmarks in this dimension

Humanity's Last ExamSciCodeCritPtGPQA DiamondMMMU-ProMMLU-Pro
More / ExperimentalAcademic Reasoning IQ vs CostEach model's estimated Academic 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, Full source leaderboard reconciliation, Full source leaderboard reconciliation +26 moreOpen chartIQ BenchmarksHumanity's Last Exam Benchmark ScoresEach model's Humanity's Last Exam score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chartIQ BenchmarksSciCode Benchmark ScoresEach model's SciCode score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chartIQ BenchmarksCritPt Benchmark ScoresEach model's CritPt percentage score. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksGPQA Diamond Benchmark ScoresEach model's GPQA Diamond score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chartIQ BenchmarksMMMU-Pro Benchmark ScoresEach model's MMMU-Pro score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chart