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Abstract Reasoning IQ Rankings

Each model's estimated Abstract Reasoning IQ, ranked highest to lowest. Defaults to current-generation models.

Abstract Reasoning IQ Rankings
Abstract Reasoning IQ Rankings
Abstract Reasoning IQ scores, highest to lowest

How to read this chart

Each bar is one model, colored by provider and ranked by its estimated Abstract Reasoning IQ. Defaults to current-generation models; use Filters to include previous generations.

Data sources
ARC Prize
More / ExperimentalAbstract Reasoning IQ vs CostEach model's estimated Abstract 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 +1 moreOpen chartCoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +21 moreOpen chartIQ BenchmarksARC-AGI-2 ScoresEach model's ARC-AGI-2 score. Color = provider.Data: ARC PrizeOpen chartIQ BenchmarksARC-AGI-1 Benchmark ScoresEach model's ARC-AGI-1 score. Color = provider.Data: ARC PrizeOpen chartIQ BenchmarksARC-AGI-3 Benchmark ScoresEach model's ARC-AGI-3 score. Color = provider.Data: ARC PrizeOpen chartIQ DimensionsAbstract Reasoning IQ Bell CurveEach model's estimated Abstract Reasoning IQ, placed on a standard normal IQ distribution.Data: ARC PrizeOpen chart