AI IQ
Subscribe

Abstract Reasoning IQ

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

Abstract Reasoning IQ
Abstract Reasoning IQ
Each model's Abstract Reasoning IQ plotted on a standard normal IQ distribution
Controls:

How to read this chart

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

Benchmarks in this dimension

ARC-AGI-2ARC-AGI-1ARC-AGI-3
Abstract Reasoning vs Effective Cost
Abstract Reasoning vs Effective Cost
X = effective cost (log). Y = Abstract Reasoning IQ. Color = provider.
Controls:
Abstract1:1Cost

How to read this chart

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

Data sources
Artificial AnalysisARC PrizeVals.ai
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 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 DimensionsMathematical Reasoning IQEach model's Mathematical Reasoning IQ plotted on a standard normal IQ distributionData: Epoch AI FrontierMath, Vals.ai, Artificial Analysis +1 moreOpen chartIQ DimensionsScientific Reasoning IQEach model's Scientific Reasoning IQ plotted on a standard normal IQ distributionData: Artificial AnalysisOpen chart