Scientific Reasoning IQ
Each model's Scientific Reasoning IQ plotted on a standard normal IQ distribution
Scientific Reasoning IQ
Scientific Reasoning IQ
Each model's Scientific 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 Scientific Reasoning IQ. Higher scores appear farther to the right.
Benchmarks in this dimension
Scientific Reasoning vs Effective Cost
Scientific Reasoning vs Effective Cost
X = effective cost (log). Y = Scientific Reasoning IQ. Color = provider.
Controls:
How to read this chart
Each point is a public model. The chart compares Scientific Reasoning IQ against Effective Cost (per 1M I/O Tokens), with color showing the model provider.
Data sources
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 +27 moreOpen chartIQ BenchmarksHumanity's Last Exam Benchmark ScoresEach model's Humanity's Last Exam score. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksGPQA Diamond Benchmark ScoresEach model's GPQA Diamond score. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksSciCode Benchmark ScoresEach model's SciCode score. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksCritPt Benchmark ScoresEach model's CritPt percentage score. Color = provider.Data: Artificial AnalysisOpen chartIQ DimensionsAbstract Reasoning IQEach model's Abstract Reasoning IQ plotted on a standard normal IQ distributionData: ARC PrizeOpen chart