Programmatic Reasoning IQ
Each model's Programmatic Reasoning IQ plotted on a standard normal IQ distribution
Programmatic Reasoning IQ
Programmatic Reasoning IQ
Each model's Programmatic Reasoning IQ plotted on a standard normal IQ distribution
How to read this chart
Models are placed on a standard IQ-style distribution using Programmatic Reasoning IQ. Higher scores appear farther to the right.
Benchmarks in this dimension
Programmatic Reasoning vs Effective Cost
Programmatic Reasoning vs Effective Cost
X = effective cost (log). Y = Programmatic Reasoning IQ. Color = provider.
Controls:
How to read this chart
Each point is a public model. The chart compares Programmatic Reasoning IQ against Effective Cost (per 1M I/O Tokens), with color showing the model provider.
CoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI Chess Puzzles, Epoch AI FrontierMath +25 moreOpen chartIQ BenchmarksLiveCodeBench Benchmark ScoresEach model's LiveCodeBench score. Color = provider.Data: Vals.aiOpen chartIQ BenchmarksTerminal-Bench 2.1 Benchmark ScoresEach model's Terminal-Bench 2.1 pass@1 score, using Artificial Analysis as canonical and Vals.ai as fallback. Color = provider.Data: Artificial Analysis Terminal-Bench v2.1, Vals.ai Terminal-Bench 2.1Open chartIQ BenchmarksIOI Benchmark ScoresVals.ai accuracy across the 2024 and 2025 International Olympiad in Informatics tasks. Color = provider.Data: Vals.ai IOIOpen chartIQ BenchmarksProgramBench ScoresAlmost Resolved score: share of ProgramBench tasks passing at least 95% of hidden tests. Color = provider.Data: Vals.ai ProgramBenchOpen chartIQ BenchmarksSWE-rebench Benchmark ScoresEach model's SWE-rebench resolved rate. Color = provider.Data: SWE-rebenchOpen chart