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Programmatic Reasoning IQ Rankings

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

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

How to read this chart

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

Data sources
Vals.aiVals.ai LiveCodeBenchVals.ai IOIArtificial AnalysisVals.ai ProgramBenchFrontierSWESWE-rebench
More / ExperimentalProgrammatic Reasoning IQ vs CostEach model's estimated Programmatic 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 +6 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 BenchmarksTerminal-Bench 4.0 ScoresExact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Programmatic Reasoning using a provisional calibrated scale.Data: Artificial AnalysisOpen chartIQ BenchmarksLiveCodeBench Benchmark ScoresEach model's LiveCodeBench score. Color = provider.Data: Vals.ai, Vals.ai LiveCodeBenchOpen chartIQ BenchmarksProgramBench ScoresAlmost Resolved score: share of ProgramBench tasks passing at least 95% of hidden tests. Color = provider.Data: Vals.ai ProgramBenchOpen chartIQ BenchmarksIOI V2 Scores2024–2026 olympiad tasks, no interactive grading feedback. Version 2 only; separately calibrated from archived V1. Contributes to Programmatic Reasoning using a provisional calibrated scale.Data: Vals.ai IOI V2Open chartIQ BenchmarksSWE-rebench Benchmark ScoresEach model's SWE-rebench resolved rate. Color = provider.Data: SWE-rebenchOpen chart