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Abstract Reasoning IQ Over Time

Each model's estimated Abstract Reasoning IQ by release date. Step-lines connect each provider's flagship models over time.

Abstract Reasoning IQ Over Time
Abstract Reasoning IQ Over Time
The frontier by release date

How to read this chart

Each dot is a model with a known release date. Provider lines track public flagship releases over time and advance only when a newer model sets a higher Abstract Reasoning IQ checkpoint for that provider.

Data sources
ARC PrizeEpoch AI FrontierMathProofBench 1.1MathArenaVals.aiArtificial AnalysisArtificial Analysis Intelligence Index v4.3.2Manual source captureTIGER-Lab MMLU-Pro leaderboard (missing rows only)Vals.ai LiveCodeBenchVals.ai IOI V2Vals.ai ProgramBenchSWE-rebenchLLM StatsLLM Stats BrowseCompOSWorldLLM Stats OSWorld-VerifiedScale LabsScale Labs MCP AtlasArena.ai Agent ArenaAgents' Last ExamEpoch AI SimpleQA VerifiedBullshitBench v2Kaggle FACTS Grounding leaderboard
CoreIQ 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 chartIQ DimensionsAbstract Reasoning IQ RankingsEach model's estimated Abstract Reasoning IQ, ranked highest to lowest. Defaults to current-generation models.Data: ARC PrizeOpen chart