AI IQ
Subscribe

Academic Reasoning IQ Over Time

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

Academic Reasoning IQ Over Time
Academic 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 Academic Reasoning IQ checkpoint for that provider.

Data sources
Artificial AnalysisArtificial Analysis Intelligence Index v4.3.2Manual source captureTIGER-Lab MMLU-Pro leaderboard (missing rows only)ARC PrizeEpoch AI FrontierMathProofBench 1.1MathArenaVals.aiVals.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 BenchmarksHumanity's Last Exam Benchmark ScoresEach model's Humanity's Last Exam score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chartIQ BenchmarksSciCode Benchmark ScoresEach model's SciCode score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chartIQ BenchmarksGPQA Diamond Benchmark ScoresEach model's GPQA Diamond score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chartIQ BenchmarksCritPt Benchmark ScoresEach model's CritPt percentage score. Color = provider.Data: Artificial AnalysisOpen chartIQ BenchmarksMMMU-Pro Benchmark ScoresEach model's MMMU-Pro score. Color = provider.Data: Artificial Analysis, Artificial Analysis Intelligence Index v4.3.2Open chart