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Academic Reasoning IQ vs Speed

Each model's estimated Academic Reasoning IQ against its completion time, which is time to last token (TTLT). Drag the input and output sliders to see how it changes with the workload.

Academic Reasoning IQ vs Speed
Academic Reasoning IQ vs Speed
Academic Reasoning IQ against completion time
Controls:
Input10K tok
Output1K tok
Academic Reasoning1:1Speed

How to read this chart

Each point is a public model's benchmark score against its estimated completion time (time to last token) for the input and output lengths set by the sliders. Timing comes from the site's per-model speed measurements, not from the benchmark run, so every point is an estimate and labels carry a ~ prefix. The newest generation with a published result is shown by default. Up and to the left is better.

Data sources
Artificial AnalysisArtificial Analysis Intelligence Index v4.3.2Manual source captureTIGER-Lab MMLU-Pro leaderboard (missing rows only)
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