FrontierMath Tier 4 Benchmark Scores
Each model's FrontierMath Tier 4 score. Color = provider.
FrontierMath Tier 4 Benchmark Scores
Each model's FrontierMath Tier 4 score. Color = provider.
FrontierMath Tier 4 Cost Efficiency
Source-backed FrontierMath Tier 4 scores plotted against estimated effective cost per 1M I/O tokens (a runtime estimate, not a published task cost). Explicit reasoning/nonreasoning siblings are connected where both are public. Color = provider.
This chart is part of the FrontierMath Tier 4 benchmark page, which adds the model table, sources and how to read each view.
IQ DimensionsMathematical Reasoning IQ Bell CurveEach model's estimated Mathematical Reasoning IQ, placed on a standard normal IQ distribution.Data: Epoch AI FrontierMath, ProofBench 1.1, MathArena +2 moreOpen chartCoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI, Epoch AI +26 moreOpen chartIQ BenchmarksFrontierMath Tier 1-3 Benchmark ScoresEach model's FrontierMath Tier 1-3 score. Color = provider.Data: Epoch AI FrontierMathOpen chartIQ BenchmarksAIME Benchmark ScoresEach model's AIME score. Color = provider.Data: Vals.ai, Artificial AnalysisOpen chartIQ BenchmarksMathArena Benchmark ScoresEach model's MathArena expected performance. Color = provider.Data: MathArenaOpen chartIQ BenchmarksProofBench 1.1 ScoresNative Lean 4.25.2 verification including native_decide. Version 1.1 only; not comparable to the unversioned historical cohort. Contributes to Mathematical Reasoning using a provisional calibrated scale.Data: ProofBench 1.1Open chart