Why it matters

Math evals track reasoning frontier. Understanding shapes eval.

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The architecture

Multi-tier benchmarks.

MATH: high school competition.

AIME: competition.

FrontierMath: PhD-level research.

Math benchmark tiersElementaryGSM8KCompetitionMATH + AIMEResearchFrontierMathFrontierMath (Epoch AI) hard even for domain experts; resists frontier saturation
Math evals.
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How it works end to end

MATH + AIME + GSM8K + FrontierMath.

Automated verification for correct final answer.

o1 / R1 excel here.