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FrontierMath Benchmark Reveals AI's Struggles with Complex Math

Epoch AI's new benchmark challenges AI models with problems requiring advanced reasoning, exposing significant limitations.

  • Epoch AI's FrontierMath benchmark tests AI models on intricate math problems, showing they solve less than 2% of them.
  • The benchmark includes problems from number theory, real analysis, and algebraic geometry, requiring extended reasoning chains.
  • Leading mathematicians, including Fields Medalists, acknowledge the problems' difficulty, suggesting AI-human collaboration for solutions.
  • Existing benchmarks like GSM-8k and MATH are criticized for data contamination, which FrontierMath aims to avoid with unique problems.
  • FrontierMath's results highlight the gap between current AI reasoning capabilities and human mathematical expertise.
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