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AI’s math problem: FrontierMath benchmark shows how far technology still has to go

  • A new benchmark named FrontierMath has exposed AI's lack of deep reasoning and creativity required for advanced mathematical reasoning.
  • FrontierMath is a collection of hundreds of original, research-level math problems that require deep reasoning and creativity, qualities that AI still lacks.
  • FrontierMath is tougher than the traditional math benchmarks that AI can solve such as GSM-8K and MATH, and is designed to avoid data contamination.
  • Mathematics is a unique domain to evaluate complex reasoning and test AI reasoning capabilities.
  • The difficulty of the problems has not gone unnoticed, and Fields Medalists Terence Tao, Timothy Gowers, and Richard Borcherds shared their thoughts on the challenge.
  • Even with tools like Python, the top AI models still could not solve more than 2% of the FrontierMath problems.
  • FrontierMath represents a critical step forward in evaluating AI’s reasoning capabilities, making it possible to measure progress toward true AI intelligence.
  • While AI has made strides in recent years, there are still areas where human expertise reigns supreme.
  • Epoch AI plans to expand FrontierMath over time, adding more problems and refining the benchmark to remain relevant and challenging for future AI systems.
  • FrontierMath shows that when it comes to solving the hardest problems in math, AI still has a lot to learn.

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