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.