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Dev.to
7/14/2026
AdvancedMathBench: A New Benchmark for LLM Advanced Mathematical Reasoning

AdvancedMathBench: A New Benchmark for LLM Advanced Mathematical Reasoning

Short summary

AdvancedMathBench is a new benchmark suite evaluating LLMs on advanced mathematical reasoning at undergraduate and doctoral qualifying-exam levels. It comprises ProverBench (296 proof-generation problems with automatic verification) and VerifierBench (888 proof trajectories for testing verification ability). Even frontier models like GPT-5.5-xhigh score only 75.8 on undergraduate proofs and 66.1 on doctoral-level tasks, with proof verification remaining a significant bottleneck.

  • •ProverBench: 296 problems at UG and doctoral QE levels with automatic verification pipeline
  • •VerifierBench: 888 proof trajectories testing LLM ability to judge proof validity (top F1: 65.1)
  • •Frontier models still struggle — GPT-5.5-xhigh scores 75.8 UG and 66.1 QE on proof generation

Generated with AI, which can make mistakes.

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