OpenFrontiers: A Collection of Open Research Problems and a Benchmark for Scientific Rediscovery

Impact 7 arXiv cs.AI

Summary

  • Researchers introduce OpenFrontiers, a cross-disciplinary resource containing a structured corpus of 12,151 open research problems.
  • The resource features a retrospective benchmark of 200 mathematical problems, including 110 resolved in 2026 and 90 open ones.
  • Each benchmark problem includes a Lean 4 statement checked by automated probes and independent reviews.
  • Evaluating seven LLM agents on the HQ-50 subset showed that closed-book rediscovery is rare, while live-web success largely reflects retrieving published solutions.

Why it matters

OpenFrontiers provides a standardized evaluation framework to measure research-level problem solving and scientific rediscovery in large language models.

Who should care