OSVerify: LLM verification framework finds 18 issues across 11 OpenAI math preprints

james_y_zou · x · 2026-10-16

Researchers introduce OSVerify, an LLM-based one-sided verification framework that decouples proof checking into error proposal and error validation, preserving rare valid solutions for expert review. Used to referee 11 recent OpenAI math preprints, it surfaced 5 major and 13 minor issues, all human-verified — addressing the bottleneck that AI-generated scientific output now exceeds human review capacity.

Related event: Stanford's OSVerify Finds 18 Issues Across OpenAI Math Preprints(6 posts)→

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