ReproRepo introduces a scalable framework using GitHub issues to evaluate ML paper reproducibility. It shows that LLM agents like Codex with GPT-5.5 identify at least one semantically related blocker in 90% of paper-repository pairs without executing code.
ReproRepo: Scaling Reproducibility Audits with GitHub Issues
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