RepoRescue creates a benchmark of 315 repositories and shows LLM agents rescue up to 41.5% with runtime enforcement and 62.7% when combining systems, with hardest cases requiring cross-file changes.
When large language models confront repository-level automatic program repair: How well they done?
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RepoRescue: An Empirical Study of LLM Agents on Whole-Repository Compatibility Rescue
RepoRescue creates a benchmark of 315 repositories and shows LLM agents rescue up to 41.5% with runtime enforcement and 62.7% when combining systems, with hardest cases requiring cross-file changes.