REFINE Multi-Agent LLM System Cuts Java Code Smells Up to 73% but Flags Assertion and Method-Removal Risks
A new preprint tests a multi-agent LLM refactoring pipeline on 450 Java files, cutting code smells up to 73% while flagging that assertions and public methods are sometimes silently removed.