PhoenixRepair: Multi-Agent Framework Improves Automated Software Repair Performance
PhoenixRepair is a multi-agent framework designed to enhance automated software repair by systematically exploring multiple candidate edit locations and employing iterative reflection and refinement in patch generation. On the SWE-bench-Verified benchmark, PhoenixRepair achieves a 76.0% Pass@1 resolution rate under MiniMax-M2.5 and demonstrates a 7.8% relative improvement over SWE-agent under DeepSeek-V3.1. The framework also reports higher fault localization accuracy compared to existing methods.
Why it matters: PhoenixRepair expands the search space for automated software repair, leading to notable improvements in resolution rates and fault localization accuracy over prior approaches.
Full story at: arXiv AI/ML ↗