LLM-based Agents for Automated Bug Fixing
Xiangxin Meng, Zexiong Ma, Pengfei Gao, et al.
This paper systematically analyzes six LLM-based agent systems for automated bug fixing on the SWE-bench Verified benchmark, comparing their overall performance, fault localization accuracy, and bug reproduction capabilities.