Enhancing LLM-based Fault Localization with a Functionality-Aware Retrieval-Augmented Generation Framework

Xinyu Shi, Zhenhao Li, An Ran Chen

Fault localization (FL) is a critical but time-consuming task in software debugging, aiming to identify faulty code elements. While recent advances in large language models (LLMs)…