FlexFL: Flexible and Effective Fault Localization With Open-Source Large Language Models

Fault localization (FL) targets identifying bug locations within a software system, which can enhance debugging efficiency and improve software quality. Due to the impressive code comprehension ability of Large Language Models (LLMs), a few studies have proposed to leverage LLMs to locate bugs, i.e....

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Bibliographic Details
Published in:	IEEE transactions on software engineering 2025-05, Vol.51 (5), p.1455-1471
Main Authors:	Xu, Chuyang, Liu, Zhongxin, Ren, Xiaoxue, Zhang, Gehao, Liang, Ming, Lo, David
Format:	Article
Language:	English
Subjects:	Artificial intelligence Codes Computer bugs Computer programming Data privacy Debugging Fault localization Fault location large language model Large language models LLM-based agent Localization Location awareness Open source software Pipelines Software Software quality Software systems Source coding Training
Citations:	Items that this one cites
Online Access:	Get full text
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