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Published at December 5

Integrating Various Software Artifacts for Better LLM-based Bug Localization and Program Repair

cs.SE

cs.AI

Released Date: December 5, 2024

Authors: Qiong Feng¹, Xiaotian Ma¹, Jiayi Sheng¹, Ziyuan Feng¹, Wei Song¹, Peng Liang²

Aff.: ¹Nanjing University of Science and Technology; ²Wuhan University

Arxiv: http://arxiv.org/pdf/2412.03905v1

Refer to caption

	Single Method	Non Single
—	46/489=9.4%	4/345=1.2%
Issue	127/478=26.6%	14/337=4.2%
Stack	132/489=27.0%	13/345=3.8%
Debug	114/468=24.4%	11/326=3.4%
Issue+Stack	159/464=34.3%	21/328=6.4%
Issue+Debug	191/457=41.8%	24/318=7.6%
Stack+Debug	139/462=30.1%	14/321=4.4%
Issue+Stack+Debug	197/457=43.1%	30/318=9.4%
Union	274/489=56.0%	50/346=14.5%