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Published at October 22

Semantic-guided Search for Efficient Program Repair with Large Language Models

cs.SD

cs.AI

eess.AS

Released Date: October 22, 2024

Authors: Thanh Le-Cong¹, Bach Le¹, Toby Murray¹

Aff.: ¹The University of Melbourne, Australia

Arxiv: https://arxiv.org/abs/2410.16655v1

Refer to caption

Model	O + BS					Q + BS					O + SeqBS
	10	25	50	100	200	10	25	50	100	200	10	25	50	100	200
CodeGen-2B	66	80	87	75	38	64	80	98	107	89	65	73	80	70	27
CodeGen-6B	72	93	75	39	11	65	95	114	91	55	62	91	74	39	5
InCoder-1B	74	108	119	120	96	71	102	124	134	126	69	104	107	109	65
InCoder-6B	77	95	92	61	27	77	100	123	114	83	75	88	76	34	14
RepairLlama	139	169	160	134	75	_	_	_	_	_	_	_	_	_	_