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Published at November 4

RuAG: Learned-rule-augmented Generation for Large Language Models

cs.AI

cs.CL

cs.LG

Released Date: November 4, 2024

Authors: Yudi Zhang¹, Pei Xiao², Lu Wang³, Chaoyun Zhang³, Meng Fang⁴, Yali Du⁵, Yevgeniy Puzyrev³, Randolph Yao³, Si Qin³, Qingwei Lin³, Mykola Pechenizkiy¹, Dongmei Zhang³, Saravan Rajmohan³, Qi Zhang³

Aff.: ¹Eindhoven University of Technology; ²Peking University; ³Microsoft; ⁴University of Liverpool; ⁵King's College London

Arxiv: http://arxiv.org/abs/2411.03349v1

	Mehtod	F1	Precision	Recall
Traditional	LogCluster	70.97%	96.70%	56.05%
	DeepLog	53.55%	53.74%	65.08%
	LogRobust	87.31%	89.12%	85.54%
LLM-Based	HtT	58.73%	45.46%	82.31%
	LogGPT	72.56%	56.82%	100%
	Ours	92.59	86.21%	100%