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Published at October 23

Graphusion: A RAG Framework for Knowledge Graph Construction with a Global Perspective

cs.LG

cs.AI

Released Date: October 23, 2024

Authors: Rui Yang¹, Boming Yang², Aosong Feng³, Sixun Ouyang⁴, Moritz Blum⁵, Tianwei She⁴, Yuang Jiang⁴, Freddy Lecue⁶, Jinghui Lu⁴, Irene Li⁷

Aff.: ¹Duke-NUS Medical School, Singapore; ²The University of Tokyo, Japan; ³Yale University, USA; ⁴Smartor Inc.; ⁵Bielefeld University, Germany; ⁶INRIA; ⁷University of Tokyo, Japan

Arxiv: https://arxiv.org/abs/2410.17600v1

Model	Entity		Relation
	Rating	Kappa	Rating	Kappa
GPT-4o zs	-	-	$2.28_{\pm 0.88}$	0.68
GPT-4o RAG	-	-	$2.28_{\pm 0.87}$	0.66
GPT-4o Local	-	-	$2.08_{\pm 0.86}$	0.59
GraphRAG	-	-	$2.09_{\pm 0.70}$	0.56
Graphusion
LLaMA	$2.83_{\pm 0.47}$	0.63	$1.82_{\pm 0.81}$	0.51
GPT-3.5	$2.90_{\pm 0.38}$	0.48	$2.14_{\pm 0.83}$	0.67
GPT-4	$2.84_{\pm 0.50}$	0.68	$2.36_{\pm 0.81}$	0.65
GPT-4o	$\bm{\textbf{2.92}_{\pm 0.32}}$	0.65	$\bm{\textbf{2.37}_{\pm 0.82}}$	0.67