Example of comparison between previous retrieval methods (top) and our proposed KGMP (bottom).

Example of comparison between previous retrieval methods (top) and our proposed KGMP (bottom).

<p>Example of comparison between previous retrieval methods (top) and our proposed KGMP (bottom).</p>

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Bibliographic Details
Main Author:	Zhijie Yang (1420261) (author)
Other Authors:	Liyuan Weng (5537240) (author), Liang Zhang (41392) (author), Ruojia Tong (22379302) (author), Jianyu Xie (11625062) (author), Zhuo Zeng (2414500) (author), Duanbing Chen (10130964) (author)
Published:	2025
Subjects:	Sociology Statistics Science Policy Biological Sciences not elsewhere classified Information Systems not elsewhere classified order subgraph information new technical paradigm experimental results show efficient communication interface problem oriented graphs generation framework fine pruning strategies based hop subgraph input hop query performance graph query language div >< p subgraphs input performance improvement natural language knowledge graphs knowledge graph hop perceptron hop inference whose innovativeness tuned based traditional text three aspects study provides structured knowledge structural differences sparql syntax semantically complete reranker model progressive reasoning made progress kbqa faces kbqa ), existing approaches dual challenge deep collaboration cwq datasets core challenge chatkbqa framework
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