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About this paper
Yifan Yuan, Yancheng Zhu, Zuoyu Zhang, Xiaogang Peng
SurveyGraph builds a Methods-Entity Knowledge Graph (MEKG) linking methods, tasks, datasets, and other entities through named relations. It reuses the graph for retrieval, outlining, and synthesis, expanding retrieval through one-hop links. In equal-budget tests, Biblio+MEKG reports recall at five of 0.304 and typed relation density of 0.174, versus 0.252 and 0.134 for flat lexical retrieval, showing complementarity rather than universal recall superiority.
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