BriefGPT.xyz
Jan, 2023
通过联合建模知识图谱和软规则进行知识推理
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules
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Yinyu Lan, Shizhu He, Kang Liu, Jun Zhao
TL;DR
本文提出了一种新的方法,通过迭代学习来注入规则并学习表示以充分利用规则和嵌入,取得了高效性和可扩展性的良好平衡,并通过两个公共数据集的评估,优于当前最先进方法,提高了均值倒数排名(MRR)2.7%和4.3%。
Abstract
knowledge graphs
(KGs) play a crucial role in many applications, such as question answering, but incompleteness is an urgent issue for their broad application. Much research in
knowledge graph completion
(KGC) ha
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