Expressive power of entity-linking frameworks

被引:3
|
作者
Burdick, Douglas [1 ]
Fagin, Ronald [1 ]
Kolaitis, Phokion G. [1 ,2 ]
Popa, Lucian [1 ]
Tan, Wang-Chiew [3 ]
机构
[1] IBM Res Almaden, San Jose, CA 95120 USA
[2] Univ Calif Santa Cruz, Santa Cruz, CA 95064 USA
[3] Megagon Labs, Mountain View, CA USA
关键词
Entity-linking framework; Expressive power; Certain links;
D O I
10.1016/j.jcss.2018.09.001
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We develop a unifying approach to declarative entity linking by introducing the notion of an entity-linking framework and an accompanying notion of the certain links in such a framework. In an entity-linking framework, logic-based constraints are used to express properties of the desired link relations in terms of source relations and, possibly, in terms of other link relations. The definition of the certain links in such a framework makes use of weighted repairs and consistent answers in inconsistent databases. We demonstrate the modeling capabilities of this approach by showing that numerous concrete entity linking scenarios can be cast as such entity-linking frameworks for suitable choices of constraints and weights. By using the certain links as a measure of expressive power, we investigate the relative expressive power of several entity-linking frameworks and obtain sharp comparisons. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:44 / 69
页数:26
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