Paper: Linking Named Entities to Any Database

ACL ID D12-1011
Title Linking Named Entities to Any Database
Venue Conference on Empirical Methods in Natural Language Processing
Session Main Conference
Year 2012
Authors

Existing techniques for disambiguating named entities in text mostly focus on Wikipedia as a target catalog of entities. Yet for many types of entities, such as restaurants and cult movies, relational databases exist that contain far more extensive information than Wikipedia. This paper introduces a new task, called Open-Database Named-Entity Disam- biguation (Open-DB NED), in which a system must be able to resolve named entities to sym- bols in an arbitrary database, without requir- ing labeled data for each new database. We introduce two techniques for Open-DB NED, one based on distant supervision and the other based on domain adaptation. In experiments on two domains, one with poor coverage by Wikipedia and the other with near-perfect cov- erage, our Open-DB NED strategies outper- form ...