Publikation

Multi-objective Optimization for the Joint Disambiguation of Nouns and Named Entities

Dirk Weißenborn, Leonhard Hennig, Feiyu Xu, Hans Uszkoreit

In: 53nd Annual Meeting of the Association for Computational Linguistics, July. Annual Meeting of the Association for Computational Linguistics (ACL-15) July 27-30 Beijing China ACL 2015.

Abstrakt

In this paper, we present a novel approach to joint word sense disambiguation (WSD) and entity linking (EL) that combines a set of complementary objectives in an extensible multi-objective formalism. During disambiguation the system performs continuous optimization to find optimal probability distributions over candidate senses. The performance of our system on nominal WSD as well as EL improves state-of-the-art results on several corpora. These improvements demonstrate the importance of combining complementary objectives in a joint model for robust disambiguation.

Projekte

Weitere Links

Deutsches Forschungszentrum für Künstliche Intelligenz
German Research Center for Artificial Intelligence