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

@inproceedings{Weissenborn2015MultiObjectiveOF,
  title={Multi-Objective Optimization for the Joint Disambiguation of Nouns and Named Entities},
  author={Dirk Weissenborn and Leonhard Hennig and Feiyu Xu and Hans Uszkoreit},
  booktitle={ACL},
  year={2015}
}
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-ofthe-art results on several corpora. These improvements demonstrate the importance of… CONTINUE READING
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