Logo: Deutsches Institut für Internationale Pädagogische Forschung

Forschung

Publikationendatenbank

Treffer anzeigen

Autor:
Flekova, Lucie; Gurevych, Iryna:

Titel:
Supersense embeddings
A unified model for supersense interpretation, prediction and utilization

Quelle:
In: Association for Computational Linguistics (Hrsg.): Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL 2016) Stroudsburg, PA : Association for Computational Linguistics (2016) , 2029-2041

URL des Volltextes:
http://www.aclweb.org/anthology/P16-1191

Sprache:
Englisch

Dokumenttyp:
4. Beiträge in Sammelwerken; Tagungsband/Konferenzbeitrag/Proceedings

Schlagwörter:
Beziehung, Computerlinguistik, Klassifikation, Semantik, Sinn, Wort


Abstract(englisch):
Coarse-grained semantic categories such as supersenses have proven useful for a range of downstream tasks such as question answering or machine translation. To date, no effort has been put into integrating the supersenses into distributional word representations. We present a novel joint embedding model of words and supersenses, providing insights into the relationship between words and supersenses in the same vector space. Using these embeddings in a deep neural network model, we demonstrate that the supersense enrichment leads to a significant improvement in a range of downstream classification tasks. (DIPF/Orig.)


DIPF-Abteilung:
Informationszentrum Bildung

Notizen:

zuletzt verändert: 11.11.2016