Ir al contenido (pulsa Retorno)

Universitat Politècnica de Catalunya

    • Català
    • Castellano
    • English
    • LoginRegisterLog in (no UPC users)
  • mailContact Us
  • world English 
    • Català
    • Castellano
    • English
  • userLogin   
      LoginRegisterLog in (no UPC users)

UPCommons. Global access to UPC knowledge

58.698 UPC E-Prints
You are here:
View Item 
  •   DSpace Home
  • E-prints
  • Altres
  • Enviament des de DRAC
  • View Item
  •   DSpace Home
  • E-prints
  • Altres
  • Enviament des de DRAC
  • View Item
JavaScript is disabled for your browser. Some features of this site may not work without it.

Learning task-specific bilexical embeddings

Thumbnail
View/Open
Pranava et al.pdf (211,9Kb)
Share:
 
  View Usage Statistics
Cita com:
hdl:2117/25010

Show full item record
Madhyastha, Pranava S.
Carreras Pérez, Xavier
Quattoni, Ariadna JulietaMés informacióMés informacióMés informació
Document typeConference report
Defense date2014
Rights accessOpen Access
All rights reserved. This work is protected by the corresponding intellectual and industrial property rights. Without prejudice to any existing legal exemptions, reproduction, distribution, public communication or transformation of this work are prohibited without permission of the copyright holder
Abstract
We present a method that learns bilexical operators over distributional representations of words and leverages supervised data for a linguistic relation. The learning algorithm exploits lowrank bilinear forms and induces low-dimensional embeddings of the lexical space tailored for the target linguistic relation. An advantage of imposing low-rank constraints is that prediction is expressed as the inner-product between low-dimensional embeddings, which can have great computational benefits. In experiments with multiple linguistic bilexical relations we show that our method effectively learns using embeddings of a few dimensions.
CitationMadhyastha, P.S.; Carreras, X.; Quattoni, A. Learning task-specific bilexical embeddings. A: International Conference on Computational Linguistics. "Proceedings of the 25th International Conference on Computational Linguistics". Dublin: 2014, p. 161-171. 
URIhttp://hdl.handle.net/2117/25010
ISBN978-1-941643-26-6 ii
Publisher versionhttp://anthology.aclweb.org/C/C14/C14-1017.pdf
Collections
    Share:
     
      View Usage Statistics

    Show full item record

    FilesDescriptionSizeFormatView
    Pranava et al.pdf211,9KbPDFView/Open

    Browse

    This CollectionBy Issue DateAuthorsOther contributionsTitlesSubjectsThis repositoryCommunities & CollectionsBy Issue DateAuthorsOther contributionsTitlesSubjects

    © UPC Obrir en finestra nova . Servei de Biblioteques, Publicacions i Arxius

    info.biblioteques@upc.edu

    • About This Repository
    • Contact Us
    • Send Feedback
    • Inici de la pàgina