How to make words with vectors: Phrase generation in distributional semantics

Georgiana Dinu,Marco Baroni

Published 2014 in Annual Meeting of the Association for Computational Linguistics

ABSTRACT

We introduce the problem of generation in distributional semantics: Given a distributional vector representing some meaning, how can we generate the phrase that best expresses that meaning? We motivate this novel challenge on theoretical and practical grounds and propose a simple data-driven approach to the estimation of generation functions. We test this in a monolingual scenario (paraphrase generation) as well as in a cross-lingual setting (translation by synthesizing adjectivenoun phrase vectors in English and generating the equivalent expressions in Italian).

PUBLICATION RECORD

  • Publication year

    2014

  • Venue

    Annual Meeting of the Association for Computational Linguistics

  • Publication date

    2014-06-01

  • Fields of study

    Linguistics, Computer Science

  • Identifiers
  • External record

    Open on Semantic Scholar

  • Source metadata

    Semantic Scholar

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