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).
How to make words with vectors: Phrase generation in distributional semantics
Published 2014 in Annual Meeting of the Association for Computational Linguistics
ABSTRACT
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- Publication year
2014
- Venue
Annual Meeting of the Association for Computational Linguistics
- Publication date
2014-06-01
- Fields of study
Linguistics, Computer Science
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- External record
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Semantic Scholar
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