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Determining domain-specific differences of polysemous words using context information

 
: Toews, D.; Holland, L. van

:
Fulltext (PDF; )

Spoletini, P.:
REFSQ-2019. REFSQ Workshops, Doctoral Symposium, Live Studies Track, and Poster Track. Online resource : Joint Proceedings of REFSQ-2019 Workshops, Doctoral Symposium, Live Studies Track, and Poster Track co-located with the 25th International Conference on Requirements Engineering: Foundation for Software Quality (REFSQ 2019), Essen, Germany, March 18th, 2019
La Clusaz: CEUR, 2019 (CEUR Workshop Proceedings 2376)
http://ceur-ws.org/Vol-2376/
Paper 02, 9 pp.
International Conference on Requirements Engineering - Foundation for Software Quality (REFSQ) <25, 2019, Essen>
English
Conference Paper, Electronic Publication
Fraunhofer FKIE ()

Abstract
In this paper we describe our early work with determining domain-specific differences of polysemous words. The goal is to determine whether a word has different meanings in two different text corpora. Previous work tried to identify such words by training word embeddings specific for those domains and then comparing the resulting vectors. Our use case, however, does not contain enough text to train word embeddings. Thus, we present a novel method that is able to make use of context information and determine domain-specific differences of words without generating word embeddings.

: http://publica.fraunhofer.de/documents/N-624862.html