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Predicting the relevance of distributional semantic similarity with contextual information

Muller, Philippe and Fabre, Cécile and Adam, Clémentine Predicting the relevance of distributional semantic similarity with contextual information. (2014) In: 52nd Annual Meeting of the Association for Computational Linguistics (ACL 2014), 23 June 2014 - 25 June 2014 (Baltimore, Maryland, United States).

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Abstract

Using distributional analysis methods to compute semantic proximity links between words has become commonplace in NLP. The resulting relations are often noisy or difficult to interpret in general. This paper focuses on the issues of evaluating a distributional resource and filtering the relations it contains, but instead of considering it in abstracto, we focus on pairs of words in context. In a discourse, we are interested in knowing if the semantic link between two items is a byproduct of textual coherence or is irrelevant. We first set up a human annotation of semantic links with or without contextual information to show the importance of the textual context in evaluating the relevance of semantic similarity, and to assess the prevalence of actual semantic relations between word tokens. We then built an experiment to automatically predict this relevance, evaluated on the reliable reference data set which was the outcome of the first annotation. We show that in-document information greatly improve the prediction made by the similarity level alone.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to ACL. ISBN 978-1-937284-72-5 The original PDF is available at : http://acl2014.org/acl2014/P14-1/pdf/P14-1045.pdf
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited By: IRIT IRIT
Deposited On:10 Jul 2015 09:06

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