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A Distant Learning Approach for Extracting Hypernym Relations from Wikipedia Disambiguation Pages

Kamel, Mouna and Trojahn, Cassia and Ghamnia, Adel and Aussenac-Gilles, Nathalie and Fabre, Cécile A Distant Learning Approach for Extracting Hypernym Relations from Wikipedia Disambiguation Pages. (2017) In: 21st International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES 2017), 6 September 2017 - 8 September 2017 (Marseille, France).

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Official URL: https://doi.org/10.1016/j.procs.2017.08.208

Abstract

Extracting hypernym relations from text is one of the key steps in the automated construction and enrichment of semantic resources. The state of the art offers a large varierty of methods (linguistic, statistical, learning based, hybrid). This variety could be an answer to the need to process each corpus or text fragment according to its specificities (e.g. domain granularity, nature, language, or target semantic resource). Moreover, hypernym relation may take different linguistic forms. The aim of this paper is to study the behaviour of a supervised learning approach to extract hypernym relations whatever the way they are expressed, and to evaluate its ability to capture regularities from the corpus, without human intervention. We apply a distant supervised learning algorithm on a sub-set of Wikipedia in French made of disambiguation pages where we manually annotated hypernym relations. The learned model obtained a F-measure of 0.67, outperforming lexico-syntactic pattern matching used as baseline.

Item Type:Conference or Workshop Item (Paper)
Additional Information:https://www.sciencedirect.com/science/article/pii/S1877050917316046
HAL Id:hal-01919073
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (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)
Other partners > Université de Perpignan Via Domitia - UPVD (FRANCE)
Laboratory name:
Funders:
French region Occitanie-Mediterranée-Pyrénées - French FUI program
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Deposited By: IRIT IRIT
Deposited On:18 Oct 2018 14:54

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