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A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet

Virk, Shafqat Mumtaz and Muller, Philippe and Conrath, Juliette A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet. (2016) In: 26th International Conference on Computational Linguistics (COLING 2016), 11 December 2016 - 16 December 2016 (Osaka, Japan).

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Official URL: http://coling2016.anlp.jp/doc/main.pdf

Abstract

Frame semantics is a theory of linguistic meanings, and is considered to be a useful framework for shallow semantic analysis of natural language. FrameNet, which is based on frame semantics, is a popular lexical semantic resource. In addition to providing a set of core semantic frames and their frame elements, FrameNet also provides relations between those frames (hence providing a network of frames i.e. FrameNet). We address here the limited coverage of the network of conceptual relations between frames in FrameNet, which has previously been pointed out by others. We present a supervised model using rich features from three different sources: structural features from the existing FrameNet network, information from the WordNet relations between synsets projected into semantic frames, and corpus-collected lexical associations. We show large improvements over baselines consisting of each of the three groups of features in isolation. We then use this model to select frame pairs as candidate relations, and perform evaluation on a sample with good precision.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to COLING 2016. This paper appears in Proceedings of COLING 2016 ISBN978-4-87974-702-0 The definitive version is available at: http://coling2016.anlp.jp/doc/main.pdf, under a Creative Commons Attribution 4.0 International Licence.
HAL Id:hal-01709130
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)
Laboratory name:
Funders:
French National Research Agency (ASFALDA project ANR-12-CORD- 023) - Polymnie ANR project
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Deposited By: IRIT IRIT
Deposited On:25 Jan 2018 13:55

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