Unsupervised semantic frame induction using triclustering


Ustalov, Dmitry ; Panchenko, Alexander ; Kutuzov, Andrei ; Biemann, Chris ; Ponzetto, Simone Paolo


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URL: https://ub-madoc.bib.uni-mannheim.de/44572
Additional URL: http://www.coli.uni-saarland.de/~ashutosh/papers/n...
URN: urn:nbn:de:bsz:180-madoc-445724
Document Type: Conference or workshop publication
Year of publication: 2018
Book title: The 56th Annual Meeting of the Association for Computational Linguistics : ACL 2018 : proceedings of the conference, vol. 2 (short papers) : July 15 - 20, 2018 Melbourne, Australia
Page range: 55-62
Conference title: 56th Annual Meeting of the Association for Computational Linguistics
Location of the conference venue: Melbourne, Australia
Date of the conference: July 15-20, 2018
Author/Publisher of the book
(only the first ones mentioned)
:
Cohen, Shay
Place of publication: Stroudsburg, PA
Publishing house: Association for Computational Linguistics
ISBN: 978-1-948087-34-6
Related URLs: http://aclweb.org/anthology/P18-2000, https://aclweb.org/anthology/P18-2010
Publication language: English
Institution: School of Business Informatics and Mathematics > Wirtschaftsinformatik III (Ponzetto 2016-)
License: CC BY 4.0
Subject: 004 Computer science, internet
420 English
510 Mathematics
Abstract: We use dependency triples automatically extracted from a Web-scale corpus to perform unsupervised semantic frame induction. We cast the frame induction problem as a triclustering problem that is a generalization of clustering for triadic data. Our replicable benchmarks demonstrate that the proposed graph-based approach, Triframes, shows state-of-the art results on this task on a FrameNet-derived dataset and performing on par with competitive methods on a verb class clustering task.

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Ustalov, Dmitry ORCID: 0000-0002-9979-2188 ; Panchenko, Alexander ORCID: 0000-0001-6097-6118 ; Kutuzov, Andrei ; Biemann, Chris ; Ponzetto, Simone Paolo Unsupervised semantic frame induction using triclustering. Open Access Cohen, Shay 55-62 In: The 56th Annual Meeting of the Association for Computational Linguistics : ACL 2018 : proceedings of the conference, vol. 2 (short papers) : July 15 - 20, 2018 Melbourne, Australia (2018) Stroudsburg, PA 56th Annual Meeting of the Association for Computational Linguistics (Melbourne, Australia) [Conference or workshop publication]
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