Verbal multiword expressions for identification of metaphor
File(s)Ha_Verbal_Multiword_Expressions_2020.pdf (239.56 KB)
Published version
Author(s)
Rohanian, Omid
Rei, Marek
Taslimipoor, Shiva
Ha, Le An
Type
Conference Paper
Abstract
Metaphor is a linguistic device in which a concept is expressed by mentioning another. Identifying metaphorical expressions, therefore, requires a non-compositional understanding of semantics. Multiword Expressions (MWEs), on the other hand, are linguistic phenomena with varying degrees of semantic opacity and their identification poses a challenge to computational models. This work is the first attempt at analysing the interplay of metaphor and MWEs processing through the design of a neural architecture whereby classification of metaphors is enhanced by informing the model of the presence of MWEs. To the best of our knowledge, this is the first “MWE-aware” metaphor identification system paving the way for further experiments on the complex interactions of these phenomena. The results and analyses show that this proposed architecture reach state-of-the-art on two different established metaphor datasets.
Date Issued
2020-07-05
Date Acceptance
2020-07-01
Citation
58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020, pp.2890-2895
Publisher
ASSOC COMPUTATIONAL LINGUISTICS-ACL
Start Page
2890
End Page
2895
Journal / Book Title
58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020)
Copyright Statement
© 2020 Association for Computational Linguistics. Materials published in or after 2016 are licensed on a Creative Commons Attribution 4.0 International License.
License URL
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000570978203019&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Source
58th Annual Meeting of the Association-for-Computational-Linguistics (ACL)
Subjects
Science & Technology
Social Sciences
Technology
Computer Science, Artificial Intelligence
Linguistics
Computer Science
Publication Status
Published
Start Date
2020-07-05
Finish Date
2020-07-10
Coverage Spatial
Online
Date Publish Online
2020-07-05