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Authors

Vanmassenhove E.; Way A.

Conference Title

ACL-SRW 2018 - Student Research Workshop, 56th Annual Meeting of the Association for Computational Linguistics

Title of Paper

SuperNMT: Neural machine translation with semantic supersenses and syntactic supertags

Year

2018

Month

January

Status

Published

Peer Reviewed

Times Cited

()

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Editors

Start Page

End Page

Location

Melbourne, Australia

Start Date

15-JUL-18

End Date

20-JUL-18

Abstract

© 2018 Association for Computational Linguistics. In this paper we incorporate semantic supersensetags and syntactic supertag features into EN-FR and EN-DE factored NMT systems. In experiments on various test sets, we observe that such features (and particularly when combined) help the NMT model training to converge faster and improve the model quality according to the BLEU scores.

Funded By

URL

https://aclweb.org/anthology/P18-3010

DOI Link

Grant Details

Funding Body

Science Foundation Ireland (SFI)

Grant Details

SFI Research Centres Programme (Grant 13/RC/2106); DCU Daniel O'Hare Research Scholarship;ACL SRW travel grant