Show simple item record

dc.contributor.authorSaunders, Danielleen
dc.contributor.authorStahlberg, Felixen
dc.contributor.authorDe Gispert, Adriàen
dc.contributor.authorByrne, Williamen
dc.date.accessioned2018-09-21T13:05:41Z
dc.date.available2018-09-21T13:05:41Z
dc.identifier.urihttps://www.repository.cam.ac.uk/handle/1810/280603
dc.description.abstractWe explore strategies for incorporating target syntax into Neural Machine Translation. We specifically focus on syntax in ensembles containing multiple sentence representations. We formulate beam search over such ensembles using WFSTs, and describe a delayed SGD update training procedure that is especially effective for long representations like linearized syntax. Our approach gives state-of-the-art performance on a difficult Japanese-English task.
dc.description.sponsorshipThis work was supported by EPSRC grant EP/L027623/1.
dc.publisherAssociation for Computational Linguistics
dc.subjectmachine translationen
dc.subjectneural machine translationen
dc.titleMulti-representation Ensembles and Delayed SGD Updates Improve Syntax-based NMTen
dc.typeConference Object
prism.endingPage325
prism.publicationNameProceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)en
prism.startingPage319
prism.volumeP18-2051en
dc.identifier.doi10.17863/CAM.27971
dcterms.dateAccepted2018-04-20en
rioxxterms.versionAM*
rioxxterms.licenseref.urihttp://www.rioxx.net/licenses/all-rights-reserveden
rioxxterms.licenseref.startdate2018-04-20en
dc.contributor.orcidSaunders, Danielle [0000-0002-7943-3102]
dc.contributor.orcidStahlberg, Felix [0000-0002-0430-5704]
rioxxterms.typeConference Paper/Proceeding/Abstracten
pubs.funder-project-idEPSRC (1632937)
pubs.funder-project-idEPSRC (EP/L027623/1)
dc.identifier.urlhttps://aclanthology.info/volumes/proceedings-of-the-56th-annual-meeting-of-the-association-for-computational-linguistics-volume-2-short-papersen
pubs.conference-nameACL 2018: 56th Annual Meeting of the Association for Computational Linguisticsen
pubs.conference-start-date2018-07-15en
rioxxterms.freetoread.startdate2019-09-24


Files in this item

Thumbnail

This item appears in the following Collection(s)

Show simple item record