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A comparison of statistical and neural machine translation for Slovene, Serbian and Croatian

dc.contributor.authorArcan, Mihael
dc.date.accessioned2019-01-29T12:22:57Z
dc.date.available2019-01-29T12:22:57Z
dc.date.issued2018-09-20
dc.identifier.citationArcan, Mihael. (2018). A comparison of Statistical and Neural Machine Translation for Slovene, Serbian and Croatian. Paper presented at the Language Technologies and Digital Humanities 2018, University of Ljubljana, Ljubljana, Slovenia, 20-21 September.en_IE
dc.identifier.urihttp://hdl.handle.net/10379/14880
dc.description.abstractIn this paper we present a comparison of translation quality using of Statistical Machine Translation (SMT) and Neural Machine Translation (NMT), considering translation directions between English, Slovene, Serbian and Croatian. Our experiments show that on a reduced training dataset with around two million sentences, SMT outperforms the NMT neural models. Furthermore, we present experiments with enlarged neural architectures, using 1,000 nodes and 4 hidden layers, which shows improved translation quality in terms of the BLEU metricen_IE
dc.description.sponsorshipThis publication has emanated from research supported in part by a research grant from Science Foundation Ireland (SFI) under Grant Number SFI/12/RC/2289 (Insight)en_IE
dc.formatapplication/pdfen_IE
dc.language.isoenen_IE
dc.publisherLanguage Technologies and Digital Humanities 2018en_IE
dc.relation.ispartofLanguage Technologies and Digital Humanities 2018en
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Ireland
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/3.0/ie/
dc.subjectStatisticalen_IE
dc.subjectNeuralen_IE
dc.subjectMachine Translationen_IE
dc.subjectSloveneen_IE
dc.subjectSerbianen_IE
dc.subjectCroatianen_IE
dc.titleA comparison of statistical and neural machine translation for Slovene, Serbian and Croatianen_IE
dc.typeConference Paperen_IE
dc.date.updated2019-01-23T17:30:04Z
dc.local.publishedsourcehttp://www.sdjt.si/wp/dogodki/konference/jtdh-2018-english/proceedings-jtdh-2018/en_IE
dc.description.peer-reviewedpeer-reviewed
dc.contributor.funderScience Foundation Irelanden_IE
dc.internal.rssid14467065
dc.local.contactMihael Arcan. Email: mihael.arcan@insight-centre.org
dc.local.copyrightcheckedYes
dc.local.versionPUBLISHED
dcterms.projectinfo:eu-repo/grantAgreement/SFI/SFI Research Centres/12/RC/2289/IE/INSIGHT - Irelands Big Data and Analytics Research Centre/en_IE
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Except where otherwise noted, this item's license is described as Attribution-NonCommercial-NoDerivs 3.0 Ireland