清华NLP组年度巨献：机器翻译30年最重要论文阅读清单（上）( 六 ) 新智元报道来源：Github【新智

基于Pivot的方法
OrhanFirat,BaskaranSankaran,YaserAl-Onaizan,FatosT.YarmanVural,andKyunghyunCho.2016.Zero-ResourceTranslationwithMulti-LingualNeuralMachineTranslation.InProceedingsofEMNLP2016.HaoZheng,YongCheng,andYangLiu.2017.MaximumExpectedLikelihoodEstimationforZero-resourceNeuralMachineTranslation.InProceedingsofIJCAI2017.YunChen,YangLiu,YongChengandVictorO.K.Li.2017.ATeacher-StudentFrameworkforZero-resourceNeuralMachineTranslation.InProceedingsofACL2017.YongCheng,QianYang,YangLiu,MaosongSun,andWeiXu.2017.JointTrainingforPivot-basedNeuralMachineTranslation.InProceedingsofIJCAI2017.YunChen,YangLiu,andVictorO.K.Li.2018.Zero-ResourceNeuralMachineTranslationwithMulti-AgentCommunicationGame.InProceedingsofAAAI2018.ShuoRen,WenhuChen,ShujieLiu,MuLi,MingZhou,andShuaiMa.2018.TriangularArchitectureforRareLanguageTranslation.InProceedingsofACL2018.
数据增强方法
MarziehFadaee,AriannaBisazza,andChristofMonz.2017.DataAugmentationforLow-ResourceNeuralMachineTranslation.InProceedingsofACL2017.MarziehFadaeeandChristofMonz.2018.Back-TranslationSamplingbyTargetingDifficultWordsinNeuralMachineTranslation.InProceedingsofEMNLP2018.SergeyEdunov,MyleOtt,MichaelAuli,andDavidGrangier.2018.UnderstandingBack-TranslationatScale.InProceedingsofEMNLP2018.XinyiWang,HieuPham,ZihangDai,andGrahamNeubig.2018.SwitchOut:anEfficientDataAugmentationAlgorithmforNeuralMachineTranslation.InProceedingsofEMNLP2018.
数据选择方法
MarliesvanderWees,AriannaBisazzaandChristofMonz.2017.DynamicDataSelectionforNeuralMachineTranslation.InProceedingsofEMNLP2017.
迁移学习和多任务学习方法
BarretZoph,DenizYuret,JonathanMay,andKevinKnight.2016.TransferLearningforLow-ResourceNeuralMachineTranslation.InProceedingsofEMNLP2016.JiataoGu,HanyHassan,JacobDevlin,andVictorO.K.Li.2018.UniversalNeuralMachineTranslationforExtremelyLowResourceLanguages.InProceedingsofNAACL2018.PooryaZaremoodiandGholamrezaHaffari.2018.NeuralMachineTranslationforBilinguallyScarceScenarios:aDeepMulti-TaskLearningApproach.InProceedingsofNAACL2018.PooryaZaremoodi,WrayBuntine,andGholamrezaHaffari.2018.AdaptiveKnowledgeSharinginMulti-TaskLearning:ImprovingLow-ResourceNeuralMachineTranslation.InProceedingsofACL2018.TomKocmiandOndejBojar.2018.TrivialTransferLearningforLow-ResourceNeuralMachineTranslation.InProceedingsoftheThirdConferenceonMachineTranslation:ResearchPapers.
元学习方法
JiataoGu,YongWang,YunChen,KyunghyunCho,andVictorO.K.Li.2018.Meta-LearningforLow-ResourceNeuralMachineTranslation.InProceedingsofEMNLP2018.
多语言翻译
DaxiangDong,HuaWu,WeiHe,DianhaiYu,andHaifengWang.2015.Multi-TaskLearningforMultipleLanguageTranslation.InProceedingsofACL2015.OrhanFirat,KyunghyunChoandYoshuaBengio.2016.Multi-way,multilingualneuralmachinetranslationwithaSharedAttentionMechanism.InProceedingsofNAACL2016.BarretZophandKevinKnight.2016.Multi-SourceNeuralTranslation.InProceedingsofNAACL2016.OrhanFirat,BaskaranSanKaran,YaserAl-Onaizan,FatosT.YarmanVural,KyunghyunCho.2016.Zero-ResourceTranslationwithMulti-LingualNeuralMachineTranslation.InProceedingsofEMNLP2016.MelvinJohnson,MikeSchuster,QuocV.Le,MaximKrikun,YonghuiWu,ZhifengChen,NikhilThorat,FernandaViégas,MartinWattenberg,GregCorrado,MacduffHughes,andJeffreyDean.2017.Google'sMultilingualNeuralMachineTranslationSystem:EnablingZero-ShotTranslation.TransactionsoftheAssociationforComputationalLinguistics.SurafelMelakuLakew,MauroCettolo,andMarcelloFederico.2018.AComparisonofTransformerandRecurrentNeuralNetworksonMultilingualNeuralMachineTranslation.InProceedingsofCOLING2018.GraemeBlackwood,MiguelBallesteros,andToddWard.2018.MultilingualNeuralMachineTranslationwithTask-SpecificAttention.InProceedingsofCOLING2018.EmmanouilAntoniosPlatanios,MrinmayaSachan,GrahamNeubig,andTomMitchell.2018.ContextualParameterGenerationforUniversalNeuralMachineTranslation.InProceedingsofEMNLP2018.YiningWang,JiajunZhang,FeifeiZhai,JingfangXu,andChengqingZong.2018.ThreeStrategiestoImproveOne-to-ManyMultilingualTranslation.InProceedingsofEMNLP2018.XuTan,YiRen,DiHe,TaoQin,ZhouZhao,andTie-YanLiu.2019.MultilingualNeuralMachineTranslationwithKnowledgeDistillation.InProceedingsofICLR2019.XinyiWang,HieuPham,PhilipArthur,andGrahamNeubig.2019.MultilingualNeuralMachineTranslationWithSoftDecoupledEncoding.InProceedingsofICLR2019.