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Unsupervised Machine Translation

Unsupervised machine translation is the task of doing machine translation without any translation resources at training time.

( Image credit: Phrase-Based & Neural Unsupervised Machine Translation )

Papers

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Showing 1–50 of 102 papers

TitleStatusHype
Language Models are Few-Shot LearnersCode3
MASS: Masked Sequence to Sequence Pre-training for Language GenerationCode2
A Probabilistic Formulation of Unsupervised Text Style TransferCode1
Incorporating BERT into Neural Machine TranslationCode1
Multilingual Denoising Pre-training for Neural Machine TranslationCode1
Break-It-Fix-It: Unsupervised Learning for Program RepairCode1
Unsupervised Translation of Programming LanguagesCode1
Unsupervised Vision-and-Language Pre-training Without Parallel Images and CaptionsCode1
Unsupervised Statistical Machine TranslationCode1
Unsupervised Mandarin-Cantonese Machine TranslationCode1
Cross-lingual Language Model PretrainingCode0
Bilingual Lexicon Induction through Unsupervised Machine TranslationCode0
A Theory of Unsupervised Translation Motivated by Understanding Animal CommunicationCode0
Generating Classical Chinese Poems from Vernacular ChineseCode0
Word Translation Without Parallel DataCode0
Weakly-supervised Deep Cognate Detection Framework for Low-Resourced Languages Using Morphological Knowledge of Closely-Related LanguagesCode0
Cross-model Back-translated Distillation for Unsupervised Machine TranslationCode0
Unsupervised Multilingual Alignment using Wasserstein BarycenterCode0
Unsupervised Machine Translation Using Monolingual Corpora OnlyCode0
Unsupervised Translation of German--Lower Sorbian: Exploring Training and Novel Transfer Methods on a Low-Resource LanguageCode0
Low-Resource Unsupervised NMT: Diagnosing the Problem and Providing a Linguistically Motivated SolutionCode0
A Retrieve-and-Rewrite Initialization Method for Unsupervised Machine TranslationCode0
Unsupervised Neural Machine TranslationCode0
Quick Back-Translation for Unsupervised Machine TranslationCode0
Phrase-Based & Neural Unsupervised Machine TranslationCode0
Refining Low-Resource Unsupervised Translation by Language Disentanglement of Multilingual ModelCode0
Unsupervised Neural Machine Translation with SMT as Posterior RegularizationCode0
Zero-Shot Language Transfer vs Iterative Back Translation for Unsupervised Machine TranslationCode0
The LMU Munich System for the WMT 2020 Unsupervised Machine Translation Shared TaskCode0
Cross-lingual Retrieval for Iterative Self-Supervised TrainingCode0
An Effective Approach to Unsupervised Machine TranslationCode0
Extract and Edit: An Alternative to Back-Translation for Unsupervised Neural Machine Translation—0
Exploring Cross-Lingual Transfer Learning with Unsupervised Machine Translation—0
Contrastive Clustering to Mine Pseudo Parallel Data for Unsupervised Translation—0
Explicit Cross-lingual Pre-training for Unsupervised Machine Translation—0
Efficient Unsupervised NMT for Related Languages with Cross-Lingual Language Models and Fidelity Objectives—0
Comparing Unsupervised Word Translation Methods Step by Step—0
Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs—0
Domain Mismatch Doesn’t Always Prevent Cross-lingual Transfer Learning—0
Domain Mismatch Doesn't Always Prevent Cross-Lingual Transfer Learning—0
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning—0
Do all Roads Lead to Rome? Understanding the Role of Initialization in Iterative Back-Translation—0
Boosting Unsupervised Machine Translation with Pseudo-Parallel Data—0
A Multilingual View of Unsupervised Machine Translation—0
Manipuri-English Machine Translation using Comparable Corpus—0
Machine Translation With Weakly Paired Documents—0
Data Selection for Unsupervised Translation of German–Upper Sorbian—0
Machine Translation With Weakly Paired Bilingual Documents—0
Data-dependent Gaussian Prior Objective for Language Generation—0
LMU Munich's Neural Machine Translation Systems at WMT 2018—0
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