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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
Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs—0
Decoupled Vocabulary Learning Enables Zero-Shot Translation from Unseen Languages—0
The Impact of Syntactic and Semantic Proximity on Machine Translation with Back-Translation—0
Quick Back-Translation for Unsupervised Machine TranslationCode0
Weakly-supervised Deep Cognate Detection Framework for Low-Resourced Languages Using Morphological Knowledge of Closely-Related LanguagesCode0
Boosting Unsupervised Machine Translation with Pseudo-Parallel Data—0
Bilex Rx: Lexical Data Augmentation for Massively Multilingual Machine TranslationCode0
Unsupervised Mandarin-Cantonese Machine TranslationCode1
On the Role of Parallel Data in Cross-lingual Transfer Learning—0
Domain Mismatch Doesn't Always Prevent Cross-Lingual Transfer Learning—0
A Theory of Unsupervised Translation Motivated by Understanding Animal CommunicationCode0
CUNI Submission to MT4All Shared Task—0
Domain Mismatch Doesn’t Always Prevent Cross-lingual Transfer Learning—0
Unsupervised Machine Translation in Real-World Scenarios—0
Refining Low-Resource Unsupervised Translation by Language Disentanglement of Multilingual ModelCode0
QiuNiu: A Chinese Lyrics Generation System with Passage-Level Input—0
Flow-Adapter Architecture for Unsupervised Machine Translation—0
On Systematic Style Differences between Unsupervised and Supervised MT and an Application for High-Resource Machine Translation—0
Unsupervised Translation of German–Lower Sorbian: Exploring Training and Novel Transfer Methods on a Low-Resource Language—0
Unsupervised Neural Machine Translation with Universal Grammar—0
Multilingual Unsupervised Neural Machine Translation with Denoising Adapters—0
Leveraging Automated Unit Tests for Unsupervised Code TranslationCode0
Contrastive Clustering to Mine Pseudo Parallel Data for Unsupervised Translation—0
Translating Robot Skills: Learning Unsupervised Skill Correspondences Across Robots—0
Unsupervised Translation of German--Lower Sorbian: Exploring Training and Novel Transfer Methods on a Low-Resource LanguageCode0
Paraphrase Generation as Unsupervised Machine Translation—0
Exploring Cross-Lingual Transfer Learning with Unsupervised Machine Translation—0
Manipuri-English Machine Translation using Comparable Corpus—0
Integrating Unsupervised Data Generation into Self-Supervised Neural Machine Translation for Low-Resource Languages—0
On Systematic Style Differences between Unsupervised and Supervised MT and an Application for High-Resource Machine Translation—0
Break-It-Fix-It: Unsupervised Learning for Program RepairCode1
Crosslingual Embeddings are Essential in UNMT for Distant Languages: An English to IndoAryan Case Study—0
Unsupervised Multilingual Sentence Embeddings for Parallel Corpus Mining—0
Backretrieval: An Image-Pivoted Evaluation Metric for Cross-Lingual Text Representations Without Parallel Corpora—0
Efficient Unsupervised NMT for Related Languages with Cross-Lingual Language Models and Fidelity Objectives—0
Zero-Shot Language Transfer vs Iterative Back Translation for Unsupervised Machine TranslationCode0
Unsupervised Machine Translation On Dravidian Languages—0
From Unsupervised Machine Translation To Adversarial Text Generation—0
The NITS-CNLP System for the Unsupervised MT Task at WMT 2020—0
Data Selection for Unsupervised Translation of German–Upper Sorbian—0
SJTU-NICT’s Supervised and Unsupervised Neural Machine Translation Systems for the WMT20 News Translation Task—0
UdS-DFKI@WMT20: Unsupervised MT and Very Low Resource Supervised MT for German-Upper Sorbian—0
Low-Resource Unsupervised NMT: Diagnosing the Problem and Providing a Linguistically Motivated SolutionCode0
The LMU Munich System for the WMT 2020 Unsupervised Machine Translation Shared TaskCode0
Unsupervised Vision-and-Language Pre-training Without Parallel Images and CaptionsCode1
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning—0
SJTU-NICT's Supervised and Unsupervised Neural Machine Translation Systems for the WMT20 News Translation Task—0
Harnessing Multilinguality in Unsupervised Machine Translation for Rare Languages—0
A Retrieve-and-Rewrite Initialization Method for Unsupervised Machine TranslationCode0
Cross-Lingual Unsupervised Sentiment Classification with Multi-View Transfer Learning—0
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