On using monolingual corpora in neural machine translation

C Gulcehre, O Firat, K Xu, K Cho, L Barrault… - arXiv preprint arXiv …, 2015 - arxiv.org
corpora. In this work, we investigate how to leverage abundant monolingual corpora for neural
machine translation. … scores over the neural machine translation baselines, respectively. …

Unsupervised machine translation using monolingual corpora only

G Lample, A Conneau, L Denoyer… - arXiv preprint arXiv …, 2017 - arxiv.org
… the availability of large-scale parallel corpora. There have been numerous … translate even
without any parallel data. We propose a model that takes sentences from monolingual corpora

[PDF][PDF] Domain adaptation for statistical machine translation with domain dictionary and monolingual corpora

H Wu, H Wang, C Zong - … of the 22nd International Conference on …, 2008 - aclanthology.org
translation dictionary and/or in-domain monolingual corpora (… ined on the out-of-domain
corpora. Thus, our method uses … domain monolingual corpora improves the translation quality …

[PDF][PDF] The role of large monolingual Corpora in improving machine translation quality

TM Miangah - 2012 - researchgate.net
… output quality of an English-Persian machine translation system. Although the basic idea
of lexical disambiguation by means of monolingual corpora in the present work is an adoptive …

Enhancement of encoder and attention using target monolingual corpora in neural machine translation

K Imamura, A Fujita, E Sumita - … on neural machine translation and …, 2018 - aclanthology.org
machine translation. The method of using synthetic parallel texts, in which target monolingual
corpora are automatically translated into … using target monolingual corpora by generating …

[PDF][PDF] Using monolingual corpora for statistical machine translation: the METIS system

Y Dologlou, S Markantonatou… - … Improving MT through …, 2003 - aclanthology.org
… METIS is an innovative approach to Statistical Machine Translation (SMT) in that it relies on
monolingual corpora only (as far as we can ascertain, all known SMT systems rely on bitexts)…

Learning lessons from bilingual corpora: Benefits for machine translation

O Streiter, LL Iomdin - International journal of corpus linguistics, 2000 - jbe-platform.com
… They show how simple statistical data can be automatically drawn from monolingual
corpora for usage within an RBMT system. The main engine for translation remains the RBMT …

Using monolingual data in neural machine translation: a systematic study

F Burlot, F Yvon - arXiv preprint arXiv:1903.11437, 2019 - arxiv.org
… through back-translation - a tech… -translation, comparing alternative uses of monolingual
data, as well as multiple data generation procedures. Our findings confirm that back-translation

[PDF][PDF] Copied monolingual data improves low-resource neural machine translation

A Currey, AV Miceli-Barone… - … on machine translation, 2017 - aclanthology.org
machine translation (NMT) system to both translate sourcelanguage text and copy target-language
text, thereby exploiting monolingual cor… a bitext from the monolingual text in the target …

Semi-supervised learning for neural machine translation

Y Cheng, Y Cheng - Joint training for neural machine translation, 2019 - Springer
monolingual corpora can be used: our approach can benefit NMT not only using target
monolingual corpora … find that exploiting monolingual corpora dramatically improves translation