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Is Neural Machine Translation Ready for Deployment? A Case Study on 30 Translation Directions

International Workshop on Spoken Language Translation (IWSLT), 2016

4 October 2016

Marcin Junczys-Dowmunt

Tomasz Dwojak

Hieu T. Hoang

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Papers citing "Is Neural Machine Translation Ready for Deployment? A Case Study on 30 Translation Directions"

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Title
Instability in Downstream Task Performance During LLM Pretraining Yuto Nishida Masaru Isonuma Yusuke Oda 80 0 0 06 Oct 2025
Revisiting Checkpoint Averaging for Neural Machine Translation Yingbo Gao Christian Herold Zijian Yang Hermann Ney MoMe 219 13 0 21 Oct 2022
AraT5: Text-to-Text Transformers for Arabic Language GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 El Moatez Billah Nagoudi AbdelRahim Elmadany Muhammad Abdul-Mageed 287 152 0 31 Aug 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 813 3,829 0 20 Apr 2021
First the worst: Finding better gender translations during beam searchFindings (Findings), 2021 D. Saunders Rosie Sallis Bill Byrne 181 33 0 15 Apr 2021
Translating the Unseen? Yoruba-English MT in Low-Resource, Morphologically-Unmarked Settings Ife Adebara Muhammad Abdul-Mageed Miikka Silfverberg 139 7 0 07 Mar 2021
Neural Machine Translation: A Review of Methods, Resources, and ToolsAI Open (AO), 2020 Zhixing Tan Shuo Wang Zonghan Yang Gang Chen Xuancheng Huang Maosong Sun Yang Liu 3DV AI4TS 235 121 0 31 Dec 2020
The Sockeye 2 Neural Machine Translation Toolkit at AMTA 2020Conference of the Association for Machine Translation in the Americas (AMTA), 2020 Tobias Domhan Michael J. Denkowski David Vilar Xing Niu Felix Hieber Kenneth Heafield 181 53 0 11 Aug 2020
Neural Machine Translation: Challenges, Progress and FutureScience China Technological Sciences (Sci China Technol Sci), 2020 Jiajun Zhang Chengqing Zong 146 58 0 13 Apr 2020
A Survey of Deep Learning Techniques for Neural Machine Translation Shu Yang Yuxin Wang Xiaowen Chu VLM AI4TS AI4CE 299 148 0 18 Feb 2020
Neural Machine Translation: A Review and SurveyJournal of Artificial Intelligence Research (JAIR), 2019 Felix Stahlberg 3DV AI4TS MedIm 335 373 0 04 Dec 2019
SubCharacter Chinese-English Neural Machine Translation with Wubi encoding Wei Zhang F. Lin Xiaodong Wang Zhenshuang Liang Zhen Huang 132 4 0 07 Nov 2019
The CUED's Grammatical Error Correction Systems for BEA-2019 Felix Stahlberg Bill Byrne 161 8 0 29 Jun 2019
Cued@wmt19:ewc&lmsConference on Machine Translation (WMT), 2019 Felix Stahlberg Danielle Saunders Adria de Gispert Bill Byrne 125 13 0 11 Jun 2019
Post-editing Productivity with Neural Machine Translation: An Empirical Assessment of Speed and Quality in the Banking and Finance DomainMachine Translation Summit (MT Summit), 2019 Samuel Läubli Chantal Amrhein Patrick Düggelin Beatriz Gonzalez Alena Zwahlen M. Volk 94 30 0 04 Jun 2019
Consistency by Agreement in Zero-shot Neural Machine Translation Maruan Al-Shedivat Ankur P. Parikh 215 57 0 04 Apr 2019
Context in Neural Machine Translation: A Review of Models and Evaluations Andrei Popescu-Belis MedIm 146 32 0 25 Jan 2019
Prior Knowledge Integration for Neural Machine Translation using Posterior Regularization Jiacheng Zhang Yang Liu Huanbo Luan Jingfang Xu Maosong Sun 222 69 0 02 Nov 2018
Fine-tuning on Clean Data for End-to-End Speech Translation: FBK @ IWSLT 2018 Mattia Antonino Di Gangi Roberto Dessì R. Cattoni Matteo Negri Marco Turchi 133 11 0 16 Oct 2018
The University of Cambridge's Machine Translation Systems for WMT18 Felix Stahlberg Adria de Gispert Bill Byrne 129 20 0 28 Aug 2018
A Recipe for Arabic-English Neural Machine Translation Abdullah Alrajeh 109 15 0 18 Aug 2018
Marian: Cost-effective High-Quality Neural Machine Translation in C++ Marcin Junczys-Dowmunt Kenneth Heafield Hieu T. Hoang Roman Grundkiewicz Anthony Aue 128 68 0 30 May 2018
Phrase Table as Recommendation Memory for Neural Machine Translation Yang Zhao Yining Wang Jiajun Zhang Chengqing Zong 120 30 0 25 May 2018
Fast Neural Machine Translation Implementation Hieu D. Hoang Tomasz Dwojak Rihards Krislauks Daniel Torregrosa Kenneth Heafield 182 12 0 24 May 2018
RETURNN as a Generic Flexible Neural Toolkit with Application to Translation and Speech Recognition Albert Zeyer Tamer Alkhouli Hermann Ney 187 93 0 14 May 2018
Character-level Chinese-English Translation through ASCII Encoding Nikola I. Nikolov Yuhuang Hu Mingyan Tan Richard H. R. Hahnloser AI4CE 220 34 0 09 May 2018
Exploring Hyper-Parameter Optimization for Neural Machine Translation on GPU Architectures Robert V. Lim Kenneth Heafield Hieu D. Hoang M. Briers A. Malony 87 6 0 05 May 2018
Upping the Ante: Towards a Better Benchmark for Chinese-to-English Machine Translation Christian Hadiwinoto Hwee Tou Ng ELM 83 4 0 04 May 2018
Accelerating NMT Batched Beam Decoding with LMBR Posteriors for Deployment Gonzalo Iglesias William Tambellini Adria de Gispert Eva Hasler Bill Byrne OffRL MoE 125 4 0 30 Apr 2018
Investigating Backtranslation in Neural Machine Translation Alberto Poncelas D. Shterionov Andy Way Gideon Maillette de Buy Wenniger Peyman Passban 192 152 0 17 Apr 2018
Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation Task Marcin Junczys-Dowmunt Roman Grundkiewicz Shubha Guha Kenneth Heafield 142 198 0 16 Apr 2018
Why not be Versatile? Applications of the SGNMT Decoder for Machine Translation Felix Stahlberg Danielle Saunders Gonzalo Iglesias Bill Byrne 163 11 0 20 Mar 2018
What Level of Quality can Neural Machine Translation Attain on Literary Text? Antonio Toral Andy Way 120 102 0 15 Jan 2018
Sockeye: A Toolkit for Neural Machine Translation Felix Hieber Tobias Domhan Michael J. Denkowski David Vilar Artem Sokolov Ann Clifton Matt Post 174 215 0 15 Dec 2017
A User-Study on Online Adaptation of Neural Machine Translation to Human Post-Edits Sariya Karimova P. Simianer Stefan Riezler 186 30 0 13 Dec 2017
Word, Subword or Character? An Empirical Study of Granularity in Chinese-English NMT Yining Wang Long Zhou Jiajun Zhang Chengqing Zong 180 16 0 13 Nov 2017
Improving Lexical Choice in Neural Machine Translation Toan Q. Nguyen David Chiang 203 87 0 03 Oct 2017
Machine-Translation History and Evolution: Survey for Arabic-English Translations Nabeel T. Alsohybe N. A. Dahan F. Ba-Alwi 92 15 0 14 Sep 2017
Look-ahead Attention for Generation in Neural Machine Translation Long Zhou Jiajun Zhang Chengqing Zong 116 8 0 30 Aug 2017
Machine Translation at Booking.com: Journey and Lessons Learned Pavel Levin Nishikant Dhanuka Maxim Khalilov 101 16 0 25 Jul 2017
SGNMT -- A Flexible NMT Decoding Platform for Quick Prototyping of New Models and Search Strategies Felix Stahlberg Eva Hasler Danielle Saunders Bill Byrne 116 24 0 21 Jul 2017
THUMT: An Open Source Toolkit for Neural Machine Translation Jiacheng Zhang Yanzhuo Ding Shiqi Shen Yong Cheng Maosong Sun Huanbo Luan Yang Liu 101 10 0 20 Jun 2017
An Exploration of Neural Sequence-to-Sequence Architectures for Automatic Post-EditingInternational Joint Conference on Natural Language Processing (IJCNLP), 2017 Marcin Junczys-Dowmunt Roman Grundkiewicz AIMat 147 46 0 13 Jun 2017
Six Challenges for Neural Machine Translation Philipp Koehn Rebecca Knowles AAML AIMat 674 1,296 0 12 Jun 2017
A Challenge Set Approach to Evaluating Machine Translation P. Isabelle Colin Cherry George F. Foster ELM AAML 162 180 0 24 Apr 2017
Neural System Combination for Machine Translation Long Zhou Wenpeng Hu Jiajun Zhang Chengqing Zong 141 78 0 21 Apr 2017
Sparse Communication for Distributed Gradient Descent Alham Fikri Aji Kenneth Heafield 330 812 0 17 Apr 2017
Learning Joint Multilingual Sentence Representations with Neural Machine Translation Holger Schwenk Matthijs Douze 319 216 0 13 Apr 2017
Unfolding and Shrinking Neural Machine Translation Ensembles Felix Stahlberg Bill Byrne MoE 191 12 0 11 Apr 2017
A Dependency-Based Neural Reordering Model for Statistical Machine TranslationAAAI Conference on Artificial Intelligence (AAAI), 2017 Christian Hadiwinoto Hwee Tou Ng 83 9 0 15 Feb 2017