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To Ship or Not to Ship: An Extensive Evaluation of Automatic Metrics for Machine Translation


Jul 22, 2021
Tom Kocmi, Christian Federmann, Roman Grundkiewicz, Marcin Junczys-Dowmunt, Hitokazu Matsushita, Arul Menezes


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On User Interfaces for Large-Scale Document-Level Human Evaluation of Machine Translation Outputs


Apr 21, 2021
Roman Grundkiewicz, Marcin Junczys-Dowmunt, Christian Federmann, Tom Kocmi

* Presented at HumEval, EACL 2021 

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The Curious Case of Hallucinations in Neural Machine Translation


Apr 14, 2021
Vikas Raunak, Arul Menezes, Marcin Junczys-Dowmunt

* Accepted to NAACL 2021 

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Microsoft Translator at WMT 2019: Towards Large-Scale Document-Level Neural Machine Translation


Jul 14, 2019
Marcin Junczys-Dowmunt

* WMT 2019 Shared Task submission 

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Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation


Sep 14, 2018
Nikolay Bogoychev, Marcin Junczys-Dowmunt, Kenneth Heafield, Alham Fikri Aji

* To appear in EMNLP 2018 as a short paper 

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Dual Conditional Cross-Entropy Filtering of Noisy Parallel Corpora


Sep 01, 2018
Marcin Junczys-Dowmunt

* Winning submission to WMT2018 shared task on Parallel Corpus Filtering 

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Microsoft's Submission to the WMT2018 News Translation Task: How I Learned to Stop Worrying and Love the Data


Sep 01, 2018
Marcin Junczys-Dowmunt

* Winning shared task submission to WMT2018 news translation task English-German 

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MS-UEdin Submission to the WMT2018 APE Shared Task: Dual-Source Transformer for Automatic Post-Editing


Sep 01, 2018
Marcin Junczys-Dowmunt, Roman Grundkiewicz

* Winning submissions for WMT2018 APE shared task 

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Achieving Human Parity on Automatic Chinese to English News Translation


Jun 29, 2018
Hany Hassan, Anthony Aue, Chang Chen, Vishal Chowdhary, Jonathan Clark, Christian Federmann, Xuedong Huang, Marcin Junczys-Dowmunt, William Lewis, Mu Li, Shujie Liu, Tie-Yan Liu, Renqian Luo, Arul Menezes, Tao Qin, Frank Seide, Xu Tan, Fei Tian, Lijun Wu, Shuangzhi Wu, Yingce Xia, Dongdong Zhang, Zhirui Zhang, Ming Zhou


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Marian: Cost-effective High-Quality Neural Machine Translation in C++


May 30, 2018
Marcin Junczys-Dowmunt, Kenneth Heafield, Hieu Hoang, Roman Grundkiewicz, Anthony Aue

* System submission to the Workshop for Neural Machine Translation 2018, efficiency task 

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Near Human-Level Performance in Grammatical Error Correction with Hybrid Machine Translation


Apr 16, 2018
Roman Grundkiewicz, Marcin Junczys-Dowmunt

* Accepted for oral presentation, research track, short papers, at NAACL 2018 

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Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation Task


Apr 16, 2018
Marcin Junczys-Dowmunt, Roman Grundkiewicz, Shubha Guha, Kenneth Heafield

* Accepted for oral presentation in long paper research track at NAACL 2018 

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Marian: Fast Neural Machine Translation in C++


Apr 04, 2018
Marcin Junczys-Dowmunt, Roman Grundkiewicz, Tomasz Dwojak, Hieu Hoang, Kenneth Heafield, Tom Neckermann, Frank Seide, Ulrich Germann, Alham Fikri Aji, Nikolay Bogoychev, André F. T. Martins, Alexandra Birch

* Demonstration paper 

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An Exploration of Neural Sequence-to-Sequence Architectures for Automatic Post-Editing


Sep 30, 2017
Marcin Junczys-Dowmunt, Roman Grundkiewicz

* Accepted for presentation at IJCNLP 2017 

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Predicting Target Language CCG Supertags Improves Neural Machine Translation


Jul 18, 2017
Maria Nadejde, Siva Reddy, Rico Sennrich, Tomasz Dwojak, Marcin Junczys-Dowmunt, Philipp Koehn, Alexandra Birch

* Accepted at the Second Conference on Machine Translation (WMT17). This version includes more results regarding target syntax for Romanian->English and reports fewer results regarding source syntax 

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Nematus: a Toolkit for Neural Machine Translation


Mar 13, 2017
Rico Sennrich, Orhan Firat, Kyunghyun Cho, Alexandra Birch, Barry Haddow, Julian Hitschler, Marcin Junczys-Dowmunt, Samuel Läubli, Antonio Valerio Miceli Barone, Jozef Mokry, Maria Nădejde

* EACL 2017 demo track 

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


Nov 30, 2016
Marcin Junczys-Dowmunt, Tomasz Dwojak, Hieu Hoang

* Accepted for presentation at IWSLT 2016, Seattle 

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Fast, Scalable Phrase-Based SMT Decoding


Oct 18, 2016
Hieu Hoang, Nikolay Bogoychev, Lane Schwartz, Marcin Junczys-Dowmunt


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Phrase-based Machine Translation is State-of-the-Art for Automatic Grammatical Error Correction


Oct 05, 2016
Marcin Junczys-Dowmunt, Roman Grundkiewicz

* Accepted for publication at EMNLP 2016 

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Target-Side Context for Discriminative Models in Statistical Machine Translation


Jul 05, 2016
Aleš Tamchyna, Alexander Fraser, Ondřej Bojar, Marcin Junczys-Dowmunt

* Accepted as a long paper for ACL 2016 

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The AMU-UEDIN Submission to the WMT16 News Translation Task: Attention-based NMT Models as Feature Functions in Phrase-based SMT


Jun 23, 2016
Marcin Junczys-Dowmunt, Tomasz Dwojak, Rico Sennrich


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Log-linear Combinations of Monolingual and Bilingual Neural Machine Translation Models for Automatic Post-Editing


Jun 23, 2016
Marcin Junczys-Dowmunt, Roman Grundkiewicz

* Submission to the WMT 2016 shared task on Automatic Post-Editing 

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