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Exploring Monolingual Data for Neural Machine Translation with Knowledge Distillation


Dec 31, 2020
Alham Fikri Aji, Kenneth Heafield


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Approaching Neural Chinese Word Segmentation as a Low-Resource Machine Translation Task


Aug 12, 2020
Pinzhen Chen, Kenneth Heafield


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The Sockeye 2 Neural Machine Translation Toolkit at AMTA 2020


Aug 11, 2020
Tobias Domhan, Michael Denkowski, David Vilar, Xing Niu, Felix Hieber, Kenneth Heafield


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Neural Machine Translation with 4-Bit Precision and Beyond


Sep 20, 2019
Alham Fikri Aji, Kenneth Heafield


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Making Asynchronous Stochastic Gradient Descent Work for Transformers


Jun 08, 2019
Alham Fikri Aji, Kenneth Heafield


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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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Multi-Source Syntactic Neural Machine Translation


Aug 30, 2018
Anna Currey, Kenneth Heafield

* EMNLP 2018 

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Fast Neural Machine Translation Implementation


Jun 07, 2018
Hieu Hoang, Tomasz Dwojak, Rihards Krislauks, Daniel Torregrosa, Kenneth Heafield


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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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Exploring Hyper-Parameter Optimization for Neural Machine Translation on GPU Architectures


May 05, 2018
Robert Lim, Kenneth Heafield, Hieu Hoang, Mark Briers, Allen Malony

* 2018 2nd Naval Applications for Machine Learning 

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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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The University of Edinburgh's Neural MT Systems for WMT17


Aug 02, 2017
Rico Sennrich, Alexandra Birch, Anna Currey, Ulrich Germann, Barry Haddow, Kenneth Heafield, Antonio Valerio Miceli Barone, Philip Williams

* WMT 2017 shared task track; for Bibtex, see http://homepages.inf.ed.ac.uk/rsennric/bib.html#uedin-nmt:2017 

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Sparse Communication for Distributed Gradient Descent


Jul 24, 2017
Alham Fikri Aji, Kenneth Heafield

* EMNLP 2017 

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