Marcin Junczys-Dowmunt

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Adam Mickiewicz University ∙ Microsoft

Principal Research Scientist at Microsoft

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

In this work, we explore multiple neural architectures adapted for the t...
06/13/2017 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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Nematus: a Toolkit for Neural Machine Translation

We present Nematus, a toolkit for Neural Machine Translation. The toolki...
03/13/2017 ∙ by Rico Sennrich, et al. ∙ 0 ∙ share

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Predicting Target Language CCG Supertags Improves Neural Machine Translation

Neural machine translation (NMT) models are able to partially learn synt...
02/03/2017 ∙ by Maria Nădejde, et al. ∙ 0 ∙ share

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Fast, Scalable Phrase-Based SMT Decoding

The utilization of statistical machine translation (SMT) has grown enorm...
10/13/2016 ∙ by Hieu Hoang, et al. ∙ 0 ∙ share

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

In this paper we provide the largest published comparison of translation...
10/04/2016 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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Target-Side Context for Discriminative Models in Statistical Machine Translation

Discriminative translation models utilizing source context have been sho...
07/05/2016 ∙ by Aleš Tamchyna, et al. ∙ 0 ∙ share

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

In this work, we study parameter tuning towards the M^2 metric, the stan...
05/20/2016 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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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

This paper describes the AMU-UEDIN submissions to the WMT 2016 shared ta...
05/16/2016 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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

This paper describes the submission of the AMU (Adam Mickiewicz Universi...
05/16/2016 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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Marian: Fast Neural Machine Translation in C++

We present Marian, an efficient and self-contained Neural Machine Transl...
04/01/2018 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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Achieving Human Parity on Automatic Chinese to English News Translation

Machine translation has made rapid advances in recent years. Millions of...
03/15/2018 ∙ by Hany Hassan, et al. ∙ 0 ∙ share

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

We combine two of the most popular approaches to automated Grammatical E...
04/16/2018 ∙ by Roman Grundkiewicz, et al. ∙ 0 ∙ share

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

Previously, neural methods in grammatical error correction (GEC) did not...
04/16/2018 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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

This paper describes the submissions of the "Marian" team to the WNMT 20...
05/30/2018 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation

In order to extract the best possible performance from asynchronous stoc...
08/27/2018 ∙ by Nikolay Bogoychev, et al. ∙ 0 ∙ share

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Dual Conditional Cross-Entropy Filtering of Noisy Parallel Corpora

In this work we introduce dual conditional cross-entropy filtering for n...
09/01/2018 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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

This paper describes the Microsoft submission to the WMT2018 news transl...
09/01/2018 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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

This paper describes the Microsoft and University of Edinburgh submissio...
09/01/2018 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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

This paper describes the Microsoft Translator submissions to the WMT19 n...
07/14/2019 ∙ by Marcin Junczys-Dowmunt, et al. ∙ 0 ∙ share

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