@inproceedings{junczys-dowmunt-etal-2018-marian,
title = "{M}arian: Fast Neural Machine Translation in {C}++",
author = "Junczys-Dowmunt, Marcin and
Grundkiewicz, Roman and
Dwojak, Tomasz and
Hoang, Hieu and
Heafield, Kenneth and
Neckermann, Tom and
Seide, Frank and
Germann, Ulrich and
Aji, Alham Fikri and
Bogoychev, Nikolay and
Martins, Andr{\'e} F. T. and
Birch, Alexandra",
editor = "Liu, Fei and
Solorio, Thamar",
booktitle = "Proceedings of {ACL} 2018, System Demonstrations",
month = jul,
year = "2018",
address = "Melbourne, Australia",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/P18-4020",
doi = "10.18653/v1/P18-4020",
pages = "116--121",
abstract = "We present Marian, an efficient and self-contained Neural Machine Translation framework with an integrated automatic differentiation engine based on dynamic computation graphs. Marian is written entirely in C++. We describe the design of the encoder-decoder framework and demonstrate that a research-friendly toolkit can achieve high training and translation speed.",
}
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%0 Conference Proceedings
%T Marian: Fast Neural Machine Translation in C++
%A Junczys-Dowmunt, Marcin
%A Grundkiewicz, Roman
%A Dwojak, Tomasz
%A Hoang, Hieu
%A Heafield, Kenneth
%A Neckermann, Tom
%A Seide, Frank
%A Germann, Ulrich
%A Aji, Alham Fikri
%A Bogoychev, Nikolay
%A Martins, André F. T.
%A Birch, Alexandra
%Y Liu, Fei
%Y Solorio, Thamar
%S Proceedings of ACL 2018, System Demonstrations
%D 2018
%8 July
%I Association for Computational Linguistics
%C Melbourne, Australia
%F junczys-dowmunt-etal-2018-marian
%X We present Marian, an efficient and self-contained Neural Machine Translation framework with an integrated automatic differentiation engine based on dynamic computation graphs. Marian is written entirely in C++. We describe the design of the encoder-decoder framework and demonstrate that a research-friendly toolkit can achieve high training and translation speed.
%R 10.18653/v1/P18-4020
%U https://aclanthology.org/P18-4020
%U https://doi.org/10.18653/v1/P18-4020
%P 116-121
Markdown (Informal)
[Marian: Fast Neural Machine Translation in C++](https://aclanthology.org/P18-4020) (Junczys-Dowmunt et al., ACL 2018)
ACL
- 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, and Alexandra Birch. 2018. Marian: Fast Neural Machine Translation in C++. In Proceedings of ACL 2018, System Demonstrations, pages 116–121, Melbourne, Australia. Association for Computational Linguistics.