TY - GEN
T1 - Montreal neural machine translation systems for wmt'15
AU - Jean, Sébastien
AU - Firat, Orhan
AU - Cho, Kyunghyun
AU - Memisevic, Roland
AU - Bengio, Yoshua
N1 - Publisher Copyright:
© EMNLP 2015. All rights reserved.
PY - 2015
Y1 - 2015
N2 - Neural machine translation (NMT) systems have recently achieved results comparable to the state of the art on a few translation tasks, including English!French and English!German. The main purpose of the Montreal Institute for Learning Algorithms (MILA) submission to WMT'15 is to evaluate this new approach on a greater variety of language pairs. Furthermore, the human evaluation campaign may help us and the research community to better understand the behaviour of our systems. We use the RNNsearch architecture, which adds an attention mechanism to the encoderdecoder. We also leverage some of the recent developments in NMT, including the use of large vocabularies, unknown word replacement and, to a limited degree, the inclusion of monolingual language models.
AB - Neural machine translation (NMT) systems have recently achieved results comparable to the state of the art on a few translation tasks, including English!French and English!German. The main purpose of the Montreal Institute for Learning Algorithms (MILA) submission to WMT'15 is to evaluate this new approach on a greater variety of language pairs. Furthermore, the human evaluation campaign may help us and the research community to better understand the behaviour of our systems. We use the RNNsearch architecture, which adds an attention mechanism to the encoderdecoder. We also leverage some of the recent developments in NMT, including the use of large vocabularies, unknown word replacement and, to a limited degree, the inclusion of monolingual language models.
UR - http://www.scopus.com/inward/record.url?scp=85119970086&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85119970086&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85119970086
T3 - 10th Workshop on Statistical Machine Translation, WMT 2015 at the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015 - Proceedings
SP - 134
EP - 140
BT - 10th Workshop on Statistical Machine Translation, WMT 2015 at the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015 - Proceedings
A2 - Bojar, Ondrej
A2 - Chatterjee, Rajan
A2 - Federmann, Christian
A2 - Haddow, Barry
A2 - Hokamp, Chris
A2 - Huck, Matthias
A2 - Logacheva, Varvara
A2 - Pecina, Pavel
PB - Association for Computational Linguistics (ACL)
T2 - 10th Workshop on Statistical Machine Translation, WMT 2015 at the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015
Y2 - 17 September 2015 through 18 September 2015
ER -