Machine Translation

Here we include the list of available datasets as well as important publications on machine translation via artificial neural networks.

Datasets

WMT 2006-2019

IWSLT based on WIT3

CCMatrix

Publications

Architecture:Transformer Big + BT

Year:2018

Paper:Edunov, Sergey, et al. “Understanding back-translation at scale.” arXiv preprint arXiv:1808.09381 (2018).

Architecture:Transformer Big

Year:2018

Paper:Ott, Myle, et al. “Scaling neural machine translation.” arXiv preprint arXiv:1806.00187 (2018).

Architecture:Transformer

Year:2017

Paper:Vaswani, Ashish, et al. “Attention is all you need.” Advances in neural information processing systems. 2017.

Architecture:LTSM with FFC

Year:2016

Paper:Zhou, Jie, et al. “Deep recurrent models with fast-forward connections for neural machine translation.” arXiv preprint arXiv:1606.04199 (2016).

Architecture:LTSM

Year:2014

Paper:Sutskever, Ilya, Oriol Vinyals, and Quoc V. Le. “Sequence to sequence learning with neural networks.” Advances in neural information processing systems. 2014.