This is a reading list put together by Ryan Cotterell and Alex Fraser for the 2015 summer semester seminar "Intensive Course on Neural Machine Translation". For further information, see here: http://www.cis.uni-muenchen.de/~fraser/intensive_nmt_2015 Bengio, Yoshua, Réjean Ducharme, Pascal Vincent, Christian Jauvin (2003). A Neural Probabilistic Language Model. JMLR. http://machinelearning.wustl.edu/mlpapers/paper_files/BengioDVJ03.pdf Pascanu, Razvan, Tomas Mikolov, Yoshua Bengio (2013). On the difficulty of training Recurrent Neural Networks. JMLR http://arxiv.org/abs/1211.5063 Graves, Alex (2013). Supervised Sequence Labelling with Recurrent Neural Networks. http://www.cs.toronto.edu/~graves/preprint.pdf Kalchbrenner, Nal, Phil Blunsom (2013). Recurrent Continuous Translation Models. EMNLP. http://nal.co/papers/KalchbrennerBlunsom_EMNLP13 Devlin, Jacob, Rabih Zbib, Zhongqiang Huang, Thomas Lamar, Richard Schwartz, and John Makhoul (2014). Fast and Robust Neural Network Joint Models for Statistical Machine Translation. ACL. http://acl2014.org/acl2014/P14-1/pdf/P14-1129.pdf Sutskever, Ilya, Oriol Vinyals, and Quoc V Le (2014). Sequence to sequence learning with neural networks. Advances in Neural Information Processing Systems. http://arxiv.org/abs/1409.3215 Cho, Kyunghyun, Bart van Merrienboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, Yoshua Bengio (2014). Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation. EMNLP. http://arxiv.org/abs/1406.1078 Baltescu, Paul and Blunsom, Phil (2014). Pragmatic neural language modeling in machine translation. NAACL. http://arxiv.org/abs/1412.7119 Cho, Kyunghyun, Bart van Merrienboer, Dzmitry Bahdanau, Yoshua Bengio (2014). On the properties of neural machine translation: Encoder-decoder approaches. http://arxiv.org/abs/1409.1259 Meng, Fandong, Zhengdong Lu, Mingxuan Wang, Hang Li, Wenbin Jiang, Qun Liu (2015). Encoding Source Language with Convolutional Neural Network for Machine Translation. ACL. http://arxiv.org/abs/1503.01838 Bahdanau, Dzmitry, Kyunghyun Cho, Yoshua Bengio (2015). Neural Machine Translation by Jointly Learning to Align and Translate. ICLR. http://arxiv.org/abs/1409.0473 Gulcehre, Caglar, Orhan Firat, Kelvin Xu, Kyunghyun Cho, Loic Barrault, Huei-Chi Lin, Fethi Bougares, Holger Schwenk, Yoshua Bengio (2015). On Using Monolingual Corpora in Neural Machine Translation. http://arxiv.org/abs/1503.03535 Jean, Sébastien, Kyunghyun Cho, Roland Memisevic, Yoshua Bengio (2015). On Using Very Large Target Vocabulary for Neural Machine Translation. http://arxiv.org/abs/1412.2007