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Neural approaches have achieved state-of-the-art accuracy on machine translation but suffer from the high cost of collecting large scale parallel data.
Extracting and composing robust features with denoising autoencoders
Pascal Vincent, Hugo Larochelle, Yoshua Bengio, and Pierre-Antoine Manzagol · 2008
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Parallel data, tools and interfaces in opus
Jörg Tiedemann · 2012
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Distributed representations of words and phrases and their compositionality
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, and Jeffrey Dean · 2013
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Neural machine translation by jointly learning to align and translate
Dzmitry Bahdanau, Kyung Hyun Cho, and Yoshua Bengio · 2015
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Multi-task learning for multiple language translation
Daxiang Dong, Hua Wu, Wei He, Dianhai Yu, and Haifeng Wang · 2015
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Multi-task sequence to sequence learning
Minh-Thang Luong, Quoc V Le, Ilya Sutskever, Oriol Vinyals, and Lukasz Kaiser · 2015
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Neural machine translation of rare words with subword units
Rico Sennrich, Barry Haddow, and Alexandra Birch · 2015
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Multi-way, multilingual neural machine translation with a shared attention mechanism
Orhan Firat, Kyunghyun Cho, and Yoshua Bengio · 2016
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Zero-resource translation with multi-lingual neural machine translation
Orhan Firat, Baskaran Sankaran, Yaser Al-Onaizan, Fatos T Yarman Vural, and Kyunghyun Cho · 2016
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Toward multilingual neural machine translation with universal encoder and decoder
Thanh-Le Ha, Jan Niehues, and Alexander Waibel · 2016
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Dual learning for machine translation
Di He, Yingce Xia, Tao Qin, Liwei Wang, Nenghai Yu, Tie-Yan Liu, and Wei-Ying Ma · 2016
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Attention-based multimodal neural machine translation
Po-Yao Huang, Frederick Liu, Sz-Rung Shiang, Jean Oh, and Chris Dyer · 2016
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Exploiting source-side monolingual data in neural machine translation
Zhang Jiajun and Zong Chengqing · 2016
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Exploring the limits of language modeling
Rafal Jozefowicz, Oriol Vinyals, Mike Schuster, Noam Shazeer, and Yonghui Wu · 2016
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Cuni system for wmt16 automatic post-editing and multimodal translation tasks
Jindřich Libovickỳ, Jindřich Helcl, Marek Tlustỳ, Pavel Pecina, and Ondřej Bojar · 2016
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Unsupervised pretraining for sequence to sequence learning
Prajit Ramachandran, Peter J Liu, and Quoc V Le · 2016
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Improving neural machine translation models with monolingual data
Rico Sennrich, Barry Haddow, and Alexandra Birch · 2016
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A shared task on multimodal machine translation and crosslingual image description
Lucia Specia, Stella Frank, Khalil Sima’an, and Desmond Elliott · 2016
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Bridging neural machine translation and bilingual dictionaries
Jiajun Zhang and Chengqing Zong · 2016
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Multi-source neural translation
Barret Zoph and Kevin Knight · 2016
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Transfer learning for low-resource neural machine translation
Barret Zoph, Deniz Yuret, Jonathan May, and Kevin Knight · 2016
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Learning bilingual word embeddings with (almost) no bilingual data
Mikel Artetxe, Gorka Labaka, and Eneko Agirre · 2017
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Enriching word vectors with subword information
Piotr Bojanowski, Edouard Grave, Armand Joulin, and Tomas Mikolov · 2017
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Doubly-attentive decoder for multi-modal neural machine translation
Iacer Calixto, Qun Liu, and Nick Campbell · 2017
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A teacher-student framework for zero-resource neural machine translation
Yun Chen, Yang Liu, Yong Cheng, and Victor OK Li · 2017
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Joint training for pivot-based neural machine translation
Yong Cheng, Qian Yang, Yang Liu, Maosong Sun, and Wei Xu · 2017
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Word translation without parallel data
Alexis Conneau, Guillaume Lample, Marc’Aurelio Ranzato, Ludovic Denoyer, and Hervé Jégou · 2017
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Copied monolingual data improves low-resource neural machine translation
Anna Currey, Antonio Valerio Miceli-Barone, and Kenneth Heafield · 2017
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An empirical study of language relatedness for transfer learning in neural machine translation
Raj Dabre, Tetsuji Nakagawa, and Hideto Kazawa · 2017
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Imagination improves multimodal translation
Desmond Elliott and Akos Kádár · 2017
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Data augmentation for low-resource neural machine translation
Marzieh Fadaee, Arianna Bisazza, and Christof Monz · 2017
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A convolutional encoder model for neural machine translation
J. Gehring, M. Auli, et al · 2017
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Google’s multilingual neural machine translation system: Enabling zero-shot translation
Melvin Johnson, Mike Schuster, Quoc V Le, Maxim Krikun, Yonghui Wu, Zhifeng Chen, Nikhil Thorat, Fernanda Viégas, Martin Wattenberg, Greg Corrado, et al · 2017
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Overcoming catastrophic forgetting in neural networks
James Kirkpatrick, Razvan Pascanu, Neil Rabinowitz, Joel Veness, Guillaume Desjardins, Andrei A Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, et al · 2017
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Emergent translation in multi-agent communication
Jason Lee, Kyunghyun Cho, Jason Weston, and Douwe Kiela · 2017
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Zero-resource machine translation by multimodal encoder–decoder network with multimedia pivot
Hideki Nakayama and Noriki Nishida · 2017
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Transfer learning across low-resource, related languages for neural machine translation
Toan Q Nguyen and David Chiang · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Lukasz Kaiser, and Illia Polosukhin · 2017
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Adversarial training for unsupervised bilingual lexicon induction
Meng Zhang, Yang Liu, Huanbo Luan, and Maosong Sun · 2017
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Earth mover’s distance minimization for unsupervised bilingual lexicon induction
Meng Zhang, Yang Liu, Huanbo Luan, and Maosong Sun · 2017
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Maximum expected likelihood estimation for zero-resource neural machine translation
Hao Zheng, Yong Cheng, and Yang Liu · 2017
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A robust self-learning method for fully unsupervised cross-lingual mappings of word embeddings
Mikel Artetxe, Gorka Labaka, and Eneko Agirre · 2018
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Unsupervised neural machine translation
Mikel Artetxe, Gorka Labaka, Eneko Agirre, and Kyunghyun Cho · 2018
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Multilingual neural machine translation with task-specific attention
Graeme Blackwood, Miguel Ballesteros, and Todd Ward · 2018
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Zero-resource neural machine translation with multi-agent communication game
Yun Chen, Yang Liu, and Victor OK Li · 2018
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A survey of domain adaptation for neural machine translation
Chenhui Chu and Rui Wang · 2018
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2018
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Understanding back-translation at scale
Sergey Edunov, Myle Ott, Michael Auli, and David Grangier · 2018
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Universal neural machine translation for extremely low resource languages
Jiatao Gu, Hany Hassan, Jacob Devlin, and Victor OK Li · 2018
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Meta-learning for low-resource neural machine translation
Jiatao Gu, Yong Wang, Yun Chen, Kyunghyun Cho, and Victor OK Li · 2018
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Iterative back-translation for neural machine translation
Vu Cong Duy Hoang, Philipp Koehn, Gholamreza Haffari, and Trevor Cohn · 2018
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Enhancement of encoder and attention using target monolingual corpora in neural machine translation
Kenji Imamura, Atsushi Fujita, and Eiichiro Sumita · 2018
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Nict’s unsupervised neural and statistical machine translation systems for the wmt19 news translation task
Benjamin Marie, Haipeng Sun, Rui Wang, Kehai Chen, Atsushi Fujita, Masao Utiyama, and Eiichiro Sumita · 2019
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Addressing word-order divergence in multilingual neural machine translation for extremely low resource languages
Rudra Murthy V, Anoop Kunchukuttan, and Pushpak Bhattacharyya · 2019
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Improving zero-shot translation with language-independent constraints
Ngoc-Quan Pham, Jan Niehues, Thanh-Le Ha, and Alex Waibel · 2019
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Translating translationese: A two-step approach to unsupervised machine translation
Nima Pourdamghani, Nada Aldarrab, Marjan Ghazvininejad, Kevin Knight, and Jonathan May · 2019
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Language models are unsupervised multitask learners
Alec Radford, Jeffrey Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever · 2019
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Neural machine translation for low-resource languages without parallel corpora
Alina Karakanta, Jon Dehdari, and Josef van Genabith · 2018
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Trivial transfer learning for low-resource neural machine translation
Tom Kocmi and Ondřej Bojar · 2018
Cited alongside, same era.
Taku Kudo and John Richardson · 2018
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A comparison of transformer and recurrent neural networks on multilingual neural machine translation
Surafel M Lakew, Mauro Cettolo, and Marcello Federico · 2018
Cited alongside, same era.
Unsupervised machine translation using monolingual corpora only
Guillaume Lample, Alexis Conneau, Ludovic Denoyer, and Marc’Aurelio Ranzato · 2018
Cited alongside, same era.
Word translation without parallel data
Guillaume Lample, Alexis Conneau, Marc’Aurelio Ranzato, Ludovic Denoyer, and Hervé Jégou · 2018
Cited alongside, same era.
Phrase-based & neural unsupervised machine translation
Guillaume Lample, Myle Ott, Alexis Conneau, Ludovic Denoyer, and Marc’Aurelio Ranzato · 2018
Cited alongside, same era.
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Explicit cross-lingual pre-training for unsupervised machine translation
Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, and Shuai Ma · 2019
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Unsupervised neural machine translation with smt as posterior regularization
Shuo Ren, Zhirui Zhang, Shujie Liu, Ming Zhou, and Shuai Ma · 2019
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Self-supervised neural machine translation
Dana Ruiter, Cristina Espana-Bonet, and Josef van Genabith · 2019
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Ccmatrix: Mining billions of high-quality parallel sentences on the web
Holger Schwenk, Guillaume Wenzek, Sergey Edunov, Edouard Grave, and Armand Joulin · 2019
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Multilingual unsupervised nmt using shared encoder and language-specific decoders
Sukanta Sen, Kamal Kumar Gupta, Asif Ekbal, and Pushpak Bhattacharyya · 2019
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Mass: Masked sequence to sequence pre-training for language generation
Kaitao Song, Xu Tan, Tao Qin, Jianfeng Lu, and Tie-Yan Liu · 2019
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Unsupervised multi-modal neural machine translation
Yuanhang Su, Kai Fan, Nguyen Bach, C-C Jay Kuo, and Fei Huang · 2019
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Unsupervised bilingual word embedding agreement for unsupervised neural machine translation
Haipeng Sun, Rui Wang, Kehai Chen, Masao Utiyama, Eiichiro Sumita, and Tiejun Zhao · 2019
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Multilingual neural machine translation with language clustering
Xu Tan, Jiale Chen, Di He, Yingce Xia, Tao Qin, and Tie-Yan Liu · 2019
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A study of multilingual neural machine translation
Xu Tan, Yichong Leng, Jiale Chen, Yi Ren, Tao Qin, and Tie-Yan Liu · 2019
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Multilingual neural machine translation with knowledge distillation
Xu Tan, Yi Ren, Di He, Tao Qin, Zhou Zhao, and Tie-Yan Liu · 2019
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Unsupervised pretraining for neural machine translation using elastic weight consolidation
Dusan Varis and Ondřej Bojar · 2019
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Target conditioned sampling: Optimizing data selection for multilingual neural machine translation
Xinyi Wang and Graham Neubig · 2019
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A compact and language-sensitive multilingual translation method
Yining Wang, Long Zhou, Jiajun Zhang, Feifei Zhai, Jingfang Xu, and Chengqing Zong · 2019
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Multi-agent dual learning
Yiren Wang, Yingce Xia, Tianyu He, Fei Tian, Tao Qin, ChengXiang Zhai, and Tie-Yan Liu · 2019
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Extract and edit: An alternative to back-translation for unsupervised neural machine translation
Jiawei Wu, Xin Wang, and William Yang Wang · 2019
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Machine translation with weakly paired documents
Lijun Wu, Jinhua Zhu, Di He, Fei Gao, QIN Tao, Jianhuang Lai, and Tie-Yan Liu · 2019
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Polygon-net: A general framework for jointly boosting multiple unsupervised neural machine translation models
Chang Xu, Tao Qin, Gang Wang, and Tie-Yan Liu · 2019
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Handling syntactic divergence in low-resource machine translation
Chunting Zhou, Xuezhe Ma, Junjie Hu, and Graham Neubig · 2019
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Unsupervised cross-lingual representation learning at scale
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Édouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov · 2020
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A survey of multilingual neural machine translation
Raj Dabre, Chenhui Chu, and Anoop Kunchukuttan · 2020
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Bilingual dictionary based neural machine translation without using parallel sentences
Xiangyu Duan, Baijun Ji, Hao Jia, Min Tan, Min Zhang, Boxing Chen, Weihua Luo, and Yue Zhang · 2020
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A massive collection of cross-lingual web-document pairs
Ahmed El-Kishky, Vishrav Chaudhary, Francisco Guzmán, and Philipp Koehn · 2020
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Unsupervised multimodal neural machine translation with pseudo visual pivoting
Po-Yao Huang, Junjie Hu, Xiaojun Chang, and Alexander Hauptmann · 2020
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Cross-lingual pre-training based transfer for zero-shot neural machine translation
Baijun Ji, Zhirui Zhang, Xiangyu Duan, Min Zhang, Boxing Chen, and Weihua Luo · 2020
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Filtering back-translated data in unsupervised neural machine translation
Jyotsana Khatri and Pushpak Bhattacharyya · 2020
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Multilingual denoising pre-training for neural machine translation
Yinhan Liu, Jiatao Gu, Naman Goyal, Xian Li, Sergey Edunov, Marjan Ghazvininejad, Mike Lewis, and Luke Zettlemoyer · 2020
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Dual Learning
T. Qin · 2020
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Exploring the limits of transfer learning with a unified text-to-text transformer
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A retrieve-and-rewrite initialization method for unsupervised machine translation
Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, and Shuai Ma · 2020
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Leveraging pre-trained checkpoints for sequence generation tasks
Sascha Rothe, Shashi Narayan, and Aliaksei Severyn · 2020
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Wikimatrix: Mining 135m parallel sentences in 1620 language pairs from wikipedia
Holger Schwenk, Vishrav Chaudhary, Shuo Sun, Hongyu Gong, and Francisco Guzmán · 2020
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Leveraging monolingual data with self-supervision for multilingual neural machine translation
Aditya Siddhant, Ankur Bapna, Yuan Cao, Orhan Firat, Mia Chen, Sneha Kudugunta, Naveen Arivazhagan, and Yonghui Wu · 2020
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Knowledge distillation for multilingual unsupervised neural machine translation
Haipeng Sun, Rui Wang, Kehai Chen, Masao Utiyama, Eiichiro Sumita, and Tiejun Zhao · 2020
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Unsupervised neural machine translation with cross-lingual language representation agreement
Haipeng Sun, Rui Wang, Kehai Chen, Masao Utiyama, Eiichiro Sumita, and Tiejun Zhao · 2020
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Balancing training for multilingual neural machine translation
Xinyi Wang, Yulia Tsvetkov, and Graham Neubig · 2020
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Ccnet: Extracting high quality monolingual datasets from web crawl data
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Improving massively multilingual neural machine translation and zero-shot translation
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Uwspeech: Speech to speech translation for unwritten languages
Chen Zhang, Xu Tan, Yi Ren, Tao Qin, Kejun Zhang, and Tie-Yan Liu · 2020
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Mirror-generative neural machine translation
Zaixiang Zheng, Hao Zhou, Shujian Huang, Lei Li, Xin-Yu Dai, and Jiajun Chen · 2020
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Incorporating bert into neural machine translation
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