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We propose a straightforward vocabulary adaptation scheme to extend the language capacity of multilingual machine translation models, paving the way towards efficient continual learning for multilingual machine translation.
Massively multilingual neural machine translation in the wild: Findings and challenges
Naveen Arivazhagan, Ankur Bapna, Orhan Firat, Dmitry Lepikhin, Melvin Johnson, Maxim Krikun, Mia Xu Chen, Yuan Cao, George Foster, Colin Cherry, et al. 2019 · 1907
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Adapting multilingual neural machine translation to unseen languages
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Catastrophic interference in connectionist networks: The sequential learning problem
Michael McCloskey and Neal J Cohen. 1989 · 1989
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Mark Bishop Ring. 1994 · 1994
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Yinhan Liu, Jiatao Gu, Naman Goyal, Xian Li, Sergey Edunov, Marjan Ghazvininejad, Mike Lewis, and Luke Zettlemoyer. 2020 · 2001
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Bleu: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
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Multilingual translation with extensible multilingual pretraining and finetuning
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Reusing a pretrained language model on languages with limited corpora for unsupervised nmt
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icarl: Incremental classifier and representation learning
Sylvestre-Alvise Rebuffi, Alexander Kolesnikov, Georg Sperl, and Christoph H Lampert. 2017 · 2010
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2015 · 2015
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Multi-way, multilingual neural machine translation with a shared attention mechanism
Orhan Firat, Kyunghyun Cho, and Yoshua Bengio. 2016 · 2016
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Transfer learning for low-resource neural machine translation
Barret Zoph, Deniz Yuret, Jonathan May, and Kevin Knight. 2016 · 2016
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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 · 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 · 2017
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Gradient episodic memory for continual learning
David Lopez-Paz and Marc’Aurelio Ranzato. 2017 · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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When and why are pre-trained word embeddings useful for neural machine translation?
Ye Qi, Devendra Singh Sachan, Matthieu Felix, Sarguna Janani Padmanabhan, and Graham Neubig. 2018 · 2018
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Massively multilingual neural machine translation
Roee Aharoni, Melvin Johnson, and Orhan Firat. 2019 · 2019
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The university of maryland’s kazakh-english neural machine translation system at wmt19
Eleftheria Briakou and Marine Carpuat. 2019 · 2019
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The talp-upc machine translation systems for wmt19 news translation task: pivoting techniques for low resource mt
Noe Casas, José AR Fonollosa, Carlos Escolano, Christine Basta, and Marta R Costa-jussà. 2019 · 2019
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Nict’s supervised neural machine translation systems for the wmt19 news translation task
Raj Dabre, Kehai Chen, Benjamin Marie, Rui Wang, Atsushi Fujita, Masao Utiyama, and Eiichiro Sumita. 2019 · 2019
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Universal neural machine translation for extremely low resource languages
Jiatao Gu, Hany Hassan, Jacob Devlin, and Victor OK Li. 2018 · 2018
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CUNI submissions in WMT18
Tom Kocmi, Roman Sudarikov, and Ondřej Bojar. 2018 · 2018
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Sentencepiece: A simple and language independent subword tokenizer and detokenizer for neural text processing
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Transfer learning in multilingual neural machine translation with dynamic vocabulary
Surafel M Lakew, Aliia Erofeeva, Matteo Negri, Marcello Federico, and Marco Turchi. 2018 · 2018
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Rapid adaptation of neural machine translation to new languages
Graham Neubig and Junjie Hu. 2018 · 2018
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A call for clarity in reporting BLEU scores
Matt Post. 2018 · 2018
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From bilingual to multilingual neural machine translation by incremental training
Carlos Escolano, Marta R. Costa-jussà, and José A. R. Fonollosa. 2019 · 2019
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CUNI submission for low-resource languages in WMT news 2019
Tom Kocmi and Ondřej Bojar. 2019 · 2019
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The niutrans machine translation systems for wmt19
Bei Li, Yinqiao Li, Chen Xu, Ye Lin, Jiqiang Liu, Hui Liu, Ziyang Wang, Yuhao Zhang, Nuo Xu, Zeyang Wang, et al. 2019 · 2019
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Multi-source transformer for kazakh-russian-english neural machine translation
Patrick Littell, Chi-kiu Lo, Samuel Larkin, and Darlene Stewart. 2019 · 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 · 2019
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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 · 2020
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From bilingual to multilingual neural-based machine translation by incremental training
Carlos Escolano, Marta R Costa-Jussà, and José AR Fonollosa. 2021 · 2021
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