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This report describes Microsoft's machine translation systems for the WMT21 shared task on large-scale 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 F. Foster, Colin Cherry, Wolfgang Macherey, Zhifeng Chen, and Yonghui Wu. 2019 · 1907
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Beyond english-centric multilingual machine translation
Angela Fan, Shruti Bhosale, Holger Schwenk, Zhiyi Ma, Ahmed El-Kishky, Siddharth Goyal, Mandeep Baines, Onur Celebi, Guillaume Wenzek, Vishrav Chaudhary, Naman Goyal, Tom Birch, Vitaliy Liptchinsky, Sergey Edunov, Edouard Grave, Michael Auli, and Armand Joulin. 2020 · 2010
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Parallel data, tools and interfaces in OPUS
Jörg Tiedemann. 2012 · 2012
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Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba. 2014 · 2014
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Multi-task learning for multiple language translation
Daxiang Dong, Hua Wu, Wei He, Dianhai Yu, and Haifeng Wang. 2015 · 2015
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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 B. Viégas, Martin Wattenberg, Greg Corrado, Macduff Hughes, and Jeffrey Dean. 2017 · 2017
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Iterative back-translation for neural machine translation
Cong Duy Vu Hoang, Philipp Koehn, Gholamreza Haffari, and Trevor Cohn. 2018 · 2018
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Sentencepiece: A simple and language independent subword tokenizer and detokenizer for neural text processing
Taku Kudo and John Richardson. 2018 · 2018
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Three strategies to improve one-to-many multilingual translation
Yining Wang, Jiajun Zhang, Feifei Zhai, Jingfang Xu, and Chengqing Zong. 2018 · 2018
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JW300: A wide-coverage parallel corpus for low-resource languages
Zeljko Agic and Ivan Vulic. 2019 · 2019
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Massively multilingual neural machine translation
Roee Aharoni, Melvin Johnson, and Orhan Firat. 2019 · 2019
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Pivot-based transfer learning for neural machine translation between non-english languages
Yunsu Kim, Petre Petrov, Pavel Petrushkov, Shahram Khadivi, and Hermann Ney. 2019 · 2019
Cited alongside, same era.
Multilingual neural machine translation with knowledge distillation
Xu Tan, Yi Ren, Di He, Tao Qin, Zhou Zhao, and Tie-Yan Liu. 2019 · 2019
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A survey of multilingual neural machine translation
Raj Dabre, Chenhui Chu, and Anoop Kunchukuttan. 2020 · 2020
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Dynamic data selection and weighting for iterative back-translation
Zi-Yi Dou, Antonios Anastasopoulos, and Graham Neubig. 2020 · 2020
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Ccaligned: A massive collection of cross-lingual web-document pairs
Ahmed El-Kishky, Vishrav Chaudhary, Francisco Guzmán, and Philipp Koehn. 2020 · 2020
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Shallow-to-deep training for neural machine translation
Improving massively multilingual neural machine translation and zero-shot translation
Biao Zhang, Philip Williams, Ivan Titov, and Rico Sennrich. 2020 · 2020
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Adaptive sparse transformer for multilingual translation
Hongyu Gong, Xian Li, and Dmitriy Genzel. 2021 · 2021
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The FLORES-101 evaluation benchmark for low-resource and multilingual machine translation
Naman Goyal, Cynthia Gao, Vishrav Chaudhary, Peng-Jen Chen, Guillaume Wenzek, Da Ju, Sanjana Krishnan, Marc’Aurelio Ranzato, Francisco Guzmán, and Angela Fan. 2021 · 2021
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Learning language specific sub-network for multilingual machine translation
Zehui Lin, Liwei Wu, Mingxuan Wang, and Lei Li. 2021 · 2021
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Bei Li, Ziyang Wang, Hui Liu, Yufan Jiang, Quan Du, Tong Xiao, Huizhen Wang, and Jingbo Zhu. 2020 · 2020
Cited alongside, same era.
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 · 2020
Cited alongside, same era.
Monolingual adapters for zero-shot neural machine translation
Jerin Philip, Alexandre Berard, Matthias Gallé, and Laurent Besacier. 2020 · 2020
Cited alongside, same era.
Balancing training for multilingual neural machine translation
Xinyi Wang, Yulia Tsvetkov, and Graham Neubig. 2020a · 2020
Cited alongside, same era.
Multi-task learning for multilingual neural machine translation
Yiren Wang, ChengXiang Zhai, and Hany Hassan. 2020b · 2020
Cited alongside, same era.
On negative interference in multilingual models: Findings and A meta-learning treatment
Zirui Wang, Zachary C. Lipton, and Yulia Tsvetkov. 2020c · 2020
Cited alongside, same era.
Shuming Ma, Li Dong, Shaohan Huang, Dongdong Zhang, Alexandre Muzio, Saksham Singhal, Hany Hassan Awadalla, Xia Song, and Furu Wei. 2021 · 2021
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Contrastive learning for many-to-many multilingual neural machine translation
Xiao Pan, Mingxuan Wang, Liwei Wu, and Lei Li. 2021 · 2021
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Ccmatrix: Mining billions of high-quality parallel sentences on the web
Holger Schwenk, Guillaume Wenzek, Sergey Edunov, Edouard Grave, Armand Joulin, and Angela Fan. 2021 · 2021
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Share or not? learning to schedule language-specific capacity for multilingual translation
Biao Zhang, Ankur Bapna, Rico Sennrich, and Orhan Firat. 2021a · 2021
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Learning with feature-dependent label noise: A progressive approach
Yikai Zhang, Songzhu Zheng, Pengxiang Wu, Mayank Goswami, and Chao Chen. 2021b · 2021
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An end-to-end progressive multi-task learning framework for medical named entity recognition and normalization
Baohang Zhou, Xiangrui Cai, Ying Zhang, and Xiaojie Yuan. 2021 · 2021
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