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Data Augmentation by Concatenation for Low-Resource Translation: A Mystery and a Solution


May 04, 2021
Toan Q. Nguyen, Kenton Murray, David Chiang


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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets


Mar 22, 2021
Isaac Caswell, Julia Kreutzer, Lisa Wang, Ahsan Wahab, Daan van Esch, Nasanbayar Ulzii-Orshikh, Allahsera Tapo, Nishant Subramani, Artem Sokolov, Claytone Sikasote, Monang Setyawan, Supheakmungkol Sarin, Sokhar Samb, Benoît Sagot, Clara Rivera, Annette Rios, Isabel Papadimitriou, Salomey Osei, Pedro Javier Ortiz Suárez, Iroro Orife, Kelechi Ogueji, Rubungo Andre Niyongabo, Toan Q. Nguyen, Mathias Müller, André Müller, Shamsuddeen Hassan Muhammad, Nanda Muhammad, Ayanda Mnyakeni, Jamshidbek Mirzakhalov, Tapiwanashe Matangira, Colin Leong, Nze Lawson, Sneha Kudugunta, Yacine Jernite, Mathias Jenny, Orhan Firat, Bonaventure F. P. Dossou, Sakhile Dlamini, Nisansa de Silva, Sakine Çabuk Ballı, Stella Biderman, Alessia Battisti, Ahmed Baruwa, Ankur Bapna, Pallavi Baljekar, Israel Abebe Azime, Ayodele Awokoya, Duygu Ataman, Orevaoghene Ahia, Oghenefego Ahia, Sweta Agrawal, Mofetoluwa Adeyemi

* 10 pages paper; 10 pages appendix; AfricaNLP 2021 

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Pseudolikelihood Reranking with Masked Language Models


Oct 31, 2019
Julian Salazar, Davis Liang, Toan Q. Nguyen, Katrin Kirchhoff

* Work in progress. An earlier version will be presented at DeepLo 2019. https://github.com/aws-samples/amazon-transcribe-research-pseudolikelihood 

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Transformers without Tears: Improving the Normalization of Self-Attention


Oct 14, 2019
Toan Q. Nguyen, Julian Salazar

* Accepted to IWSLT'19 

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Auto-Sizing the Transformer Network: Improving Speed, Efficiency, and Performance for Low-Resource Machine Translation


Oct 01, 2019
Kenton Murray, Jeffery Kinnison, Toan Q. Nguyen, Walter Scheirer, David Chiang

* The 3rd Workshop on Neural Generation and Translation (WNGT 2019) 

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Improving Lexical Choice in Neural Machine Translation


Apr 17, 2018
Toan Q. Nguyen, David Chiang

* Accepted at NAACL HLT 2018 

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