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Dialect-robust Evaluation of Generated Text


Nov 02, 2022
Jiao Sun, Thibault Sellam, Elizabeth Clark, Tu Vu, Timothy Dozat, Dan Garrette, Aditya Siddhant, Jacob Eisenstein, Sebastian Gehrmann

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Building Machine Translation Systems for the Next Thousand Languages


May 16, 2022
Ankur Bapna, Isaac Caswell, Julia Kreutzer, Orhan Firat, Daan van Esch, Aditya Siddhant, Mengmeng Niu, Pallavi Baljekar, Xavier Garcia, Wolfgang Macherey, Theresa Breiner, Vera Axelrod, Jason Riesa, Yuan Cao, Mia Xu Chen, Klaus Macherey, Maxim Krikun, Pidong Wang, Alexander Gutkin, Apurva Shah, Yanping Huang, Zhifeng Chen, Yonghui Wu, Macduff Hughes

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* V2: updated with some details from 24-language Google Translate launch in May 2022 

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Towards the Next 1000 Languages in Multilingual Machine Translation: Exploring the Synergy Between Supervised and Self-Supervised Learning


Jan 13, 2022
Aditya Siddhant, Ankur Bapna, Orhan Firat, Yuan Cao, Mia Xu Chen, Isaac Caswell, Xavier Garcia

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DOCmT5: Document-Level Pretraining of Multilingual Language Models


Dec 16, 2021
Chia-Hsuan Lee, Aditya Siddhant, Viresh Ratnakar, Melvin Johnson

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nmT5 -- Is parallel data still relevant for pre-training massively multilingual language models?


Jun 03, 2021
Mihir Kale, Aditya Siddhant, Noah Constant, Melvin Johnson, Rami Al-Rfou, Linting Xue

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* Accepted at ACL-IJCNLP 2021 

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XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation


Apr 15, 2021
Sebastian Ruder, Noah Constant, Jan Botha, Aditya Siddhant, Orhan Firat, Jinlan Fu, Pengfei Liu, Junjie Hu, Graham Neubig, Melvin Johnson

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Distilling Large Language Models into Tiny and Effective Students using pQRNN


Jan 21, 2021
Prabhu Kaliamoorthi, Aditya Siddhant, Edward Li, Melvin Johnson

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mT5: A massively multilingual pre-trained text-to-text transformer


Oct 23, 2020
Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou, Aditya Siddhant, Aditya Barua, Colin Raffel

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