TyDi QA-WANA: A Benchmark for Information-Seeking Question Answering in Languages of West Asia and North Africa.

Jonathan H. Clark

Parker Riley Siamak Shakeri Waleed Ammar Jonathan H. Clark TyDi QA-WANA: A Benchmark for Information-Seeking Question Answering in Languages of West Asia and North Africa. 2025 July abs/2507.17709 CoRR https://doi.org/10.48550/arXiv.2507.17709 db/journals/corr/corr2507.html#abs-2507-17709 streams/journals/corr

Chu-Cheng Lin Xinyi Wang 0001 Jonathan H. Clark Han Lu Yun Zhu Chenxi Whitehouse Hongkun Yu 0001 Multitask Multilingual Model Adaptation with Featurized Low-Rank Mixtures. 2024 abs/2402.17934 CoRR https://doi.org/10.48550/arXiv.2402.17934 db/journals/corr/corr2402.html#abs-2402-17934

Adam Roberts Hyung Won Chung Gaurav Mishra Anselm Levskaya James Bradbury Daniel Andor Sharan Narang Brian Lester Colin Gaffney Afroz Mohiuddin Curtis Hawthorne Aitor Lewkowycz Alex Salcianu Marc van Zee Jacob Austin Sebastian Goodman Livio Baldini Soares Haitang Hu Sasha Tsvyashchenko Aakanksha Chowdhery Jasmijn Bastings Jannis Bulian Xavier Garcia Jianmo Ni Andrew Chen Kathleen Kenealy Kehang Han Michelle Casbon Jonathan H. Clark Stephan Lee Dan Garrette James Lee-Thorp Colin Raffel Noam Shazeer Marvin Ritter Maarten Bosma Alexandre Passos Jeremy Maitin-Shepard Noah Fiedel Mark Omernick Brennan Saeta Ryan Sepassi Alexander Spiridonov Joshua Newlan Andrea Gesmundo Scaling Up Models and Data with t5x and seqio. 377:1-377:8 2023 24 J. Mach. Learn. Res. http://jmlr.org/papers/v24/23-0795.html db/journals/jmlr/jmlr24.html#RobertsCMLBANLG23

John Wieting Jonathan H. Clark William W. Cohen Graham Neubig Taylor Berg-Kirkpatrick Beyond Contrastive Learning: A Variational Generative Model for Multilingual Retrieval. 12044-12066 2023 ACL (1) https://doi.org/10.18653/v1/2023.acl-long.673 https://aclanthology.org/2023.acl-long.673 conf/acl/2023-1 db/conf/acl/acl2023-1.html#WietingCCNB23 Benjamin Muller John Wieting Jonathan H. Clark Tom Kwiatkowski Sebastian Ruder Livio Soares Roee Aharoni Jonathan Herzig Xinyi Wang 0001 Evaluating and Modeling Attribution for Cross-Lingual Question Answering. 144-157 2023 EMNLP https://doi.org/10.18653/v1/2023.emnlp-main.10 https://aclanthology.org/2023.emnlp-main.10 conf/emnlp/2023 db/conf/emnlp/emnlp2023.html#MullerWCKRSAHW23 Sebastian Ruder Jonathan H. Clark Alexander Gutkin Mihir Kale Min Ma Massimo Nicosia Shruti Rijhwani Parker Riley Jean Michel A. Sarr Xinyi Wang 0001 John Wieting Nitish Gupta Anna Katanova Christo Kirov Dana L. Dickinson Brian Roark Bidisha Samanta Connie Tao David Ifeoluwa Adelani Vera Axelrod Isaac Caswell Colin Cherry Dan Garrette R. Reeve Ingle Melvin Johnson Dmitry Panteleev Partha Talukdar XTREME-UP: A User-Centric Scarce-Data Benchmark for Under-Represented Languages. 1856-1884 2023 EMNLP (Findings) https://doi.org/10.18653/v1/2023.findings-emnlp.125 https://aclanthology.org/2023.findings-emnlp.125 conf/emnlp/2023f db/conf/emnlp/emnlp2023f.html#RuderCGKMNRRSWW23 Odunayo Ogundepo Tajuddeen Gwadabe Clara Rivera Jonathan H. Clark Sebastian Ruder David Ifeoluwa Adelani Bonaventure Dossou Abdou Aziz Diop Claytone Sikasote Gilles Hacheme Happy Buzaaba Ignatius Ezeani Rooweither Mabuya Salomey Osei Chris Emezue Albert Kahira Shamsuddeen Hassan Muhammad Akintunde Oladipo Abraham Toluwase Owodunni Atnafu Lambebo Tonja Iyanuoluwa Shode Akari Asai Aremu Anuoluwapo Ayodele Awokoya Bernard Opoku Chiamaka Chukwuneke Christine Mwase Clemencia Siro Stephen Arthur Tunde Ajayi Verrah Otiende Andre Niyongabo Rubungo Boyd Sinkala Daniel A. Ajisafe Emeka Onwuegbuzia Falalu Ibrahim Lawan Ibrahim Said Ahmad Jesujoba O. Alabi Chinedu E. Mbonu Mofetoluwa Adeyemi Mofya Phiri Orevaoghene Ahia Ruqayya Nasir Iro Sonia Adhiambo Cross-lingual Open-Retrieval Question Answering for African Languages. 14957-14972 2023 EMNLP (Findings) https://doi.org/10.18653/v1/2023.findings-emnlp.997 https://aclanthology.org/2023.findings-emnlp.997 conf/emnlp/2023f db/conf/emnlp/emnlp2023f.html#OgundepoGRCRADD23 Patrick Fernandes Daniel Deutsch Mara Finkelstein Parker Riley André F. T. Martins Graham Neubig Ankush Garg Jonathan H. Clark Markus Freitag Orhan Firat The Devil Is in the Errors: Leveraging Large Language Models for Fine-grained Machine Translation Evaluation. 1066-1083 2023 WMT https://doi.org/10.18653/v1/2023.wmt-1.100 https://aclanthology.org/2023.wmt-1.100 conf/wmt/2023 db/conf/wmt/wmt2023.html#FernandesDFRMNG23

Odunayo Ogundepo Tajuddeen R. Gwadabe Clara E. Rivera Jonathan H. Clark Sebastian Ruder David Ifeoluwa Adelani Bonaventure F. P. Dossou Abdou Aziz Diop Claytone Sikasote Gilles Hacheme Happy Buzaaba Ignatius Ezeani Rooweither Mabuya Salomey Osei Chris Emezue Albert Njoroge Kahira Shamsuddeen Hassan Muhammad Akintunde Oladipo Abraham Toluwase Owodunni Atnafu Lambebo Tonja Iyanuoluwa Shode Akari Asai Tunde Oluwaseyi Ajayi Clemencia Siro Steven Arthur Mofetoluwa Adeyemi Orevaoghene Ahia Aremu Anuoluwapo Oyinkansola Awosan Chiamaka Chukwuneke Bernard Opoku Awokoya Ayodele Verrah Otiende Christine Mwase Boyd Sinkala Andre Niyongabo Rubungo Daniel A. Ajisafe Emeka Felix Onwuegbuzia Habib Mbow Emile Niyomutabazi Eunice Mukonde Falalu Ibrahim Lawan Ibrahim Said Ahmad Jesujoba O. Alabi Martin Namukombo Chinedu Emmanuel Mbonu Mofya Phiri Neo Putini Ndumiso Mngoma Priscilla A. Amuok Ruqayya Nasir Iro Sonia Adhiambo AfriQA: Cross-lingual Open-Retrieval Question Answering for African Languages. 2023 abs/2305.06897 CoRR https://doi.org/10.48550/arXiv.2305.06897 db/journals/corr/corr2305.html#abs-2305-06897

Rohan Anil Andrew M. Dai Orhan Firat Melvin Johnson Dmitry Lepikhin Alexandre Passos Siamak Shakeri Emanuel Taropa Paige Bailey Zhifeng Chen Eric Chu Jonathan H. Clark Laurent El Shafey Yanping Huang Kathy Meier-Hellstern Gaurav Mishra Erica Moreira Mark Omernick Kevin Robinson Sebastian Ruder Yi Tay Kefan Xiao Yuanzhong Xu Yujing Zhang Gustavo Hernández Ábrego Junwhan Ahn Jacob Austin Paul Barham 0001 Jan A. Botha James Bradbury Siddhartha Brahma Kevin Brooks Michele Catasta Yong Cheng 0003 Colin Cherry Christopher A. Choquette-Choo Aakanksha Chowdhery Clément Crepy Shachi Dave Mostafa Dehghani 0001 Sunipa Dev Jacob Devlin Mark Díaz Nan Du 0002 Ethan Dyer Vladimir Feinberg Fangxiaoyu Feng Vlad Fienber Markus Freitag Xavier Garcia Sebastian Gehrmann Lucas Gonzalez et al. PaLM 2 Technical Report. 2023 abs/2305.10403 CoRR https://doi.org/10.48550/arXiv.2305.10403 https://www.wikidata.org/entity/Q123182577 db/journals/corr/corr2305.html#abs-2305-10403

Sebastian Ruder Jonathan H. Clark Alexander Gutkin Mihir Kale Min Ma Massimo Nicosia Shruti Rijhwani Parker Riley Jean Michel A. Sarr Xinyi Wang 0001 John Wieting Nitish Gupta Anna Katanova Christo Kirov Dana L. Dickinson Brian Roark Bidisha Samanta Connie Tao David Ifeoluwa Adelani Vera Axelrod Isaac Caswell Colin Cherry Dan Garrette R. Reeve Ingle Melvin Johnson Dmitry Panteleev Partha Talukdar XTREME-UP: A User-Centric Scarce-Data Benchmark for Under-Represented Languages. 2023 abs/2305.11938 CoRR https://doi.org/10.48550/arXiv.2305.11938 db/journals/corr/corr2305.html#abs-2305-11938

Benjamin Muller John Wieting Jonathan H. Clark Tom Kwiatkowski Sebastian Ruder Livio Baldini Soares Roee Aharoni Jonathan Herzig Xinyi Wang 0001 Evaluating and Modeling Attribution for Cross-Lingual Question Answering. 2023 abs/2305.14332 CoRR https://doi.org/10.48550/arXiv.2305.14332 db/journals/corr/corr2305.html#abs-2305-14332

Patrick Fernandes Daniel Deutsch Mara Finkelstein Parker Riley André F. T. Martins Graham Neubig Ankush Garg Jonathan H. Clark Markus Freitag Orhan Firat The Devil is in the Errors: Leveraging Large Language Models for Fine-grained Machine Translation Evaluation. 2023 abs/2308.07286 CoRR https://doi.org/10.48550/arXiv.2308.07286 db/journals/corr/corr2308.html#abs-2308-07286

Xinyi Wang 0001 John Wieting Jonathan H. Clark FIAT: Fusing learning paradigms with Instruction-Accelerated Tuning. 2023 abs/2309.04663 CoRR https://doi.org/10.48550/arXiv.2309.04663 db/journals/corr/corr2309.html#abs-2309-04663

Jonathan H. Clark Dan Garrette Iulia Turc John Wieting Canine: Pre-training an Efficient Tokenization-Free Encoder for Language Representation. 73-91 2022 10 Trans. Assoc. Comput. Linguistics https://doi.org/10.1162/tacl_a_00448 https://www.wikidata.org/entity/Q114856729 db/journals/tacl/tacl10.html#ClarkGTW22

Alexis Conneau Ankur Bapna Yu Zhang 0033 Min Ma Patrick von Platen Anton Lozhkov Colin Cherry Ye Jia Clara Rivera Mihir Kale Daan van Esch Vera Axelrod Simran Khanuja Jonathan H. Clark Orhan Firat Michael Auli Sebastian Ruder Jason Riesa Melvin Johnson XTREME-S: Evaluating Cross-lingual Speech Representations. 3248-3252 2022 INTERSPEECH https://doi.org/10.21437/Interspeech.2022-10007 conf/interspeech/2022 db/conf/interspeech/interspeech2022.html#ConneauBZMPLCJR22

Alexis Conneau Ankur Bapna Yu Zhang 0033 Min Ma Patrick von Platen Anton Lozhkov Colin Cherry Ye Jia Clara Rivera Mihir Kale Daan van Esch Vera Axelrod Simran Khanuja Jonathan H. Clark Orhan Firat Michael Auli Sebastian Ruder Jason Riesa Melvin Johnson XTREME-S: Evaluating Cross-lingual Speech Representations. 2022 abs/2203.10752 CoRR https://doi.org/10.48550/arXiv.2203.10752 db/journals/corr/corr2203.html#abs-2203-10752

Adam Roberts Hyung Won Chung Anselm Levskaya Gaurav Mishra James Bradbury Daniel Andor Sharan Narang Brian Lester Colin Gaffney Afroz Mohiuddin Curtis Hawthorne Aitor Lewkowycz Alex Salcianu Marc van Zee Jacob Austin Sebastian Goodman Livio Baldini Soares Haitang Hu Sasha Tsvyashchenko Aakanksha Chowdhery Jasmijn Bastings Jannis Bulian Xavier Garcia Jianmo Ni Andrew Chen Kathleen Kenealy Jonathan H. Clark Stephan Lee Dan Garrette James Lee-Thorp Colin Raffel Noam Shazeer Marvin Ritter Maarten Bosma Alexandre Passos Jeremy Maitin-Shepard Noah Fiedel Mark Omernick Brennan Saeta Ryan Sepassi Alexander Spiridonov Joshua Newlan Andrea Gesmundo Scaling Up Models and Data with t5x and seqio. 2022 abs/2203.17189 CoRR https://doi.org/10.48550/arXiv.2203.17189 db/journals/corr/corr2203.html#abs-2203-17189

Akari Asai Shayne Longpre Jungo Kasai Chia-Hsuan Lee 0001 Rui Zhang 0037 Junjie Hu 0001 Ikuya Yamada Jonathan H. Clark Eunsol Choi MIA 2022 Shared Task: Evaluating Cross-lingual Open-Retrieval Question Answering for 16 Diverse Languages. 2022 abs/2207.00758 CoRR https://doi.org/10.48550/arXiv.2207.00758 db/journals/corr/corr2207.html#abs-2207-00758

Akari Asai Jungo Kasai Jonathan H. Clark Kenton Lee Eunsol Choi Hannaneh Hajishirzi XOR QA: Cross-lingual Open-Retrieval Question Answering. 547-564 2021 NAACL-HLT https://doi.org/10.18653/v1/2021.naacl-main.46 https://aclanthology.org/2021.naacl-main.46/ conf/naacl/2021 db/conf/naacl/naacl2021.html#AsaiKCLCH21 Dorottya Demszky Devyani Sharma Jonathan H. Clark Vinodkumar Prabhakaran Jacob Eisenstein Learning to Recognize Dialect Features. 2315-2338 2021 NAACL-HLT https://doi.org/10.18653/v1/2021.naacl-main.184 https://aclanthology.org/2021.naacl-main.184/ conf/naacl/2021 db/conf/naacl/naacl2021.html#DemszkySCPE21

Jonathan H. Clark Dan Garrette Iulia Turc John Wieting CANINE: Pre-training an Efficient Tokenization-Free Encoder for Language Representation. 2021 abs/2103.06874 CoRR https://arxiv.org/abs/2103.06874 db/journals/corr/corr2103.html#abs-2103-06874

Ankur Bapna Yu-An Chung Nan Wu Anmol Gulati Ye Jia Jonathan H. Clark Melvin Johnson Jason Riesa Alexis Conneau Yu Zhang 0033 SLAM: A Unified Encoder for Speech and Language Modeling via Speech-Text Joint Pre-Training. 2021 abs/2110.10329 CoRR https://arxiv.org/abs/2110.10329 db/journals/corr/corr2110.html#abs-2110-10329

Jonathan H. Clark Jennimaria Palomaki Vitaly Nikolaev Eunsol Choi Dan Garrette Michael Collins 0001 Tom Kwiatkowski TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages. 454-470 2020 8 Trans. Assoc. Comput. Linguistics https://doi.org/10.1162/tacl_a_00317 https://www.wikidata.org/entity/Q124208985 db/journals/tacl/tacl8.html#ClarkPNCGCK20

Jonathan H. Clark Alon Lavie Chris Dyer One System, Many Domains: Open-Domain Statistical Machine Translation via Feature Augmentation. 2020 AMTA https://aclanthology.org/2012.amta-papers.4/ conf/amta/2012 db/conf/amta/amta2012.html#ClarkLD20 Adam Fisch Kenton Lee Ming-Wei Chang Jonathan H. Clark Regina Barzilay CapWAP: Image Captioning with a Purpose. 8755-8768 2020 EMNLP (1) https://doi.org/10.18653/v1/2020.emnlp-main.705 https://aclanthology.org/2020.emnlp-main.705/ conf/emnlp/2020-1 db/conf/emnlp/emnlp2020-1.html#FischLCCB20

Jonathan H. Clark Eunsol Choi Michael Collins 0001 Dan Garrette Tom Kwiatkowski Vitaly Nikolaev Jennimaria Palomaki TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages. 2020 abs/2003.05002 CoRR https://arxiv.org/abs/2003.05002 db/journals/corr/corr2003.html#abs-2003-05002

Akari Asai Jungo Kasai Jonathan H. Clark Kenton Lee Eunsol Choi Hannaneh Hajishirzi XOR QA: Cross-lingual Open-Retrieval Question Answering. 2020 abs/2010.11856 CoRR https://arxiv.org/abs/2010.11856 db/journals/corr/corr2010.html#abs-2010-11856

Dorottya Demszky Devyani Sharma Jonathan H. Clark Vinodkumar Prabhakaran Jacob Eisenstein Learning to Recognize Dialect Features. 2020 abs/2010.12707 CoRR https://arxiv.org/abs/2010.12707 db/journals/corr/corr2010.html#abs-2010-12707

Adam Fisch Kenton Lee Ming-Wei Chang Jonathan H. Clark Regina Barzilay CapWAP: Captioning with a Purpose. 2020 abs/2011.04264 CoRR https://arxiv.org/abs/2011.04264 db/journals/corr/corr2011.html#abs-2011-04264

Jonathan H. Clark Chris Dyer Alon Lavie Locally Non-Linear Learning for Statistical Machine Translation via Discretization and Structured Regularization. 393-404 2014 2 Trans. Assoc. Comput. Linguistics https://doi.org/10.1162/tacl_a_00191 db/journals/tacl/tacl2.html#ClarkDL14

Kenneth Heafield Ivan Pouzyrevsky Jonathan H. Clark Philipp Koehn Scalable Modified Kneser-Ney Language Model Estimation. 690-696 2013 ACL (2) https://aclanthology.org/P13-2121/ conf/acl/2013-2 db/conf/acl/acl2013-2.html#HeafieldPCK13 Jonathan H. Clark Chris Dyer Alon Lavie Noah A. Smith Better Hypothesis Testing for Statistical Machine Translation: Controlling for Optimizer Instability. 176-181 2011 ACL (2) https://aclanthology.org/P11-2031/ conf/acl/2011s db/conf/acl/acl2011s.html#ClarkDLS11 Chris Dyer Jonathan H. Clark Alon Lavie Noah A. Smith Unsupervised Word Alignment with Arbitrary Features. 409-419 2011 ACL https://aclanthology.org/P11-1042/ conf/acl/2011 db/conf/acl/acl2011.html#DyerCLS11 Chris Dyer Kevin Gimpel Jonathan H. Clark Noah A. Smith The CMU-ARK German-English Translation System. 337-343 2011 WMT@EMNLP https://aclanthology.org/W11-2139/ conf/wmt/2011 db/conf/wmt/wmt2011.html#DyerGCS11

Jonathan H. Clark Jonathan Weese Byung-Gyu Ahn Andreas Zollmann Qin Gao Kenneth Heafield Alon Lavie The Machine Translation Toolpack for LoonyBin: Automated Management of Experimental Machine Translation HyperWorkflows. 117-126 2010 93 Prague Bull. Math. Linguistics http://ufal.mff.cuni.cz/pbml/93/art-clark-et-al.pdf db/journals/pbml/pbml93.html#ClarkWAZGHL10

Jonathan H. Clark Alon Lavie LoonyBin: Keeping Language Technologists Sane through Automated Management of Experimental (Hyper)Workflows. 2010 LREC http://www.lrec-conf.org/proceedings/lrec2010/summaries/570.html conf/lrec/2010 db/conf/lrec/lrec2010.html#ClarkL10 Greg Hanneman Jonathan H. Clark Alon Lavie Improved Features and Grammar Selection for Syntax-Based MT. 82-87 2010 WMT@ACL https://aclanthology.org/W10-1709/ conf/wmt/2010 db/conf/wmt/wmt2010.html#HannemanCL10 Greg Hanneman Vamshi Ambati Jonathan H. Clark Alok Parlikar Alon Lavie An Improved Statistical Transfer System for French-English Machine Translation. 140-144 2009 WMT@EACL https://aclanthology.org/W09-0425/ conf/wmt/2009 db/conf/wmt/wmt2009.html#HannemanACPL09 Jonathan H. Clark Charles J. Hannon An Algorithm for Identifying Authors Using Synonyms. 99-104 2007 ENC https://doi.org/10.1109/ENC.2007.22 https://doi.ieeecomputersociety.org/10.1109/ENC.2007.22 conf/enc/2007 db/conf/enc/enc2007.html#ClarkH07 Jonathan H. Clark Charles J. Hannon A Classifier System for Author Recognition Using Synonym-Based Features. 839-849 2007 conf/micai/2007 MICAI https://doi.org/10.1007/978-3-540-76631-5_80 db/conf/micai/micai2007.html#ClarkH07 Gustavo Hernández Ábrego David Ifeoluwa Adelani Mofe AdeyemiMofetoluwa Adeyemi Sonia Adhiambo Roee Aharoni Orevaoghene Ahia Ibrahim Said Ahmad Byung-Gyu Ahn Junwhan Ahn Tunde AjayiTunde Oluwaseyi Ajayi Daniel AjisafeDaniel A. Ajisafe et al. Jesujoba O. Alabi Vamshi Ambati Waleed Ammar Priscilla A. Amuok Daniel Andor Rohan Anil Aremu Anuoluwapo Stephen Arthur Steven Arthur Akari Asai Michael Auli Jacob Austin Ayodele Awokoya Oyinkansola Awosan Vera Axelrod Awokoya Ayodele Paige Bailey Ankur Bapna Paul Barham 0001 Regina Barzilay Jasmijn Bastings Taylor Berg-Kirkpatrick Maarten Bosma Jan A. Botha James Bradbury Siddhartha Brahma Kevin Brooks Jannis Bulian Happy Buzaaba Michelle Casbon Isaac Caswell Michele Catasta Ming-Wei Chang Andrew Chen Zhifeng Chen Yong Cheng 0003 Colin Cherry Eunsol Choi Christopher A. Choquette-Choo Aakanksha Chowdhery Eric Chu Chiamaka Ijeoma ChukwunekeChiamaka Chukwuneke Hyung Won Chung Yu-An Chung William W. Cohen Michael Collins 0001 Alexis Conneau Clément Crepy Andrew M. Dai Shachi Dave Mostafa Dehghani 0001 Dorottya Demszky Daniel Deutsch Sunipa Dev Jacob Devlin Mark DiazMark Díaz Dana L. Dickinson Abdou Aziz Diop Bonaventure F. P. DossouBonaventure Dossou Nan Du 0002 Chris Dyer Ethan Dyer Jacob Eisenstein Chris C. EmezueChris Emezue Daan van Esch Ignatius Ezeani Vladimir Feinberg Fangxiaoyu Feng Patrick Fernandes Noah Fiedel Vlad Fienber Mara Finkelstein Orhan Firat Adam Fisch Markus Freitag Colin Gaffney Qin Gao Xavier Garcia Ankush Garg Dan Garrette Sebastian Gehrmann Andrea Gesmundo Kevin Gimpel Lucas Gonzalez Sebastian Goodman Anmol Gulati Nitish Gupta Alexander Gutkin Tajuddeen Rabiu GwadabeTajuddeen R. GwadabeTajuddeen Gwadabe Gilles Hacheme Hannaneh Hajishirzi Kehang Han Greg Hanneman Charles J. Hannon Curtis Hawthorne Kenneth Heafield Jonathan Herzig Haitang Hu Junjie Hu 0001 Yanping Huang R. Reeve Ingle Ruqayya Nasir Iro Ye Jia Melvin Johnson Albert KahiraAlbert Njoroge Kahira Mihir Kale Jungo Kasai Anna Katanova Kathleen Kenealy Simran Khanuja Christo Kirov Philipp Koehn Tom Kwiatkowski Alon Lavie Falalu Ibrahim Lawan Chia-Hsuan Lee 0001 Kenton Lee Stephan Lee James Lee-Thorp Dmitry Lepikhin Brian Lester Anselm Levskaya Aitor Lewkowycz Chu-Cheng Lin Shayne Longpre Anton Lozhkov Han Lu Min Ma Rooweither Mabuya Jeremy Maitin-Shepard André F. T. Martins Chinedu E. MbonuChinedu Emmanuel Mbonu Habib Mbow Kathy Meier-Hellstern Gaurav Mishra Ndumiso Mngoma Afroz Mohiuddin Erica Moreira Shamsuddeen Hassan Muhammad Eunice Mukonde Benjamin Muller Christine Mwase Martin Namukombo Sharan Narang Graham Neubig Joshua Newlan Jianmo Ni Massimo Nicosia Vitaly Nikolaev Emile Niyomutabazi Rubungo Andre NiyongaboAndre Niyongabo Rubungo Odunayo Ogundepo Akintunde Oladipo Mark Omernick Emeka OnwuegbuziaEmeka Felix Onwuegbuzia Bernard Opoku Salomey Osei Verrah Otiende Abraham Toluwase Owodunni Jennimaria Palomaki Dmitry Panteleev Alok Parlikar Alexandre Tachard PassosAlexandre Passos Mofya Phiri Patrick von Platen Ivan Pouzyrevsky Vinodkumar Prabhakaran Neo Putini Colin Raffel Jason Riesa Shruti Rijhwani Parker Riley Marvin Ritter Clara RiveraClara E. Rivera Brian Roark Adam Roberts Kevin Robinson Sebastian Ruder Brennan Saeta Alex Salcianu Bidisha Samanta Jean Michel A. Sarr Ryan Sepassi Laurent El Shafey Siamak Shakeri Devyani Sharma Noam Shazeer Iyanuoluwa Shode Claytone Sikasote Boyd Sinkala Clemencia Siro Noah A. Smith Livio B. SoaresLivio Baldini SoaresLivio Soares Alexander Spiridonov Partha Talukdar Connie Tao Emanuel Taropa Yi Tay Atnafu Lambebo Tonja Sasha Tsvyashchenko Iulia Turc Xinyi Wang 0001 Jonathan Weese Chenxi Whitehouse John Wieting Nan Wu Kefan Xiao Yuanzhong Xu Ikuya Yamada Hongkun Yu 0001 Marc van Zee Rui Zhang 0037 Yu Zhang 0033 Yujing Zhang Yun Zhu Andreas Zollmann