Safiyyah Saleem Pierre Andrews Mikel Artetxe Mariano Coria Meglioli Marta R. Costa-jussà Joe Chuang David Dale Mark Duppenthaler Nathanial Paul Ekberg Cynthia Gao Daniel Edward Licht Jean Maillard Alexandre Mourachko Christophe Ropers Safiyyah Saleem Eduardo Sánchez Ioannis Tsiamas Arina Turkatenko Albert Ventayol-Boada Shireen Yates 27515-27535 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.1400 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#AndrewsAMCCDDEGLMMRSSTT25 streams/conf/emnlp

The Omnilingual MT Team Pierre Andrews Mikel Artetxe Mariano Coria Meglioli Marta R. Costa-jussà Joe Chuang David Dale Cynthia Gao Jean Maillard Alex Mourachko Christophe Ropers Safiyyah Saleem Eduardo Sánchez Ioannis Tsiamas Arina Turkatenko Albert Ventayol-Boada Shireen Yates 2025 February abs/2502.04314 CoRR https://doi.org/10.48550/arXiv.2502.04314 db/journals/corr/corr2502.html#abs-2502-04314 streams/journals/corr

Vasu Agrawal Akinniyi Akinyemi Kathryn Alvero Morteza Behrooz Julia Buffalini Fabio Maria Carlucci Joy Chen Junming Chen Zhang Chen Shiyang Cheng Praveen Chowdary Joe Chuang Antony D'Avirro Jon Daly Ning Dong Mark Duppenthaler Cynthia Gao Jeffrey M. Girard Martin Gleize Sahir Gomez Hongyu Gong Srivathsan Govindarajan Brandon Han Sen He 0001 Denise Hernandez Yordan Hristov Rongjie Huang Hirofumi Inaguma Somya Jain Raj Janardhan Qingyao Jia Christopher Klaiber Dejan Kovachev Moneish Kumar Hang Li Yilei Li Pavel Litvin Wei Liu 0005 Guangyao Ma Jing Ma Martin Ma Xutai Ma Lucas Mantovani Sagar Miglani Sreyas Mohan Louis-Philippe Morency Evonne Ng Kam-Woh Ng Tu Anh Nguyen Amia Oberai Benjamin N. Peloquin Juan Pino 0001 Jovan Popovic Omid Poursaeed Fabian Prada Alice Rakotoarison Rakesh Ranjan Alexander Richard Christophe Ropers Safiyyah Saleem Vasu Sharma Alex Shcherbyna Jia Shen Jie Shen Anastasis Stathopoulos Anna Y. Sun Paden Tomasello Tuan Tran Arina Turkatenko Bo Wan Chao Wang 0028 Jeff Wang Mary Williamson Carleigh Wood Tao Xiang 0001 Yilin Yang Julien Yao Chen Zhang Jiemin Zhang Xinyue Zhang Jason Zheng Pavlo Zhyzheria Jan Zikes Michael Zollhöfer 2025 June abs/2506.22554 CoRR https://doi.org/10.48550/arXiv.2506.22554 db/journals/corr/corr2506.html#abs-2506-22554 streams/journals/corr

Gil Keren Artyom Kozhevnikov Yen Meng Christophe Ropers Matthew Setzler Skyler Wang Ife Adebara Michael Auli Can Balioglu Kevin Chan Chierh Cheng Joe Chuang Caley Droof Mark Duppenthaler Paul-Ambroise Duquenne Alexander Erben Cynthia Gao Gabriel Mejia Gonzalez Kehan Lyu Sagar Miglani Vineel Pratap Kaushik Ram Sadagopan Safiyyah Saleem Arina Turkatenko Albert Ventayol-Boada Zheng-Xin Yong Yu-An Chung Jean Maillard Rashel Moritz Alexandre Mourachko Mary Williamson Shireen Yates 2025 November abs/2511.09690 CoRR https://doi.org/10.48550/arXiv.2511.09690 db/journals/corr/corr2511.html#abs-2511-09690 streams/journals/corr

LCM team Loïc Barrault Paul-Ambroise Duquenne Maha Elbayad Artyom Kozhevnikov Belen Alastruey Pierre Andrews Mariano Coria Guillaume Couairon Marta R. Costa-jussà David Dale Hady Elsahar Kevin Heffernan João Maria Janeiro Tuan Tran Christophe Ropers Eduardo Sánchez Robin San Roman Alexandre Mourachko Safiyyah Saleem Holger Schwenk 2024 abs/2412.08821 CoRR https://doi.org/10.48550/arXiv.2412.08821 https://www.wikidata.org/entity/Q131737859 db/journals/corr/corr2412.html#abs-2412-08821 streams/journals/corr

Seamless Communication Loïc Barrault Yu-An Chung Mariano Coria Meglioli David Dale Ning Dong Paul-Ambroise Duquenne Hady Elsahar Hongyu Gong Kevin Heffernan John Hoffman Christopher Klaiber Pengwei Li Daniel Licht Jean Maillard Alice Rakotoarison Kaushik Ram Sadagopan Guillaume Wenzek Ethan Ye Bapi Akula Peng-Jen Chen Naji El Hachem Brian Ellis Gabriel Mejia Gonzalez Justin Haaheim Prangthip Hansanti Russ Howes Bernie Huang Min-Jae Hwang Hirofumi Inaguma Somya Jain Elahe Kalbassi Amanda Kallet Ilia Kulikov Janice Lam Daniel Li 0006 Xutai Ma Ruslan Mavlyutov Benjamin N. Peloquin Mohamed Ramadan Abinesh Ramakrishnan Anna Y. Sun Kevin Tran Tuan Tran Igor Tufanov Vish Vogeti Carleigh Wood Yilin Yang Bokai Yu Pierre Andrews Can Balioglu Marta R. Costa-jussà Onur Celebi Maha Elbayad Cynthia Gao Francisco Guzmán Justine Kao Ann Lee 0001 Alexandre Mourachko Juan Pino 0001 Sravya Popuri Christophe Ropers Safiyyah Saleem Holger Schwenk Paden Tomasello Changhan Wang Jeff Wang Skyler Wang 2023 abs/2308.11596 CoRR https://doi.org/10.48550/arXiv.2308.11596 https://www.wikidata.org/entity/Q121916067 db/journals/corr/corr2308.html#abs-2308-11596

Loïc Barrault Yu-An Chung Mariano Coria Meglioli David Dale Ning Dong Mark Duppenthaler Paul-Ambroise Duquenne Brian Ellis Hady Elsahar Justin Haaheim John Hoffman Min-Jae Hwang Hirofumi Inaguma Christopher Klaiber Ilia Kulikov Pengwei Li Daniel Licht Jean Maillard Ruslan Mavlyutov Alice Rakotoarison Kaushik Ram Sadagopan Abinesh Ramakrishnan Tuan Tran Guillaume Wenzek Yilin Yang Ethan Ye Ivan Evtimov Pierre Fernandez Cynthia Gao Prangthip Hansanti Elahe Kalbassi Amanda Kallet Artyom Kozhevnikov Gabriel Mejia Gonzalez Robin San Roman Christophe Touret Corinne Wong Carleigh Wood Bokai Yu Pierre Andrews Can Balioglu Peng-Jen Chen Marta R. Costa-jussà Maha Elbayad Hongyu Gong Francisco Guzmán Kevin Heffernan Somya Jain Justine Kao Ann Lee 0001 Xutai Ma Alexandre Mourachko Benjamin N. Peloquin Juan Pino 0001 Sravya Popuri Christophe Ropers Safiyyah Saleem Holger Schwenk Anna Y. Sun Paden Tomasello Changhan Wang Jeff Wang Skyler Wang Mary Williamson 2023 abs/2312.05187 CoRR https://doi.org/10.48550/arXiv.2312.05187 db/journals/corr/corr2312.html#abs-2312-05187

David Ifeoluwa Adelani Md Mahfuz Ibn Alam Antonios Anastasopoulos Akshita Bhagia Marta R. Costa-jussà Jesse Dodge Fahim Faisal Christian Federmann Natalia Fedorova Francisco Guzmán Sergey Koshelev Jean Maillard Vukosi Marivate Jonathan Mbuya Alexandre Mourachko Safiyyah Saleem Holger Schwenk Guillaume Wenzek 773-800 2022 WMT https://aclanthology.org/2022.wmt-1.72 conf/wmt/2022 db/conf/wmt/wmt2022.html#AdelaniAABCDFFFGKMMMMSSW22

Marta R. Costa-jussà James Cross 0003 Onur Çelebi Maha Elbayad Kenneth Heafield Kevin Heffernan Elahe Kalbassi Janice Lam Daniel Licht Jean Maillard Anna Y. Sun Skyler Wang Guillaume Wenzek Al Youngblood Bapi Akula Loïc Barrault Gabriel Mejia Gonzalez Prangthip Hansanti John Hoffman Semarley Jarrett Kaushik Ram Sadagopan Dirk Rowe Shannon Spruit Chau Tran Pierre Andrews Necip Fazil Ayan Shruti Bhosale Sergey Edunov Angela Fan Cynthia Gao Vedanuj Goswami Francisco Guzmán Philipp Koehn Alexandre Mourachko Christophe Ropers Safiyyah Saleem Holger Schwenk Jeff Wang 2022 abs/2207.04672 CoRR https://doi.org/10.48550/arXiv.2207.04672 db/journals/corr/corr2207.html#abs-2207-04672

Shrey Desai Akshat Shrivastava Justin Rill Brian Moran Safiyyah Saleem Alexander Zotov Ahmed Aly 2021 abs/2107.04736 CoRR https://arxiv.org/abs/2107.04736 db/journals/corr/corr2107.html#abs-2107-04736

Spencer Rothwell Steele Carter Ahmad Elshenawy Vladislavs Dovgalecs Safiyyah Saleem Daniela Braga Bob Kennewick 2789-2793 2015 INTERSPEECH https://doi.org/10.21437/Interspeech.2015-587 conf/interspeech/2015 db/conf/interspeech/interspeech2015.html#RothwellCEDSBK15 Emily M. Bender Scott Drellishak Antske Fokkens Michael Wayne Goodman Daniel P. Mills Laurie Poulson Safiyyah Saleem 1-6 2010 ACL (System Demonstrations) https://aclanthology.org/P10-4001/ conf/acl/2010d db/conf/acl/acl2010d.html#BenderDFGMPS10 Safiyyah Saleem Emily M. Bender 1068-1076 2010 COLING (Posters) https://aclanthology.org/C10-2123/ conf/coling/2010p db/conf/coling/coling2010p.html#SaleemB10 Ife Adebara David Ifeoluwa Adelani Vasu Agrawal Akinniyi Akinyemi Bapi Akula Md Mahfuz Ibn Alam Belen Alastruey Kathryn Alvero Ahmed Aly Antonios Anastasopoulos Pierre Andrews Mikel Artetxe Michael Auli Necip Fazil Ayan Can Balioglu Loïc Barrault Morteza Behrooz Emily M. Bender Akshita Bhagia Shruti Bhosale Daniela Braga Julia Buffalini Fabio Maria Carlucci Steele Carter Onur CelebiOnur Çelebi Kevin Chan Joy Chen Junming Chen Peng-Jen Chen Zhang Chen Chierh Cheng Shiyang Cheng Praveen Chowdary Joe Chuang Yu-An Chung Seamless Communication Mariano Coria Marta R. Costa-jussà Guillaume Couairon James Cross 0003 David Dale Jon Daly Antony D'Avirro Shrey Desai Jesse Dodge Ning Dong Vladislavs Dovgalecs Scott Drellishak Caley Droof Mark Duppenthaler Paul-Ambroise Duquenne Sergey Edunov Nathanial Paul Ekberg Maha Elbayad Brian Ellis Hady ElSaharHady Elsahar Ahmad Elshenawy Alexander Erben Ivan Evtimov Fahim Faisal Angela Fan Christian Federmann Natalia Fedorova Pierre Fernandez Antske Fokkens Cynthia Gao Jeffrey M. Girard Martin Gleize Sahir Gomez Hongyu Gong Gabriel Mejia Gonzalez Michael Wayne Goodman Vedanuj Goswami Srivathsan Govindarajan Francisco Guzmán Justin Haaheim Naji El Hachem Brandon Han Prangthip Hansanti Sen He 0001 Kenneth Heafield Kevin Heffernan Denise Hernandez John Hoffman Russ Howes Yordan Hristov Po-Yao Huang 0001Bernie Huang Rongjie Huang Min-Jae Hwang Hirofumi Inaguma Somya Jain Raj Janardhan João Maria Janeiro Semarley Jarrett Qingyao Jia Elahe Kalbassi Amanda Kallet Justine Kao Bob Kennewick Gil Keren Christopher Klaiber Philipp Koehn Sergey Koshelev Dejan Kovachev Artyom Kozhevnikov Ilia Kulikov Moneish Kumar Janice Lam Ann Lee 0001 Daniel Li 0006 Hang Li Pengwei Li Yilei Li Daniel Licht Daniel Edward Licht Pavel Litvin Wei Liu 0005 Kehan Lyu Guangyao Ma Jing Ma Martin Ma Xutai Ma Jean Maillard Lucas Mantovani Vukosi Marivate Ruslan Mavlyutov Jonathan Mbuya Mariano Coria Meglioli Yen Meng Sagar Miglani Daniel P. Mills Sreyas Mohan Brian Moran Louis-Philippe Morency Rashel Moritz Alexandre MourachkoAlex Mourachko Evonne Ng Kam-Woh Ng Tu Anh Nguyen Amia Oberai Benjamin N. Peloquin Juan Pino 0001 Jovan Popovic Sravya Popuri Laurie Poulson Omid Poursaeed Fabian Prada Vineel Pratap Alice Rakotoarison Mohamed Ramadan Abinesh Ramakrishnan Rakesh Ranjan Alexander Richard Justin Rill Christophe Ropers Spencer Rothwell Dirk Rowe Kaushik Ram Sadagopan Robin San-RomanRobin San Roman Eduardo Sánchez Holger Schwenk Matthew Setzler Vasu Sharma Alex Shcherbyna Jia Shen Jie Shen Akshat Shrivastava Shannon Spruit Anastasis Stathopoulos Anna Y. Sun LCM team The Omnilingual MT Team Paden Tomasello Christophe Touret Chau Tran Kevin Tran Tuan Tran Ioannis Tsiamas Igor Tufanov Arina Turkatenko Albert Ventayol-Boada Vish Vogeti Bo Wan Changhan Wang Chao Wang 0028 Jeff Wang Skyler Wang Guillaume Wenzek Mary Williamson Corinne Wong Carleigh Wood Tao Xiang 0001 Yilin Yang Julien Yao Shireen Yates Ethan Ye Zheng Xin YongZheng-Xin Yong Al Youngblood Bokai Yu Chen Zhang Jiemin Zhang Xinyue Zhang Jason Zheng Pavlo Zhyzheria Jan Zikes Michael Zollhöfer Alexander Zotov