GPT-4o System Card
Authors
Aaron Hurst,
Adam Lerer,
Adam P. Goucher,
Adam Perelman,
Aditya Ramesh,
Aidan Clark,
AJ Ostrow,
Akila Welihinda,
Alan Hayes,
Alec Radford,
Aleksander Madry,
Alex Baker-Whitcomb,
Alex Beutel,
Alex Borzunov,
Alex Carney,
Alex Chow,
Alex Kirillov,
Alex Nichol,
Alex Paino,
Alex Renzin,
Alex Tachard Passos,
Alexander Kirillov,
Alexi Christakis,
Alexis Conneau,
Ali Kamali,
Allan Jabri,
Allison Moyer,
Allison Tam,
Amadou Crookes,
Amin Tootoochian,
Amin Tootoonchian,
Ananya Kumar,
Andrea Vallone,
Andrej Karpathy,
Andrew Braunstein,
Andrew Cann,
Andrew Codispoti,
Andrew Galu,
Andrew Kondrich,
Andrew Tulloch,
Andrey Mishchenko,
Angela Baek,
Angela Jiang,
Antoine Pelisse,
Antonia Woodford,
Anuj Gosalia,
Arka Dhar,
Ashley Pantuliano,
Avi Nayak,
Avital Oliver,
Barret Zoph,
Behrooz Ghorbani,
Ben Leimberger,
Ben Rossen,
Ben Sokolowsky,
Ben Wang,
Benjamin Zweig,
Beth Hoover,
Blake Samic,
Bob McGrew,
Bobby Spero,
Bogo Giertler,
Bowen Cheng,
Brad Lightcap,
Brandon Walkin,
Brendan Quinn,
Brian Guarraci,
Brian Hsu,
Bright Kellogg,
Brydon Eastman,
Camillo Lugaresi,
Carroll Wainwright,
Cary Bassin,
Cary Hudson,
Casey Chu,
Chad Nelson,
Chak Li,
Chan Jun Shern,
Channing Conger,
Charlotte Barette,
Chelsea Voss,
Chen Ding,
Cheng Lu,
Chong Zhang,
Chris Beaumont,
Chris Hallacy,
Chris Koch,
Christian Gibson,
Christina Kim,
Christine Choi,
Christine McLeavey,
Christopher Hesse,
Claudia Fischer,
Clemens Winter,
Coley Czarnecki,
Colin Jarvis,
Colin Wei,
Constantin Koumouzelis,
Dane Sherburn,
Daniel Kappler,
Daniel Levin,
Daniel Levy,
David Carr,
David Farhi,
David Mely,
David Robinson,
David Sasaki,
Denny Jin,
Dev Valladares,
Dimitris Tsipras,
Doug Li,
Duc Phong Nguyen,
Duncan Findlay,
Edede Oiwoh,
Edmund Wong,
Ehsan Asdar,
Elizabeth Proehl,
Elizabeth Yang,
Eric Antonow,
Eric Kramer,
Eric Peterson,
Eric Sigler,
Eric Wallace,
Eugene Brevdo,
Evan Mays,
Farzad Khorasani,
Felipe Petroski Such,
Filippo Raso,
Francis Zhang,
Fred von Lohmann,
Freddie Sulit,
Gabriel Goh,
Gene Oden,
Geoff Salmon,
Giulio Starace,
Greg Brockman,
Hadi Salman,
Haiming Bao,
Haitang Hu,
Hannah Wong,
Haoyu Wang,
Heather Schmidt,
Heather Whitney,
Heewoo Jun,
Hendrik Kirchner,
Henrique Ponde de Oliveira Pinto,
Hongyu Ren,
Huiwen Chang,
Hyung Won Chung,
Ian Kivlichan,
Ian O'Connell,
Ian O'Connell,
Ian Osband,
Ian Silber,
Ian Sohl,
Ibrahim Okuyucu,
Ikai Lan,
Ilya Kostrikov,
Ilya Sutskever,
Ingmar Kanitscheider,
Ishaan Gulrajani,
Jacob Coxon,
Jacob Menick,
Jakub Pachocki,
James Aung,
James Betker,
James Crooks,
James Lennon,
Jamie Kiros,
Jan Leike,
Jane Park,
Jason Kwon,
Jason Phang,
Jason Teplitz,
Jason Wei,
Jason Wolfe,
Jay Chen,
Jeff Harris,
Jenia Varavva,
Jessica Gan Lee,
Jessica Shieh,
Ji Lin,
Jiahui Yu,
Jiayi Weng,
Jie Tang,
Jieqi Yu,
Joanne Jang,
Joaquin Quinonero Candela,
Joe Beutler,
Joe Landers,
Joel Parish,
Johannes Heidecke,
John Schulman,
Jonathan Lachman,
Jonathan McKay,
Jonathan Uesato,
Jonathan Ward,
Jong Wook Kim,
Joost Huizinga,
Jordan Sitkin,
Jos Kraaijeveld,
Josh Gross,
Josh Kaplan,
Josh Snyder,
Joshua Achiam,
Joy Jiao,
Joyce Lee,
Juntang Zhuang,
Justyn Harriman,
Kai Fricke,
Kai Hayashi,
Karan Singhal,
Katy Shi,
Kavin Karthik,
Kayla Wood,
Kendra Rimbach,
Kenny Hsu,
Kenny Nguyen,
Keren Gu-Lemberg,
Kevin Button,
Kevin Liu,
Kiel Howe,
Krithika Muthukumar,
Kyle Luther,
Lama Ahmad,
Larry Kai,
Lauren Itow,
Lauren Workman,
Leher Pathak,
Leo Chen,
Li Jing,
Lia Guy,
Liam Fedus,
Liang Zhou,
Lien Mamitsuka,
Lilian Weng,
Lindsay McCallum,
Lindsey Held,
Long Ouyang,
Louis Feuvrier,
Lu Zhang,
Lukas Kondraciuk,
Lukasz Kaiser,
Luke Hewitt,
Luke Metz,
Lyric Doshi,
Mada Aflak,
Maddie Simens,
Madelaine Boyd,
Madeleine Thompson,
Marat Dukhan,
Mark Chen,
Mark Gray,
Mark Hudnall,
Marvin Zhang,
Marwan Aljubeh,
Mateusz Litwin,
Matthew Zeng,
Max Johnson,
Maya Shetty,
Mayank Gupta,
Meghan Shah,
Mehmet Yatbaz,
Meng Jia Yang,
Mengchao Zhong,
Mia Glaese,
Mianna Chen,
Michael Janner,
Michael Lampe,
Michael Petrov,
Michael Wu,
Michele Wang,
Michelle Fradin,
Michelle Pokrass,
Miguel Castro,
Miguel Oom Temudo de Castro,
Mikhail Pavlov,
Miles Brundage,
Miles Wang,
Minal Khan,
Mira Murati,
Mo Bavarian,
Molly Lin,
Murat Yesildal,
Nacho Soto,
Natalia Gimelshein,
Natalie Cone,
Natalie Staudacher,
Natalie Summers,
Natan LaFontaine,
Neil Chowdhury,
Nick Ryder,
Nick Stathas,
Nick Turley,
Nik Tezak,
Niko Felix,
Nithanth Kudige,
Nitish Keskar,
Noah Deutsch,
Noel Bundick,
Nora Puckett,
Ofir Nachum,
Ola Okelola,
Oleg Boiko,
Oleg Murk,
Oliver Jaffe,
Olivia Watkins,
Olivier Godement,
Owen Campbell-Moore,
Patrick Chao,
Paul McMillan,
Pavel Belov,
Peng Su,
Peter Bak,
Peter Bakkum,
Peter Deng,
Peter Dolan,
Peter Hoeschele,
Peter Welinder,
Phil Tillet,
Philip Pronin,
Philippe Tillet,
Prafulla Dhariwal,
Qiming Yuan,
Rachel Dias,
Rachel Lim,
Rahul Arora,
Rajan Troll,
Randall Lin,
Rapha Gontijo Lopes,
Raul Puri,
Reah Miyara,
Reimar Leike,
Renaud Gaubert,
Reza Zamani,
Ricky Wang,
Rob Donnelly,
Rob Honsby,
Rocky Smith,
Rohan Sahai,
Rohit Ramchandani,
Romain Huet,
Rory Carmichael,
Rowan Zellers,
Roy Chen,
Ruby Chen,
Ruslan Nigmatullin,
Ryan Cheu,
Saachi Jain,
Sam Altman,
Sam Schoenholz,
Sam Toizer,
Samuel Miserendino,
Sandhini Agarwal,
Sara Culver,
Scott Ethersmith,
Scott Gray,
Sean Grove,
Sean Metzger,
Shamez Hermani,
Shantanu Jain,
Shengjia Zhao,
Sherwin Wu,
Shino Jomoto,
Shirong Wu,
Shuaiqi Xia,
Sonia Phene,
Spencer Papay,
Srinivas Narayanan,
Steve Coffey,
Steve Lee,
Stewart Hall,
Suchir Balaji,
Tal Broda,
Tal Stramer,
Tao Xu,
Tarun Gogineni,
Taya Christianson,
Ted Sanders,
Tejal Patwardhan,
Thomas Cunninghman,
Thomas Degry,
Thomas Dimson,
Thomas Raoux,
Thomas Shadwell,
Tianhao Zheng,
Todd Underwood,
Todor Markov,
Toki Sherbakov,
Tom Rubin,
Tom Stasi,
Tomer Kaftan,
Tristan Heywood,
Troy Peterson,
Tyce Walters,
Tyna Eloundou,
Valerie Qi,
Veit Moeller,
Vinnie Monaco,
Vishal Kuo,
Vlad Fomenko,
Wayne Chang,
Weiyi Zheng,
Wenda Zhou,
Wesam Manassra,
Will Sheu,
Wojciech Zaremba,
Yash Patil,
Yilei Qian,
Yongjik Kim,
Youlong Cheng,
Yu Zhang,
Yuchen He,
Yuchen Zhang,
Yujia Jin,
Yunxing Dai,
Yury Malkov
Identifiers
Abstract¶
GPT-4o is an autoregressive omni model that accepts as input any combination of text, audio, image, and video, and generates any combination of text, audio, and image outputs. It's trained end-to-end across text, vision, and audio, meaning all inputs and outputs are processed by the same neural network. GPT-4o can respond to audio inputs in as little as 232 milliseconds, with an average of 320 milliseconds, which is similar to human response time in conversation. It matches GPT-4 Turbo performance on text in English and code, with significant improvement on text in non-English languages, while also being much faster and 50\% cheaper in the API. GPT-4o is especially better at vision and audio understanding compared to existing models. In line with our commitment to building AI safely and consistent with our voluntary commitments to the White House, we are sharing the GPT-4o System Card, which includes our Preparedness Framework evaluations. In this System Card, we provide a detailed look at GPT-4o's capabilities, limitations, and safety evaluations across multiple categories, focusing on speech-to-speech while also evaluating text and image capabilities, and measures we've implemented to ensure the model is safe and aligned. We also include third-party assessments on dangerous capabilities, as well as discussion of potential societal impacts of GPT-4o's text and vision capabilities.
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Delpierre Coudert', 'Zheng Yan', 'Zhengxing Chen', 'Zoe Papakipos', 'Aaditya Singh', 'Aayushi Srivastava', 'Abha Jain', 'Adam Kelsey', 'Adam Shajnfeld', 'Adithya Gangidi', 'Adolfo Victoria', 'Ahuva Goldstand', 'Ajay Menon', 'Ajay Sharma', 'Alex Boesenberg', 'Alexei Baevski', 'Allie Feinstein', 'Amanda Kallet', 'Amit Sangani', 'Amos Teo', 'Anam Yunus', 'Andrei Lupu', 'Andres Alvarado', 'Andrew Caples', 'Andrew Gu', 'Andrew Ho', 'Andrew Poulton', 'Andrew Ryan', 'Ankit Ramchandani', 'Annie Dong', 'Annie Franco', 'Anuj Goyal', 'Aparajita Saraf', 'Arkabandhu Chowdhury', 'Ashley Gabriel', 'Ashwin Bharambe', 'Assaf Eisenman', 'Azadeh Yazdan', 'Beau James', 'Ben Maurer', 'Benjamin Leonhardi', 'Bernie Huang', 'Beth Loyd', 'Beto De Paola', 'Bhargavi Paranjape', 'Bing Liu', 'Bo Wu', 'Boyu Ni', 'Braden Hancock', 'Bram Wasti', 'Brandon Spence', 'Brani Stojkovic', 'Brian Gamido', 'Britt Montalvo', 'Carl Parker', 'Carly Burton', 'Catalina Mejia', 'Ce Liu', 'Changhan Wang', 'Changkyu Kim', 'Chao Zhou', 'Chester Hu', 'Ching-Hsiang Chu', 'Chris Cai', 'Chris Tindal', 'Christoph Feichtenhofer', 'Cynthia Gao', 'Damon Civin', 'Dana Beaty', 'Daniel Kreymer', 'Daniel Li', 'David Adkins', 'David Xu', 'Davide Testuggine', 'Delia David', 'Devi Parikh', 'Diana Liskovich', 'Didem Foss', 'Dingkang Wang', 'Duc Le', 'Dustin Holland', 'Edward Dowling', 'Eissa Jamil', 'Elaine Montgomery', 'Eleonora Presani', 'Emily Hahn', 'Emily Wood', 'Eric-Tuan Le', 'Erik Brinkman', 'Esteban Arcaute', 'Evan Dunbar', 'Evan Smothers', 'Fei Sun', 'Felix Kreuk', 'Feng Tian', 'Filippos Kokkinos', 'Firat Ozgenel', 'Francesco Caggioni', 'Frank Kanayet', 'Frank Seide', 'Gabriela Medina Florez', 'Gabriella Schwarz', 'Gada Badeer', 'Georgia Swee', 'Gil Halpern', 'Grant Herman', 'Grigory Sizov', 'Guangyi Zhang', 'Guna Lakshminarayanan', 'Hakan Inan', 'Hamid Shojanazeri', 'Han Zou', 'Hannah Wang', 'Hanwen Zha', 'Haroun Habeeb', 'Harrison Rudolph', 'Helen Suk', 'Henry Aspegren', 'Hunter Goldman', 'Hongyuan Zhan', 'Ibrahim Damlaj', 'Igor Molybog', 'Igor Tufanov', 'Ilias Leontiadis', 'Irina-Elena Veliche', 'Itai Gat', 'Jake Weissman', 'James Geboski', 'James Kohli', 'Janice Lam', 'Japhet Asher', 'Jean-Baptiste Gaya', 'Jeff Marcus', 'Jeff Tang', 'Jennifer Chan', 'Jenny Zhen', 'Jeremy Reizenstein', 'Jeremy Teboul', 'Jessica Zhong', 'Jian Jin', 'Jingyi Yang', 'Joe Cummings', 'Jon Carvill', 'Jon Shepard', 'Jonathan McPhie', 'Jonathan Torres', 'Josh Ginsburg', 'Junjie Wang', 'Kai Wu', 'Kam Hou U', 'Karan Saxena', 'Kartikay Khandelwal', 'Katayoun Zand', 'Kathy Matosich', 'Kaushik Veeraraghavan', 'Kelly Michelena', 'Keqian Li', 'Kiran Jagadeesh', 'Kun Huang', 'Kunal Chawla', 'Kyle Huang', 'Lailin Chen', 'Lakshya Garg', 'Lavender A', 'Leandro Silva', 'Lee Bell', 'Lei Zhang', 'Liangpeng Guo', 'Licheng Yu', 'Liron Moshkovich', 'Luca Wehrstedt', 'Madian Khabsa', 'Manav Avalani', 'Manish Bhatt', 'Martynas Mankus', 'Matan Hasson', 'Matthew Lennie', 'Matthias Reso', 'Maxim Groshev', 'Maxim Naumov', 'Maya Lathi', 'Meghan Keneally', 'Miao Liu', 'Michael L. Seltzer', 'Michal Valko', 'Michelle Restrepo', 'Mihir Patel', 'Mik Vyatskov', 'Mikayel Samvelyan', 'Mike Clark', 'Mike Macey', 'Mike Wang', 'Miquel Jubert Hermoso', 'Mo Metanat', 'Mohammad Rastegari', 'Munish Bansal', 'Nandhini Santhanam', 'Natascha Parks', 'Natasha White', 'Navyata Bawa', 'Nayan Singhal', 'Nick Egebo', 'Nicolas Usunier', 'Nikhil Mehta', 'Nikolay Pavlovich Laptev', 'Ning Dong', 'Norman Cheng', 'Oleg Chernoguz', 'Olivia Hart', 'Omkar Salpekar', 'Ozlem Kalinli', 'Parkin Kent', 'Parth Parekh', 'Paul Saab', 'Pavan Balaji', 'Pedro Rittner', 'Philip Bontrager', 'Pierre Roux', 'Piotr Dollar', 'Polina Zvyagina', 'Prashant Ratanchandani', 'Pritish Yuvraj', 'Qian Liang', 'Rachad Alao', 'Rachel Rodriguez', 'Rafi Ayub', 'Raghotham Murthy', 'Raghu Nayani', 'Rahul Mitra', 'Rangaprabhu Parthasarathy', 'Raymond Li', 'Rebekkah Hogan', 'Robin Battey', 'Rocky Wang', 'Russ Howes', 'Ruty Rinott', 'Sachin Mehta', 'Sachin Siby', 'Sai Jayesh Bondu', 'Samyak Datta', 'Sara Chugh', 'Sara Hunt', 'Sargun Dhillon', 'Sasha Sidorov', 'Satadru Pan', 'Saurabh Mahajan', 'Saurabh Verma', 'Seiji Yamamoto', 'Sharadh Ramaswamy', 'Shaun Lindsay', 'Shaun Lindsay', 'Sheng Feng', 'Shenghao Lin', 'Shengxin Cindy Zha', 'Shishir Patil', 'Shiva Shankar', 'Shuqiang Zhang', 'Shuqiang Zhang', 'Sinong Wang', 'Sneha Agarwal', 'Soji Sajuyigbe', 'Soumith Chintala', 'Stephanie Max', 'Stephen Chen', 'Steve Kehoe', 'Steve Satterfield', 'Sudarshan Govindaprasad', 'Sumit Gupta', 'Summer Deng', 'Sungmin Cho', 'Sunny Virk', 'Suraj Subramanian', 'Sy Choudhury', 'Sydney Goldman', 'Tal Remez', 'Tamar Glaser', 'Tamara Best', 'Thilo Koehler', 'Thomas Robinson', 'Tianhe Li', 'Tianjun Zhang', 'Tim Matthews', 'Timothy Chou', 'Tzook Shaked', 'Varun Vontimitta', 'Victoria Ajayi', 'Victoria Montanez', 'Vijai Mohan', 'Vinay Satish Kumar', 'Vishal Mangla', 'Vlad Ionescu', 'Vlad Poenaru', 'Vlad Tiberiu Mihailescu', 'Vladimir Ivanov', 'Wei Li', 'Wenchen Wang', 'Wenwen Jiang', 'Wes Bouaziz', 'Will Constable', 'Xiaocheng Tang', 'Xiaojian Wu', 'Xiaolan Wang', 'Xilun Wu', 'Xinbo Gao', 'Yaniv Kleinman', 'Yanjun Chen', 'Ye Hu', 'Ye Jia', 'Ye Qi', 'Yenda Li', 'Yilin Zhang', 'Ying Zhang', 'Yossi Adi', 'Youngjin Nam', 'Yu Wang', 'Yu Zhao', 'Yuchen Hao', 'Yundi Qian', 'Yunlu Li', 'Yuzi He', 'Zach Rait', 'Zachary DeVito', 'Zef Rosnbrick', 'Zhaoduo Wen', 'Zhenyu Yang', 'Zhiwei Zhao', 'Zhiyu Ma') / 2024
4
72%
Gemini: A Family of Highly Capable Multimodal Models
Gemini
('Rohan Anil', 'Sebastian Borgeaud', 'Jean-Baptiste Alayrac', 'Jiahui Yu', 'Radu Soricut', 'Johan Schalkwyk', 'Andrew M. Dai', 'Anja Hauth', 'Katie Millican', 'David Silver', 'Melvin Johnson', 'Ioannis Antonoglou', 'Julian Schrittwieser', 'Amelia Glaese', 'Jilin Chen', 'Emily Pitler', 'Timothy Lillicrap', 'Angeliki Lazaridou', 'Orhan Firat', 'James Molloy', 'Michael Isard', 'Paul R. Barham', 'Tom Hennigan', 'Benjamin Lee', 'Fabio Viola', 'Malcolm Reynolds', 'Yuanzhong Xu', 'Ryan Doherty', 'Eli Collins', 'Clemens Meyer', 'Eliza Rutherford', 'Erica Moreira', 'Kareem Ayoub', 'Megha Goel', 'Jack Krawczyk', 'Cosmo Du', 'Ed Chi', 'Heng-Tze Cheng', 'Eric Ni', 'Purvi Shah', 'Patrick Kane', 'Betty Chan', 'Manaal Faruqui', 'Aliaksei Severyn', 'Hanzhao Lin', 'YaGuang Li', 'Yong Cheng', 'Abe Ittycheriah', 'Mahdis Mahdieh', 'Mia Chen', 'Pei Sun', 'Dustin Tran', 'Sumit Bagri', 'Balaji Lakshminarayanan', 'Jeremiah Liu', 'Andras Orban', 'Fabian Gura', 'Hao Zhou', 'Xinying Song', 'Aurelien Boffy', 'Harish Ganapathy', 'Steven Zheng', 'HyunJeong Choe', 'Agoston Weisz', 'Tao Zhu', 'Yifeng Lu', 'Siddharth Gopal', 'Jarrod Kahn', 'Maciej Kula', 'Jeff Pitman', 'Rushin Shah', 'Emanuel Taropa', 'Majd Al Merey', 'Martin Baeuml', 'Zhifeng Chen', 'Laurent El Shafey', 'Yujing Zhang', 'Olcan Sercinoglu', 'George Tucker', 'Enrique Piqueras', 'Maxim Krikun', 'Iain Barr', 'Nikolay Savinov', 'Ivo Danihelka', 'Becca Roelofs', 'Anais White', 'Anders Andreassen', 'Tamara von Glehn', 'Lakshman Yagati', 'Mehran Kazemi', 'Lucas Gonzalez', 'Misha Khalman', 'Jakub Sygnowski', 'Alexandre Frechette', 'Charlotte Smith', 'Laura Culp', 'Lev Proleev', 'Yi Luan', 'Xi Chen', 'James Lottes', 'Nathan Schucher', 'Federico Lebron', 'Alban Rrustemi', 'Natalie Clay', 'Phil Crone', 'Tomas Kocisky', 'Jeffrey Zhao', 'Bartek Perz', 'Dian Yu', 'Heidi Howard', 'Adam Bloniarz', 'Jack W. Rae', 'Han Lu', 'Laurent Sifre', 'Marcello Maggioni', 'Fred Alcober', 'Dan Garrette', 'Megan Barnes', 'Shantanu Thakoor', 'Jacob Austin', 'Gabriel Barth-Maron', 'William Wong', 'Rishabh Joshi', 'Rahma Chaabouni', 'Deeni Fatiha', 'Arun Ahuja', 'Gaurav Singh Tomar', 'Evan Senter', 'Martin Chadwick', 'Ilya Kornakov', 'Nithya Attaluri', 'Inaki Iturrate', 'Ruibo Liu', 'Yunxuan Li', 'Sarah Cogan', 'Jeremy Chen', 'Chao Jia', 'Chenjie Gu', 'Qiao Zhang', 'Jordan Grimstad', 'Ale Jakse Hartman', 'Xavier Garcia', 'Thanumalayan Sankaranarayana Pillai', 'Jacob Devlin', 'Michael Laskin', 'Diego de Las Casas', 'Dasha Valter', 'Connie Tao', 'Lorenzo Blanco', 'Adria Puigdomenech Badia', 'David Reitter', 'Mianna Chen', 'Jenny Brennan', 'Clara Rivera', 'Sergey Brin', 'Shariq Iqbal', 'Gabriela Surita', 'Jane Labanowski', 'Abhi Rao', 'Stephanie Winkler', 'Emilio Parisotto', 'Yiming Gu', 'Kate Olszewska', 'Ravi Addanki', 'Antoine Miech', 'Annie Louis', 'Denis Teplyashin', 'Geoff Brown', 'Elliot Catt', 'Jan Balaguer', 'Jackie Xiang', 'Pidong Wang', 'Zoe Ashwood', 'Anton Briukhov', 'Albert Webson', 'Sanjay Ganapathy', 'Smit Sanghavi', 'Ajay Kannan', 'Ming-Wei Chang', 'Axel Stjerngren', 'Josip Djolonga', 'Yuting Sun', 'Ankur Bapna', 'Matthew Aitchison', 'Pedram Pejman', 'Henryk Michalewski', 'Tianhe Yu', 'Cindy Wang', 'Juliette Love', 'Junwhan Ahn', 'Dawn Bloxwich', 'Kehang Han', 'Peter Humphreys', 'Thibault Sellam', 'James Bradbury', 'Varun Godbole', 'Sina Samangooei', 'Bogdan Damoc', 'Alex Kaskasoli', 'Sebastien M. R. Arnold', 'Vijay Vasudevan', 'Shubham Agrawal', 'Jason Riesa', 'Dmitry Lepikhin', 'Richard Tanburn', 'Srivatsan Srinivasan', 'Hyeontaek Lim', 'Sarah Hodkinson', 'Pranav Shyam', 'Johan Ferret', 'Steven Hand', 'Ankush Garg', 'Tom Le Paine', 'Jian Li', 'Yujia Li', 'Minh Giang', 'Alexander Neitz', 'Zaheer Abbas', 'Sarah York', 'Machel Reid', 'Elizabeth Cole', 'Aakanksha Chowdhery', 'Dipanjan Das', 'Dominika Rogozinska', 'Vitaliy Nikolaev', 'Pablo Sprechmann', 'Zachary Nado', 'Lukas Zilka', 'Flavien Prost', 'Luheng He', 'Marianne Monteiro', 'Gaurav Mishra', 'Chris Welty', 'Josh Newlan', 'Dawei Jia', 'Miltiadis Allamanis', 'Clara Huiyi Hu', 'Raoul de Liedekerke', 'Justin Gilmer', 'Carl Saroufim', 'Shruti Rijhwani', 'Shaobo Hou', 'Disha Shrivastava', 'Anirudh Baddepudi', 'Alex Goldin', 'Adnan Ozturel', 'Albin Cassirer', 'Yunhan Xu', 'Daniel Sohn', 'Devendra Sachan', 'Reinald Kim Amplayo', 'Craig Swanson', 'Dessie Petrova', 'Shashi Narayan', 'Arthur Guez', 'Siddhartha Brahma', 'Jessica Landon', 'Miteyan Patel', 'Ruizhe Zhao', 'Kevin Villela', 'Luyu Wang', 'Wenhao Jia', 'Matthew Rahtz', 'Mai Gimenez', 'Legg Yeung', 'James Keeling', 'Petko Georgiev', 'Diana Mincu', 'Boxi Wu', 'Salem Haykal', 'Rachel Saputro', 'Kiran Vodrahalli', 'James Qin', 'Zeynep Cankara', 'Abhanshu Sharma', 'Nick Fernando', 'Will Hawkins', 'Behnam Neyshabur', 'Solomon Kim', 'Adrian Hutter', 'Priyanka Agrawal', 'Alex Castro-Ros', 'George van den Driessche', 'Tao Wang', 'Fan Yang', 'Shuo-yiin Chang', 'Paul Komarek', 'Ross McIlroy', 'Mario Lucic', 'Guodong Zhang', 'Wael Farhan', 'Michael Sharman', 'Paul Natsev', 'Paul Michel', 'Yamini Bansal', 'Siyuan Qiao', 'Kris Cao', 'Siamak Shakeri', 'Christina Butterfield', 'Justin Chung', 'Paul Kishan Rubenstein', 'Shivani Agrawal', 'Arthur Mensch', 'Kedar Soparkar', 'Karel Lenc', 'Timothy Chung', 'Aedan Pope', 'Loren Maggiore', 'Jackie Kay', 'Priya Jhakra', 'Shibo Wang', 'Joshua Maynez', 'Mary Phuong', 'Taylor Tobin', 'Andrea Tacchetti', 'Maja Trebacz', 'Kevin Robinson', 'Yash Katariya', 'Sebastian Riedel', 'Paige Bailey', 'Kefan Xiao', 'Nimesh Ghelani', 'Lora Aroyo', 'Ambrose Slone', 'Neil Houlsby', 'Xuehan Xiong', 'Zhen Yang', 'Elena Gribovskaya', 'Jonas Adler', 'Mateo Wirth', 'Lisa Lee', 'Music Li', 'Thais Kagohara', 'Jay Pavagadhi', 'Sophie Bridgers', 'Anna Bortsova', 'Sanjay Ghemawat', 'Zafarali Ahmed', 'Tianqi Liu', 'Richard Powell', 'Vijay Bolina', 'Mariko Iinuma', 'Polina Zablotskaia', 'James Besley', 'Da-Woon Chung', 'Timothy Dozat', 'Ramona Comanescu', 'Xiance Si', 'Jeremy Greer', 'Guolong Su', 'Martin Polacek', 'Raphael Lopez Kaufman', 'Simon Tokumine', 'Hexiang Hu', 'Elena Buchatskaya', 'Yingjie Miao', 'Mohamed Elhawaty', 'Aditya Siddhant', 'Nenad Tomasev', 'Jinwei Xing', 'Christina Greer', 'Helen Miller', 'Shereen Ashraf', 'Aurko Roy', 'Zizhao Zhang', 'Ada Ma', 'Angelos Filos', 'Milos Besta', 'Rory Blevins', 'Ted Klimenko', 'Chih-Kuan Yeh', 'Soravit Changpinyo', 'Jiaqi Mu', 'Oscar Chang', 'Mantas Pajarskas', 'Carrie Muir', 'Vered Cohen', 'Charline Le Lan', 'Krishna Haridasan', 'Amit Marathe', 'Steven Hansen', 'Sholto Douglas', 'Rajkumar Samuel', 'Mingqiu Wang', 'Sophia Austin', 'Chang Lan', 'Jiepu Jiang', 'Justin Chiu', 'Jaime Alonso Lorenzo', 'Lars Lowe Sjosund', 'Sebastien Cevey', 'Zach Gleicher', 'Thi Avrahami', 'Anudhyan Boral', 'Hansa Srinivasan', 'Vittorio Selo', 'Rhys May', 'Konstantinos Aisopos', 'Leonard Hussenot', 'Livio Baldini Soares', 'Kate Baumli', 'Michael B. Chang', 'Adria Recasens', 'Ben Caine', 'Alexander Pritzel', 'Filip Pavetic', 'Fabio Pardo', 'Anita Gergely', 'Justin Frye', 'Vinay Ramasesh', 'Dan Horgan', 'Kartikeya Badola', 'Nora Kassner', 'Subhrajit Roy', 'Ethan Dyer', 'Victor Campos Campos', 'Alex Tomala', 'Yunhao Tang', 'Dalia El Badawy', 'Elspeth White', 'Basil Mustafa', 'Oran Lang', 'Abhishek Jindal', 'Sharad Vikram', 'Zhitao Gong', 'Sergi Caelles', 'Ross Hemsley', 'Gregory Thornton', 'Fangxiaoyu Feng', 'Wojciech Stokowiec', 'Ce Zheng', 'Phoebe Thacker', 'Caglar Unlu', 'Zhishuai Zhang', 'Mohammad Saleh', 'James Svensson', 'Max Bileschi', 'Piyush Patil', 'Ankesh Anand', 'Roman Ring', 'Katerina Tsihlas', 'Arpi Vezer', 'Marco Selvi', 'Toby Shevlane', 'Mikel Rodriguez', 'Tom Kwiatkowski', 'Samira Daruki', 'Keran Rong', 'Allan Dafoe', 'Nicholas FitzGerald', 'Keren Gu-Lemberg', 'Mina Khan', 'Lisa Anne Hendricks', 'Marie Pellat', 'Vladimir Feinberg', 'James Cobon-Kerr', 'Tara Sainath', 'Maribeth Rauh', 'Sayed Hadi Hashemi', 'Richard Ives', 'Yana Hasson', 'Eric Noland', 'Yuan Cao', 'Nathan Byrd', 'Le Hou', 'Qingze Wang', 'Thibault Sottiaux', 'Michela Paganini', 'Jean-Baptiste Lespiau', 'Alexandre Moufarek', 'Samer Hassan', 'Kaushik Shivakumar', 'Joost van Amersfoort', 'Amol Mandhane', 'Pratik Joshi', 'Anirudh Goyal', 'Matthew Tung', 'Andrew Brock', 'Hannah Sheahan', 'Vedant Misra', 'Cheng Li', 'Nemanja Rakicevic', 'Mostafa Dehghani', 'Fangyu Liu', 'Sid Mittal', 'Junhyuk Oh', 'Seb Noury', 'Eren Sezener', 'Fantine Huot', 'Matthew Lamm', 'Nicola De Cao', 'Charlie Chen', 'Sidharth Mudgal', 'Romina Stella', 'Kevin Brooks', 'Gautam Vasudevan', 'Chenxi Liu', 'Mainak Chain', 'Nivedita Melinkeri', 'Aaron Cohen', 'Venus Wang', 'Kristie Seymore', 'Sergey Zubkov', 'Rahul Goel', 'Summer Yue', 'Sai Krishnakumaran', 'Brian Albert', 'Nate Hurley', 'Motoki Sano', 'Anhad Mohananey', 'Jonah Joughin', 'Egor Filonov', 'Tomasz Kepa', 'Yomna Eldawy', 'Jiawern Lim', 'Rahul Rishi', 'Shirin Badiezadegan', 'Taylor Bos', 'Jerry Chang', 'Sanil Jain', 'Sri Gayatri Sundara Padmanabhan', 'Subha Puttagunta', 'Kalpesh Krishna', 'Leslie Baker', 'Norbert Kalb', 'Vamsi Bedapudi', 'Adam Kurzrok', 'Shuntong Lei', 'Anthony Yu', 'Oren Litvin', 'Xiang Zhou', 'Zhichun Wu', 'Sam Sobell', 'Andrea Siciliano', 'Alan Papir', 'Robby Neale', 'Jonas Bragagnolo', 'Tej Toor', 'Tina Chen', 'Valentin Anklin', 'Feiran Wang', 'Richie Feng', 'Milad Gholami', 'Kevin Ling', 'Lijuan Liu', 'Jules Walter', 'Hamid Moghaddam', 'Arun Kishore', 'Jakub Adamek', 'Tyler Mercado', 'Jonathan Mallinson', 'Siddhinita Wandekar', 'Stephen Cagle', 'Eran Ofek', 'Guillermo Garrido', 'Clemens Lombriser', 'Maksim Mukha', 'Botu Sun', 'Hafeezul Rahman Mohammad', 'Josip Matak', 'Yadi Qian', 'Vikas Peswani', 'Pawel Janus', 'Quan Yuan', 'Leif Schelin', 'Oana David', 'Ankur Garg', 'Yifan He', 'Oleksii Duzhyi', 'Anton Algmyr', 'Timothee Lottaz', 'Qi Li', 'Vikas Yadav', 'Luyao Xu', 'Alex Chinien', 'Rakesh Shivanna', 'Aleksandr Chuklin', 'Josie Li', 'Carrie Spadine', 'Travis Wolfe', 'Kareem Mohamed', 'Subhabrata Das', 'Zihang Dai', 'Kyle He', 'Daniel von Dincklage', 'Shyam Upadhyay', 'Akanksha Maurya', 'Luyan Chi', 'Sebastian Krause', 'Khalid Salama', 'Pam G Rabinovitch', 'Pavan Kumar Reddy M', 'Aarush Selvan', 'Mikhail Dektiarev', 'Golnaz Ghiasi', 'Erdem Guven', 'Himanshu Gupta', 'Boyi Liu', 'Deepak Sharma', 'Idan Heimlich Shtacher', 'Shachi Paul', 'Oscar Akerlund', 'Francois-Xavier Aubet', 'Terry Huang', 'Chen Zhu', 'Eric Zhu', 'Elico Teixeira', 'Matthew Fritze', 'Francesco Bertolini', 'Liana-Eleonora Marinescu', 'Martin Bolle', 'Dominik Paulus', 'Khyatti Gupta', 'Tejasi Latkar', 'Max Chang', 'Jason Sanders', 'Roopa Wilson', 'Xuewei Wu', 'Yi-Xuan Tan', 'Lam Nguyen Thiet', 'Tulsee Doshi', 'Sid Lall', 'Swaroop Mishra', 'Wanming Chen', 'Thang Luong', 'Seth Benjamin', 'Jasmine Lee', 'Ewa Andrejczuk', 'Dominik Rabiej', 'Vipul Ranjan', 'Krzysztof Styrc', 'Pengcheng Yin', 'Jon Simon', 'Malcolm Rose Harriott', 'Mudit Bansal', 'Alexei Robsky', 'Geoff Bacon', 'David Greene', 'Daniil Mirylenka', 'Chen Zhou', 'Obaid Sarvana', 'Abhimanyu Goyal', 'Samuel Andermatt', 'Patrick Siegler', 'Ben Horn', 'Assaf Israel', 'Francesco Pongetti', 'Chih-Wei "Louis" Chen', 'Marco Selvatici', 'Pedro Silva', 'Kathie Wang', 'Jackson Tolins', 'Kelvin Guu', 'Roey Yogev', 'Xiaochen Cai', 'Alessandro Agostini', 'Maulik Shah', 'Hung Nguyen', 'Noah O Donnaile', 'Sebastien Pereira', 'Linda Friso', 'Adam Stambler', 'Adam Kurzrok', 'Chenkai Kuang', 'Yan Romanikhin', 'Mark Geller', 'ZJ Yan', 'Kane Jang', 'Cheng-Chun Lee', 'Wojciech Fica', 'Eric Malmi', 'Qijun Tan', 'Dan Banica', 'Daniel Balle', 'Ryan Pham', 'Yanping Huang', 'Diana Avram', 'Hongzhi Shi', 'Jasjot Singh', 'Chris Hidey', 'Niharika Ahuja', 'Pranab Saxena', 'Dan Dooley', 'Srividya Pranavi Potharaju', "Eileen O'Neill", 'Anand Gokulchandran', 'Ryan Foley', 'Kai Zhao', 'Mike Dusenberry', 'Yuan Liu', 'Pulkit Mehta', 'Ragha Kotikalapudi', 'Chalence Safranek-Shrader', 'Andrew Goodman', 'Joshua Kessinger', 'Eran Globen', 'Prateek Kolhar', 'Chris Gorgolewski', 'Ali Ibrahim', 'Yang Song', 'Ali Eichenbaum', 'Thomas Brovelli', 'Sahitya Potluri', 'Preethi Lahoti', 'Cip Baetu', 'Ali Ghorbani', 'Charles Chen', 'Andy Crawford', 'Shalini Pal', 'Mukund Sridhar', 'Petru Gurita', 'Asier Mujika', 'Igor Petrovski', 'Pierre-Louis Cedoz', 'Chenmei Li', 'Shiyuan Chen', 'Niccolo Dal Santo', 'Siddharth Goyal', 'Jitesh Punjabi', 'Karthik Kappaganthu', 'Chester Kwak', 'Pallavi LV', 'Sarmishta Velury', 'Himadri Choudhury', 'Jamie Hall', 'Premal Shah', 'Ricardo Figueira', 'Matt Thomas', 'Minjie Lu', 'Ting Zhou', 'Chintu Kumar', 'Thomas Jurdi', 'Sharat Chikkerur', 'Yenai Ma', 'Adams Yu', 'Soo Kwak', 'Victor Ahdel', 'Sujeevan Rajayogam', 'Travis Choma', 'Fei Liu', 'Aditya Barua', 'Colin Ji', 'Ji Ho Park', 'Vincent Hellendoorn', 'Alex Bailey', 'Taylan Bilal', 'Huanjie Zhou', 'Mehrdad Khatir', 'Charles Sutton', 'Wojciech Rzadkowski', 'Fiona Macintosh', 'Roopali Vij', 'Konstantin Shagin', 'Paul Medina', 'Chen Liang', 'Jinjing Zhou', 'Pararth Shah', 'Yingying Bi', 'Attila Dankovics', 'Shipra Banga', 'Sabine Lehmann', 'Marissa Bredesen', 'Zifan Lin', 'John Eric Hoffmann', 'Jonathan Lai', 'Raynald Chung', 'Kai Yang', 'Nihal Balani', 'Arthur Brazinskas', 'Andrei Sozanschi', 'Matthew Hayes', 'Hector Fernandez Alcalde', 'Peter Makarov', 'Will Chen', 'Antonio Stella', 'Liselotte Snijders', 'Michael Mandl', 'Ante Karrman', 'Pawel Nowak', 'Xinyi Wu', 'Alex Dyck', 'Krishnan Vaidyanathan', 'Raghavender R', 'Jessica Mallet', 'Mitch Rudominer', 'Eric Johnston', 'Sushil Mittal', 'Akhil Udathu', 'Janara Christensen', 'Vishal Verma', 'Zach Irving', 'Andreas Santucci', 'Gamaleldin Elsayed', 'Elnaz Davoodi', 'Marin Georgiev', 'Ian Tenney', 'Nan Hua', 'Geoffrey Cideron', 'Edouard Leurent', 'Mahmoud Alnahlawi', 'Ionut Georgescu', 'Nan Wei', 'Ivy Zheng', 'Dylan Scandinaro', 'Heinrich Jiang', 'Jasper Snoek', 'Mukund Sundararajan', 'Xuezhi Wang', 'Zack Ontiveros', 'Itay Karo', 'Jeremy Cole', 'Vinu Rajashekhar', 'Lara Tumeh', 'Eyal Ben-David', 'Rishub Jain', 'Jonathan Uesato', 'Romina Datta', 'Oskar Bunyan', 'Shimu Wu', 'John Zhang', 'Piotr Stanczyk', 'Ye Zhang', 'David Steiner', 'Subhajit Naskar', 'Michael Azzam', 'Matthew Johnson', 'Adam Paszke', 'Chung-Cheng Chiu', 'Jaume Sanchez Elias', 'Afroz Mohiuddin', 'Faizan Muhammad', 'Jin Miao', 'Andrew Lee', 'Nino Vieillard', 'Jane Park', 'Jiageng Zhang', 'Jeff Stanway', 'Drew Garmon', 'Abhijit Karmarkar', 'Zhe Dong', 'Jong Lee', 'Aviral Kumar', 'Luowei Zhou', 'Jonathan Evens', 'William Isaac', 'Geoffrey Irving', 'Edward Loper', 'Michael Fink', 'Isha Arkatkar', 'Nanxin Chen', 'Izhak Shafran', 'Ivan Petrychenko', 'Zhe Chen', 'Johnson Jia', 'Anselm Levskaya', 'Zhenkai Zhu', 'Peter Grabowski', 'Yu Mao', 'Alberto Magni', 'Kaisheng Yao', 'Javier Snaider', 'Norman Casagrande', 'Evan Palmer', 'Paul Suganthan', 'Alfonso Castano', 'Irene Giannoumis', 'Wooyeol Kim', 'Mikolaj Rybinski', 'Ashwin Sreevatsa', 'Jennifer Prendki', 'David Soergel', 'Adrian Goedeckemeyer', 'Willi Gierke', 'Mohsen Jafari', 'Meenu Gaba', 'Jeremy Wiesner', 'Diana Gage Wright', 'Yawen Wei', 'Harsha Vashisht', 'Yana Kulizhskaya', 'Jay Hoover', 'Maigo Le', 'Lu Li', 'Chimezie Iwuanyanwu', 'Lu Liu', 'Kevin Ramirez', 'Andrey Khorlin', 'Albert Cui', 'Tian LIN', 'Marcus Wu', 'Ricardo Aguilar', 'Keith Pallo', 'Abhishek Chakladar', 'Ginger Perng', 'Elena Allica Abellan', 'Mingyang Zhang', 'Ishita Dasgupta', 'Nate Kushman', 'Ivo Penchev', 'Alena Repina', 'Xihui Wu', 'Tom van der Weide', 'Priya Ponnapalli', 'Caroline Kaplan', 'Jiri Simsa', 'Shuangfeng Li', 'Olivier Dousse', 'Fan Yang', 'Jeff Piper', 'Nathan Ie', 'Rama Pasumarthi', 'Nathan Lintz', 'Anitha Vijayakumar', 'Daniel Andor', 'Pedro Valenzuela', 'Minnie Lui', 'Cosmin Paduraru', 'Daiyi Peng', 'Katherine Lee', 'Shuyuan Zhang', 'Somer Greene', 'Duc Dung Nguyen', 'Paula Kurylowicz', 'Cassidy Hardin', 'Lucas Dixon', 'Lili Janzer', 'Kiam Choo', 'Ziqiang Feng', 'Biao Zhang', 'Achintya Singhal', 'Dayou Du', 'Dan McKinnon', 'Natasha Antropova', 'Tolga Bolukbasi', 'Orgad Keller', 'David Reid', 'Daniel Finchelstein', 'Maria Abi Raad', 'Remi Crocker', 'Peter Hawkins', 'Robert Dadashi', 'Colin Gaffney', 'Ken Franko', 'Anna Bulanova', 'Remi Leblond', 'Shirley Chung', 'Harry Askham', 'Luis C. Cobo', 'Kelvin Xu', 'Felix Fischer', 'Jun Xu', 'Christina Sorokin', 'Chris Alberti', 'Chu-Cheng Lin', 'Colin Evans', 'Alek Dimitriev', 'Hannah Forbes', 'Dylan Banarse', 'Zora Tung', 'Mark Omernick', 'Colton Bishop', 'Rachel Sterneck', 'Rohan Jain', 'Jiawei Xia', 'Ehsan Amid', 'Francesco Piccinno', 'Xingyu Wang', 'Praseem Banzal', 'Daniel J. Mankowitz', 'Alex Polozov', 'Victoria Krakovna', 'Sasha Brown', 'MohammadHossein Bateni', 'Dennis Duan', 'Vlad Firoiu', 'Meghana Thotakuri', 'Tom Natan', 'Matthieu Geist', 'Ser tan Girgin', 'Hui Li', 'Jiayu Ye', 'Ofir Roval', 'Reiko Tojo', 'Michael Kwong', 'James Lee-Thorp', 'Christopher Yew', 'Danila Sinopalnikov', 'Sabela Ramos', 'John Mellor', 'Abhishek Sharma', 'Kathy Wu', 'David Miller', 'Nicolas Sonnerat', 'Denis Vnukov', 'Rory Greig', 'Jennifer Beattie', 'Emily Caveness', 'Libin Bai', 'Julian Eisenschlos', 'Alex Korchemniy', 'Tomy Tsai', 'Mimi Jasarevic', 'Weize Kong', 'Phuong Dao', 'Zeyu Zheng', 'Frederick Liu', 'Fan Yang', 'Rui Zhu', 'Tian Huey Teh', 'Jason Sanmiya', 'Evgeny Gladchenko', 'Nejc Trdin', 'Daniel Toyama', 'Evan Rosen', 'Sasan Tavakkol', 'Linting Xue', 'Chen Elkind', 'Oliver Woodman', 'John Carpenter', 'George Papamakarios', 'Rupert Kemp', 'Sushant Kafle', 'Tanya Grunina', 'Rishika Sinha', 'Alice Talbert', 'Diane Wu', 'Denese Owusu-Afriyie', 'Cosmo Du', 'Chloe Thornton', 'Jordi Pont-Tuset', 'Pradyumna Narayana', 'Jing Li', 'Saaber Fatehi', 'John Wieting', 'Omar Ajmeri', 'Benigno Uria', 'Yeongil Ko', 'Laura Knight', 'Amelie Heliou', 'Ning Niu', 'Shane Gu', 'Chenxi Pang', 'Yeqing Li', 'Nir Levine', 'Ariel Stolovich', 'Rebeca Santamaria-Fernandez', 'Sonam Goenka', 'Wenny Yustalim', 'Robin Strudel', 'Ali Elqursh', 'Charlie Deck', 'Hyo Lee', 'Zonglin Li', 'Kyle Levin', 'Raphael Hoffmann', 'Dan Holtmann-Rice', 'Olivier Bachem', 'Sho Arora', 'Christy Koh', 'Soheil Hassas Yeganeh', 'Siim Poder', 'Mukarram Tariq', 'Yanhua Sun', 'Lucian Ionita', 'Mojtaba Seyedhosseini', 'Pouya Tafti', 'Zhiyu Liu', 'Anmol Gulati', 'Jasmine Liu', 'Xinyu Ye', 'Bart Chrzaszcz', 'Lily Wang', 'Nikhil Sethi', 'Tianrun Li', 'Ben Brown', 'Shreya Singh', 'Wei Fan', 'Aaron Parisi', 'Joe Stanton', 'Vinod Koverkathu', 'Christopher A. Choquette-Choo', 'Yunjie Li', 'TJ Lu', 'Abe Ittycheriah', 'Prakash Shroff', 'Mani Varadarajan', 'Sanaz Bahargam', 'Rob Willoughby', 'David Gaddy', 'Guillaume Desjardins', 'Marco Cornero', 'Brona Robenek', 'Bhavishya Mittal', 'Ben Albrecht', 'Ashish Shenoy', 'Fedor Moiseev', 'Henrik Jacobsson', 'Alireza Ghaffarkhah', 'Morgane Riviere', 'Alanna Walton', 'Clement Crepy', 'Alicia Parrish', 'Zongwei Zhou', 'Clement Farabet', 'Carey Radebaugh', 'Praveen Srinivasan', 'Claudia van der Salm', 'Andreas Fidjeland', 'Salvatore Scellato', 'Eri Latorre-Chimoto', 'Hanna Klimczak-Plucinska', 'David Bridson', 'Dario de Cesare', 'Tom Hudson', 'Piermaria Mendolicchio', 'Lexi Walker', 'Alex Morris', 'Matthew Mauger', 'Alexey Guseynov', 'Alison Reid', 'Seth Odoom', 'Lucia Loher', 'Victor Cotruta', 'Madhavi Yenugula', 'Dominik Grewe', 'Anastasia Petrushkina', 'Tom Duerig', 'Antonio Sanchez', 'Steve Yadlowsky', 'Amy Shen', 'Amir Globerson', 'Lynette Webb', 'Sahil Dua', 'Dong Li', 'Surya Bhupatiraju', 'Dan Hurt', 'Haroon Qureshi', 'Ananth Agarwal', 'Tomer Shani', 'Matan Eyal', 'Anuj Khare', 'Shreyas Rammohan Belle', 'Lei Wang', 'Chetan Tekur', 'Mihir Sanjay Kale', 'Jinliang Wei', 'Ruoxin Sang', 'Brennan Saeta', 'Tyler Liechty', 'Yi Sun', 'Yao Zhao', 'Stephan Lee', 'Pandu Nayak', 'Doug Fritz', 'Manish Reddy Vuyyuru', 'John Aslanides', 'Nidhi Vyas', 'Martin Wicke', 'Xiao Ma', 'Evgenii Eltyshev', 'Nina Martin', 'Hardie Cate', 'James Manyika', 'Keyvan Amiri', 'Yelin Kim', 'Xi Xiong', 'Kai Kang', 'Florian Luisier', 'Nilesh Tripuraneni', 'David Madras', 'Mandy Guo', 'Austin Waters', 'Oliver Wang', 'Joshua Ainslie', 'Jason Baldridge', 'Han Zhang', 'Garima Pruthi', 'Jakob Bauer', 'Feng Yang', 'Riham Mansour', 'Jason Gelman', 'Yang Xu', 'George Polovets', 'Ji Liu', 'Honglong Cai', 'Warren Chen', 'XiangHai Sheng', 'Emily Xue', 'Sherjil Ozair', 'Christof Angermueller', 'Xiaowei Li', 'Anoop Sinha', 'Weiren Wang', 'Julia Wiesinger', 'Emmanouil Koukoumidis', 'Yuan Tian', 'Anand Iyer', 'Madhu Gurumurthy', 'Mark Goldenson', 'Parashar Shah', 'MK Blake', 'Hongkun Yu', 'Anthony Urbanowicz', 'Jennimaria Palomaki', 'Chrisantha Fernando', 'Ken Durden', 'Harsh Mehta', 'Nikola Momchev', 'Elahe Rahimtoroghi', 'Maria Georgaki', 'Amit Raul', 'Sebastian Ruder', 'Morgan Redshaw', 'Jinhyuk Lee', 'Denny Zhou', 'Komal Jalan', 'Dinghua Li', 'Blake Hechtman', 'Parker Schuh', 'Milad Nasr', 'Kieran Milan', 'Vladimir Mikulik', 'Juliana Franco', 'Tim Green', 'Nam Nguyen', 'Joe Kelley', 'Aroma Mahendru', 'Andrea Hu', 'Joshua Howland', 'Ben Vargas', 'Jeffrey Hui', 'Kshitij Bansal', 'Vikram Rao', 'Rakesh Ghiya', 'Emma Wang', 'Ke Ye', 'Jean Michel Sarr', 'Melanie Moranski Preston', 'Madeleine Elish', 'Steve Li', 'Aakash Kaku', 'Jigar Gupta', 'Ice Pasupat', 'Da-Cheng Juan', 'Milan Someswar', 'Tejvi M.', 'Xinyun Chen', 'Aida Amini', 'Alex Fabrikant', 'Eric Chu', 'Xuanyi Dong', 'Amruta Muthal', 'Senaka Buthpitiya', 'Sarthak Jauhari', 'Nan Hua', 'Urvashi Khandelwal', 'Ayal Hitron', 'Jie Ren', 'Larissa Rinaldi', 'Shahar Drath', 'Avigail Dabush', 'Nan-Jiang Jiang', 'Harshal Godhia', 'Uli Sachs', 'Anthony Chen', 'Yicheng Fan', 'Hagai Taitelbaum', 'Hila Noga', 'Zhuyun Dai', 'James Wang', 'Chen Liang', 'Jenny Hamer', 'Chun-Sung Ferng', 'Chenel Elkind', 'Aviel Atias', 'Paulina Lee', 'Vit Listik', 'Mathias Carlen', 'Jan van de Kerkhof', 'Marcin Pikus', 'Krunoslav Zaher', 'Paul Muller', 'Sasha Zykova', 'Richard Stefanec', 'Vitaly Gatsko', 'Christoph Hirnschall', 'Ashwin Sethi', 'Xingyu Federico Xu', 'Chetan Ahuja', 'Beth Tsai', 'Anca Stefanoiu', 'Bo Feng', 'Keshav Dhandhania', 'Manish Katyal', 'Akshay Gupta', 'Atharva Parulekar', 'Divya Pitta', 'Jing Zhao', 'Vivaan Bhatia', 'Yashodha Bhavnani', 'Omar Alhadlaq', 'Xiaolin Li', 'Peter Danenberg', 'Dennis Tu', 'Alex Pine', 'Vera Filippova', 'Abhipso Ghosh', 'Ben Limonchik', 'Bhargava Urala', 'Chaitanya Krishna Lanka', 'Derik Clive', 'Yi Sun', 'Edward Li', 'Hao Wu', 'Kevin Hongtongsak', 'Ianna Li', 'Kalind Thakkar', 'Kuanysh Omarov', 'Kushal Majmundar', 'Michael Alverson', 'Michael Kucharski', 'Mohak Patel', 'Mudit Jain', 'Maksim Zabelin', 'Paolo Pelagatti', 'Rohan Kohli', 'Saurabh Kumar', 'Joseph Kim', 'Swetha Sankar', 'Vineet Shah', 'Lakshmi Ramachandruni', 'Xiangkai Zeng', 'Ben Bariach', 'Laura Weidinger', 'Tu Vu', 'Alek Andreev', 'Antoine He', 'Kevin Hui', 'Sheleem Kashem', 'Amar Subramanya', 'Sissie Hsiao', 'Demis Hassabis', 'Koray Kavukcuoglu', 'Adam Sadovsky', 'Quoc Le', 'Trevor Strohman', 'Yonghui Wu', 'Slav Petrov', 'Jeffrey Dean', 'Oriol Vinyals') / 2023
5
70%
Gemini 1.5: Unlocking Multimodal Understanding across Millions of Tokens of Context
Gemini 1.5
('Petko Georgiev', 'Ving Ian Lei', 'Ryan Burnell', 'Libin Bai', 'Anmol Gulati', 'Garrett Tanzer', 'Damien Vincent', 'Zhufeng Pan', 'Shibo Wang', 'Soroosh Mariooryad', 'Yifan Ding', 'Xinyang Geng', 'Fred Alcober', 'Roy Frostig', 'Mark Omernick', 'Lexi Walker', 'Cosmin Paduraru', 'Christina Sorokin', 'Andrea Tacchetti', 'Colin Gaffney', 'Samira Daruki', 'Olcan Sercinoglu', 'Zach Gleicher', 'Juliette Love', 'Paul Voigtlaender', 'Rohan Jain', 'Gabriela Surita', 'Kareem Mohamed', 'Rory Blevins', 'Junwhan Ahn', 'Tao Zhu', 'Kornraphop Kawintiranon', 'Orhan Firat', 'Yiming Gu', 'Yujing Zhang', 'Matthew Rahtz', 'Manaal Faruqui', 'Natalie Clay', 'Justin Gilmer', 'JD Co-Reyes', 'Ivo Penchev', 'Rui Zhu', 'Nobuyuki Morioka', 'Kevin Hui', 'Krishna Haridasan', 'Victor Campos', 'Mahdis Mahdieh', 'Mandy Guo', 'Samer Hassan', 'Kevin Kilgour', 'Arpi Vezer', 'Heng-Tze Cheng', 'Raoul de Liedekerke', 'Siddharth Goyal', 'Paul Barham', 'DJ Strouse', 'Seb Noury', 'Jonas Adler', 'Mukund Sundararajan', 'Sharad Vikram', 'Dmitry Lepikhin', 'Michela Paganini', 'Xavier Garcia', 'Fan Yang', 'Dasha Valter', 'Maja Trebacz', 'Kiran Vodrahalli', 'Chulayuth Asawaroengchai', 'Roman Ring', 'Norbert Kalb', 'Livio Baldini Soares', 'Siddhartha Brahma', 'David Steiner', 'Tianhe Yu', 'Fabian Mentzer', 'Antoine He', 'Lucas Gonzalez', 'Bibo Xu', 'Raphael Lopez Kaufman', 'Laurent El Shafey', 'Junhyuk Oh', 'Tom Hennigan', 'George van den Driessche', 'Seth Odoom', 'Mario Lucic', 'Becca Roelofs', 'Sid Lall', 'Amit Marathe', 'Betty Chan', 'Santiago Ontanon', 'Luheng He', 'Denis Teplyashin', 'Jonathan Lai', 'Phil Crone', 'Bogdan Damoc', 'Lewis Ho', 'Sebastian Riedel', 'Karel Lenc', 'Chih-Kuan Yeh', 'Aakanksha Chowdhery', 'Yang Xu', 'Mehran Kazemi', 'Ehsan Amid', 'Anastasia Petrushkina', 'Kevin Swersky', 'Ali Khodaei', 'Gowoon Chen', 'Chris Larkin', 'Mario Pinto', 'Geng Yan', 'Adria Puigdomenech Badia', 'Piyush Patil', 'Steven Hansen', 'Dave Orr', 'Sebastien M. R. Arnold', 'Jordan Grimstad', 'Andrew Dai', 'Sholto Douglas', 'Rishika Sinha', 'Vikas Yadav', 'Xi Chen', 'Elena Gribovskaya', 'Jacob Austin', 'Jeffrey Zhao', 'Kaushal Patel', 'Paul Komarek', 'Sophia Austin', 'Sebastian Borgeaud', 'Linda Friso', 'Abhimanyu Goyal', 'Ben Caine', 'Kris Cao', 'Da-Woon Chung', 'Matthew Lamm', 'Gabe Barth-Maron', 'Thais Kagohara', 'Kate Olszewska', 'Mia Chen', 'Kaushik Shivakumar', 'Rishabh Agarwal', 'Harshal Godhia', 'Ravi Rajwar', 'Javier Snaider', 'Xerxes Dotiwalla', 'Yuan Liu', 'Aditya Barua', 'Victor Ungureanu', 'Yuan Zhang', 'Bat-Orgil Batsaikhan', 'Mateo Wirth', 'James Qin', 'Ivo Danihelka', 'Tulsee Doshi', 'Martin Chadwick', 'Jilin Chen', 'Sanil Jain', 'Quoc Le', 'Arjun Kar', 'Madhu Gurumurthy', 'Cheng Li', 'Ruoxin Sang', 'Fangyu Liu', 'Lampros Lamprou', 'Rich Munoz', 'Nathan Lintz', 'Harsh Mehta', 'Heidi Howard', 'Malcolm Reynolds', 'Lora Aroyo', 'Quan Wang', 'Lorenzo Blanco', 'Albin Cassirer', 'Jordan Griffith', 'Dipanjan Das', 'Stephan Lee', 'Jakub Sygnowski', 'Zach Fisher', 'James Besley', 'Richard Powell', 'Zafarali Ahmed', 'Dominik Paulus', 'David Reitter', 'Zalan Borsos', 'Rishabh Joshi', 'Aedan Pope', 'Steven Hand', 'Vittorio Selo', 'Vihan Jain', 'Nikhil Sethi', 'Megha Goel', 'Takaki Makino', 'Rhys May', 'Zhen Yang', 'Johan Schalkwyk', 'Christina Butterfield', 'Anja Hauth', 'Alex Goldin', 'Will Hawkins', 'Evan Senter', 'Sergey Brin', 'Oliver Woodman', 'Marvin Ritter', 'Eric Noland', 'Minh Giang', 'Vijay Bolina', 'Lisa Lee', 'Tim Blyth', 'Ian Mackinnon', 'Machel Reid', 'Obaid Sarvana', 'David Silver', 'Alexander Chen', 'Lily Wang', 'Loren Maggiore', 'Oscar Chang', 'Nithya Attaluri', 'Gregory Thornton', 'Chung-Cheng Chiu', 'Oskar Bunyan', 'Nir Levine', 'Timothy Chung', 'Evgenii Eltyshev', 'Xiance Si', 'Timothy Lillicrap', 'Demetra Brady', 'Vaibhav Aggarwal', 'Boxi Wu', 'Yuanzhong Xu', 'Ross McIlroy', 'Kartikeya Badola', 'Paramjit Sandhu', 'Erica Moreira', 'Wojciech Stokowiec', 'Ross Hemsley', 'Dong Li', 'Alex Tudor', 'Pranav Shyam', 'Elahe Rahimtoroghi', 'Salem Haykal', 'Pablo Sprechmann', 'Xiang Zhou', 'Diana Mincu', 'Yujia Li', 'Ravi Addanki', 'Kalpesh Krishna', 'Xiao Wu', 'Alexandre Frechette', 'Matan Eyal', 'Allan Dafoe', 'Dave Lacey', 'Jay Whang', 'Thi Avrahami', 'Ye Zhang', 'Emanuel Taropa', 'Hanzhao Lin', 'Daniel Toyama', 'Eliza Rutherford', 'Motoki Sano', 'HyunJeong Choe', 'Alex Tomala', 'Chalence Safranek-Shrader', 'Nora Kassner', 'Mantas Pajarskas', 'Matt Harvey', 'Sean Sechrist', 'Meire Fortunato', 'Christina Lyu', 'Gamaleldin Elsayed', 'Chenkai Kuang', 'James Lottes', 'Eric Chu', 'Chao Jia', 'Chih-Wei Chen', 'Peter Humphreys', 'Kate Baumli', 'Connie Tao', 'Rajkumar Samuel', 'Cicero Nogueira dos Santos', 'Anders Andreassen', 'Nemanja Rakicevic', 'Dominik Grewe', 'Aviral Kumar', 'Stephanie Winkler', 'Jonathan Caton', 'Andrew Brock', 'Sid Dalmia', 'Hannah Sheahan', 'Iain Barr', 'Yingjie Miao', 'Paul Natsev', 'Jacob Devlin', 'Feryal Behbahani', 'Flavien Prost', 'Yanhua Sun', 'Artiom Myaskovsky', 'Thanumalayan Sankaranarayana Pillai', 'Dan Hurt', 'Angeliki Lazaridou', 'Xi Xiong', 'Ce Zheng', 'Fabio Pardo', 'Xiaowei Li', 'Dan Horgan', 'Joe Stanton', 'Moran Ambar', 'Fei Xia', 'Alejandro Lince', 'Mingqiu Wang', 'Basil Mustafa', 'Albert Webson', 'Hyo Lee', 'Rohan Anil', 'Martin Wicke', 'Timothy Dozat', 'Abhishek Sinha', 'Enrique Piqueras', 'Elahe Dabir', 'Shyam Upadhyay', 'Anudhyan Boral', 'Lisa Anne Hendricks', 'Corey Fry', 'Josip Djolonga', 'Yi Su', 'Jake Walker', 'Jane Labanowski', 'Ronny Huang', 'Vedant Misra', 'Jeremy Chen', 'RJ Skerry-Ryan', 'Avi Singh', 'Shruti Rijhwani', 'Dian Yu', 'Alex Castro-Ros', 'Beer Changpinyo', 'Romina Datta', 'Sumit Bagri', 'Arnar Mar Hrafnkelsson', 'Marcello Maggioni', 'Daniel Zheng', 'Yury Sulsky', 'Shaobo Hou', 'Tom Le Paine', 'Antoine Yang', 'Jason Riesa', 'Dominika Rogozinska', 'Dror Marcus', 'Dalia El Badawy', 'Qiao Zhang', 'Luyu Wang', 'Helen Miller', 'Jeremy Greer', 'Lars Lowe Sjos', 'Azade Nova', 'Heiga Zen', 'Rahma Chaabouni', 'Mihaela Rosca', 'Jiepu Jiang', 'Charlie Chen', 'Ruibo Liu', 'Tara Sainath', 'Maxim Krikun', 'Alex Polozov', 'Jean-Baptiste Lespiau', 'Josh Newlan', 'Zeyncep Cankara', 'Soo Kwak', 'Yunhan Xu', 'Phil Chen', 'Andy Coenen', 'Clemens Meyer', 'Katerina Tsihlas', 'Ada Ma', 'Juraj Gottweis', 'Jinwei Xing', 'Chenjie Gu', 'Jin Miao', 'Christian Frank', 'Zeynep Cankara', 'Sanjay Ganapathy', 'Ishita Dasgupta', 'Steph Hughes-Fitt', 'Heng Chen', 'David Reid', 'Keran Rong', 'Hongmin Fan', 'Joost van Amersfoort', 'Vincent Zhuang', 'Aaron Cohen', 'Shixiang Shane Gu', 'Anhad Mohananey', 'Anastasija Ilic', 'Taylor Tobin', 'John Wieting', 'Anna Bortsova', 'Phoebe Thacker', 'Emma Wang', 'Emily Caveness', 'Justin Chiu', 'Eren Sezener', 'Alex Kaskasoli', 'Steven Baker', 'Katie Millican', 'Mohamed Elhawaty', 'Kostas Aisopos', 'Carl Lebsack', 'Nathan Byrd', 'Hanjun Dai', 'Wenhao Jia', 'Matthew Wiethoff', 'Elnaz Davoodi', 'Albert Weston', 'Lakshman Yagati', 'Arun Ahuja', 'Isabel Gao', 'Golan Pundak', 'Susan Zhang', 'Michael Azzam', 'Khe Chai Sim', 'Sergi Caelles', 'James Keeling', 'Abhanshu Sharma', 'Andy Swing', 'YaGuang Li', 'Chenxi Liu', 'Carrie Grimes Bostock', 'Yamini Bansal', 'Zachary Nado', 'Ankesh Anand', 'Josh Lipschultz', 'Abhijit Karmarkar', 'Lev Proleev', 'Abe Ittycheriah', 'Soheil Hassas Yeganeh', 'George Polovets', 'Aleksandra Faust', 'Jiao Sun', 'Alban Rrustemi', 'Pen Li', 'Rakesh Shivanna', 'Jeremiah Liu', 'Chris Welty', 'Federico Lebron', 'Anirudh Baddepudi', 'Sebastian Krause', 'Emilio Parisotto', 'Radu Soricut', 'Zheng Xu', 'Dawn Bloxwich', 'Melvin Johnson', 'Behnam Neyshabur', 'Justin Mao-Jones', 'Renshen Wang', 'Vinay Ramasesh', 'Zaheer Abbas', 'Arthur Guez', 'Constant Segal', 'Duc Dung Nguyen', 'James Svensson', 'Le Hou', 'Sarah York', 'Kieran Milan', 'Sophie Bridgers', 'Wiktor Gworek', 'Marco Tagliasacchi', 'James Lee-Thorp', 'Michael Chang', 'Alexey Guseynov', 'Ale Jakse Hartman', 'Michael Kwong', 'Ruizhe Zhao', 'Sheleem Kashem', 'Elizabeth Cole', 'Antoine Miech', 'Richard Tanburn', 'Mary Phuong', 'Filip Pavetic', 'Sebastien Cevey', 'Ramona Comanescu', 'Richard Ives', 'Sherry Yang', 'Cosmo Du', 'Bo Li', 'Zizhao Zhang', 'Mariko Iinuma', 'Clara Huiyi Hu', 'Aurko Roy', 'Shaan Bijwadia', 'Zhenkai Zhu', 'Danilo Martins', 'Rachel Saputro', 'Anita Gergely', 'Steven Zheng', 'Dawei Jia', 'Ioannis Antonoglou', 'Adam Sadovsky', 'Shane Gu', 'Yingying Bi', 'Alek Andreev', 'Sina Samangooei', 'Mina Khan', 'Tomas Kocisky', 'Angelos Filos', 'Chintu Kumar', 'Colton Bishop', 'Adams Yu', 'Sarah Hodkinson', 'Sid Mittal', 'Premal Shah', 'Alexandre Moufarek', 'Yong Cheng', 'Adam Bloniarz', 'Jaehoon Lee', 'Pedram Pejman', 'Paul Michel', 'Stephen Spencer', 'Vladimir Feinberg', 'Xuehan Xiong', 'Nikolay Savinov', 'Charlotte Smith', 'Siamak Shakeri', 'Dustin Tran', 'Mary Chesus', 'Bernd Bohnet', 'George Tucker', 'Tamara von Glehn', 'Carrie Muir', 'Yiran Mao', 'Hideto Kazawa', 'Ambrose Slone', 'Kedar Soparkar', 'Disha Shrivastava', 'James Cobon-Kerr', 'Michael Sharman', 'Jay Pavagadhi', 'Carlos Araya', 'Karolis Misiunas', 'Nimesh Ghelani', 'Michael Laskin', 'David Barker', 'Qiujia Li', 'Anton Briukhov', 'Neil Houlsby', 'Mia Glaese', 'Balaji Lakshminarayanan', 'Nathan Schucher', 'Yunhao Tang', 'Eli Collins', 'Hyeontaek Lim', 'Fangxiaoyu Feng', 'Adria Recasens', 'Guangda Lai', 'Alberto Magni', 'Nicola De Cao', 'Aditya Siddhant', 'Zoe Ashwood', 'Jordi Orbay', 'Mostafa Dehghani', 'Jenny Brennan', 'Yifan He', 'Kelvin Xu', 'Yang Gao', 'Carl Saroufim', 'James Molloy', 'Xinyi Wu', 'Seb Arnold', 'Solomon Chang', 'Julian Schrittwieser', 'Elena Buchatskaya', 'Soroush Radpour', 'Martin Polacek', 'Skye Giordano', 'Ankur Bapna', 'Simon Tokumine', 'Vincent Hellendoorn', 'Thibault Sottiaux', 'Sarah Cogan', 'Aliaksei Severyn', 'Mohammad Saleh', 'Shantanu Thakoor', 'Laurent Shefey', 'Siyuan Qiao', 'Meenu Gaba', 'Shuo-yiin Chang', 'Craig Swanson', 'Biao Zhang', 'Benjamin Lee', 'Paul Kishan Rubenstein', 'Gan Song', 'Tom Kwiatkowski', 'Anna Koop', 'Ajay Kannan', 'David Kao', 'Parker Schuh', 'Axel Stjerngren', 'Golnaz Ghiasi', 'Gena Gibson', 'Luke Vilnis', 'Ye Yuan', 'Felipe Tiengo Ferreira', 'Aishwarya Kamath', 'Ted Klimenko', 'Ken Franko', 'Kefan Xiao', 'Indro Bhattacharya', 'Miteyan Patel', 'Rui Wang', 'Alex Morris', 'Robin Strudel', 'Vivek Sharma', 'Peter Choy', 'Sayed Hadi Hashemi', 'Jessica Landon', 'Mara Finkelstein', 'Priya Jhakra', 'Justin Frye', 'Megan Barnes', 'Matthew Mauger', 'Dennis Daun', 'Khuslen Baatarsukh', 'Matthew Tung', 'Wael Farhan', 'Henryk Michalewski', 'Fabio Viola', 'Felix de Chaumont Quitry', 'Charline Le Lan', 'Tom Hudson', 'Qingze Wang', 'Felix Fischer', 'Ivy Zheng', 'Elspeth White', 'Anca Dragan', 'Jean-baptiste Alayrac', 'Eric Ni', 'Alexander Pritzel', 'Adam Iwanicki', 'Michael Isard', 'Anna Bulanova', 'Lukas Zilka', 'Ethan Dyer', 'Devendra Sachan', 'Srivatsan Srinivasan', 'Hannah Muckenhirn', 'Honglong Cai', 'Amol Mandhane', 'Mukarram Tariq', 'Jack W. 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