GPT-4 Technical Report
Authors
Josh Achiam,
Steven Adler,
Sandhini Agarwal,
Lama Ahmad,
Ilge Akkaya,
Florencia Leoni Aleman,
Diogo Almeida,
Janko Altenschmidt,
Sam Altman,
Shyamal Anadkat,
Red Avila,
Igor Babuschkin,
Suchir Balaji,
Valerie Balcom,
Paul Baltescu,
Haiming Bao,
Mohammad Bavarian,
Jeff Belgum,
Irwan Bello,
Jake Berdine,
Gabriel Bernadett-Shapiro,
Christopher Berner,
Lenny Bogdonoff,
Oleg Boiko,
Madelaine Boyd,
Anna-Luisa Brakman,
Greg Brockman,
Tim Brooks,
Miles Brundage,
Kevin Button,
Trevor Cai,
Rosie Campbell,
Andrew Cann,
Brittany Carey,
Chelsea Carlson,
Rory Carmichael,
Brooke Chan,
Che Chang,
Fotis Chantzis,
Derek Chen,
Sully Chen,
Ruby Chen,
Jason Chen,
Mark Chen,
Ben Chess,
Chester Cho,
Casey Chu,
Hyung Won Chung,
Dave Cummings,
Jeremiah Currier,
Yunxing Dai,
Cory Decareaux,
Thomas Degry,
Noah Deutsch,
Damien Deville,
Arka Dhar,
David Dohan,
Steve Dowling,
Sheila Dunning,
Adrien Ecoffet,
Atty Eleti,
Tyna Eloundou,
David Farhi,
Liam Fedus,
Niko Felix,
Simon Posada Fishman,
Juston Forte,
Isabella Fulford,
Leo Gao,
Elie Georges,
Christian Gibson,
Vik Goel,
Tarun Gogineni,
Gabriel Goh,
Rapha Gontijo-Lopes,
Jonathan Gordon,
Morgan Grafstein,
Scott Gray,
Ryan Greene,
Joshua Gross,
Shixiang Shane Gu,
Yufei Guo,
Chris Hallacy,
Jesse Han,
Jeff Harris,
Yuchen He,
Mike Heaton,
Johannes Heidecke,
Chris Hesse,
Alan Hickey,
Wade Hickey,
Peter Hoeschele,
Brandon Houghton,
Kenny Hsu,
Shengli Hu,
Xin Hu,
Joost Huizinga,
Shantanu Jain,
Shawn Jain,
Joanne Jang,
Angela Jiang,
Roger Jiang,
Haozhun Jin,
Denny Jin,
Shino Jomoto,
Billie Jonn,
Heewoo Jun,
Tomer Kaftan,
Lukasz Kaiser,
Ali Kamali,
Ingmar Kanitscheider,
Nitish Shirish Keskar,
Tabarak Khan,
Logan Kilpatrick,
Jong Wook Kim,
Christina Kim,
Yongjik Kim,
Jan Hendrik Kirchner,
Jamie Kiros,
Matt Knight,
Daniel Kokotajlo,
Lukasz Kondraciuk,
Andrew Kondrich,
Aris Konstantinidis,
Kyle Kosic,
Gretchen Krueger,
Vishal Kuo,
Michael Lampe,
Ikai Lan,
Teddy Lee,
Jan Leike,
Jade Leung,
Daniel Levy,
Chak Ming Li,
Rachel Lim,
Molly Lin,
Stephanie Lin,
Mateusz Litwin,
Theresa Lopez,
Ryan Lowe,
Patricia Lue,
Anna Makanju,
Kim Malfacini,
Sam Manning,
Todor Markov,
Yaniv Markovski,
Bianca Martin,
Katie Mayer,
Andrew Mayne,
Bob McGrew,
Scott Mayer McKinney,
Christine McLeavey,
Paul McMillan,
Jake McNeil,
David Medina,
Aalok Mehta,
Jacob Menick,
Luke Metz,
Andrey Mishchenko,
Pamela Mishkin,
Vinnie Monaco,
Evan Morikawa,
Daniel Mossing,
Tong Mu,
Mira Murati,
Oleg Murk,
David Mely,
Ashvin Nair,
Reiichiro Nakano,
Rajeev Nayak,
Arvind Neelakantan,
Richard Ngo,
Hyeonwoo Noh,
Long Ouyang,
Cullen O'Keefe,
Jakub Pachocki,
Alex Paino,
Joe Palermo,
Ashley Pantuliano,
Giambattista Parascandolo,
Joel Parish,
Emy Parparita,
Alex Passos,
Mikhail Pavlov,
Andrew Peng,
Adam Perelman,
Filipe de Avila Belbute Peres,
Michael Petrov,
Henrique Ponde de Oliveira Pinto,
Michael Pokorny,
Michelle Pokrass,
Vitchyr H. Pong,
Tolly Powell,
Alethea Power,
Boris Power,
Elizabeth Proehl,
Raul Puri,
Alec Radford,
Jack Rae,
Aditya Ramesh,
Cameron Raymond,
Francis Real,
Kendra Rimbach,
Carl Ross,
Bob Rotsted,
Henri Roussez,
Nick Ryder,
Mario Saltarelli,
Ted Sanders,
Shibani Santurkar,
Girish Sastry,
Heather Schmidt,
David Schnurr,
John Schulman,
Daniel Selsam,
Kyla Sheppard,
Toki Sherbakov,
Jessica Shieh,
Sarah Shoker,
Pranav Shyam,
Szymon Sidor,
Eric Sigler,
Maddie Simens,
Jordan Sitkin,
Katarina Slama,
Ian Sohl,
Benjamin Sokolowsky,
Yang Song,
Natalie Staudacher,
Felipe Petroski Such,
Natalie Summers,
Ilya Sutskever,
Jie Tang,
Nikolas Tezak,
Madeleine B. Thompson,
Phil Tillet,
Amin Tootoonchian,
Elizabeth Tseng,
Preston Tuggle,
Nick Turley,
Jerry Tworek,
Juan Felipe Ceron Uribe,
Andrea Vallone,
Arun Vijayvergiya,
Chelsea Voss,
Carroll Wainwright,
Justin Jay Wang,
Alvin Wang,
Ben Wang,
Jonathan Ward,
Jason Wei,
CJ Weinmann,
Akila Welihinda,
Peter Welinder,
Jiayi Weng,
Lilian Weng,
Matt Wiethoff,
Dave Willner,
Clemens Winter,
Samuel Wolrich,
Hannah Wong,
Lauren Workman,
Sherwin Wu,
Jeff Wu,
Michael Wu,
Kai Xiao,
Tao Xu,
Sarah Yoo,
Kevin Yu,
Qiming Yuan,
Wojciech Zaremba,
Rowan Zellers,
Chong Zhang,
Marvin Zhang,
Shengjia Zhao,
Tianhao Zheng,
Juntang Zhuang,
William Zhuk,
Barret Zoph
Identifiers
Abstract¶
We report the development of GPT-4, a large-scale, multimodal model which can accept image and text inputs and produce text outputs. While less capable than humans in many real-world scenarios, GPT-4 exhibits human-level performance on various professional and academic benchmarks, including passing a simulated bar exam with a score around the top 10% of test takers. GPT-4 is a Transformer-based model pre-trained to predict the next token in a document. The post-training alignment process results in improved performance on measures of factuality and adherence to desired behavior. A core component of this project was developing infrastructure and optimization methods that behave predictably across a wide range of scales. This allowed us to accurately predict some aspects of GPT-4's performance based on models trained with no more than 1/1,000th the compute of GPT-4.
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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
3
68%
Llama 2: Open Foundation and Fine-Tuned Chat Models
Llama 2
('Hugo Touvron', 'Louis Martin', 'Kevin Stone', 'Peter Albert', 'Amjad Almahairi', 'Yasmine Babaei', 'Nikolay Bashlykov', 'Soumya Batra', 'Prajjwal Bhargava', 'Shruti Bhosale', 'Dan Bikel', 'Lukas Blecher', 'Cristian Canton Ferrer', 'Moya Chen', 'Guillem Cucurull', 'David Esiobu', 'Jude Fernandes', 'Jeremy Fu', 'Wenyin Fu', 'Brian Fuller', 'Cynthia Gao', 'Vedanuj Goswami', 'Naman Goyal', 'Anthony Hartshorn', 'Saghar Hosseini', 'Rui Hou', 'Hakan Inan', 'Marcin Kardas', 'Viktor Kerkez', 'Madian Khabsa', 'Isabel Kloumann', 'Artem Korenev', 'Punit Singh Koura', 'Marie-Anne Lachaux', 'Thibaut Lavril', 'Jenya Lee', 'Diana Liskovich', 'Yinghai Lu', 'Yuning Mao', 'Xavier Martinet', 'Todor Mihaylov', 'Pushkar Mishra', 'Igor Molybog', 'Yixin Nie', 'Andrew Poulton', 'Jeremy Reizenstein', 'Rashi Rungta', 'Kalyan Saladi', 'Alan Schelten', 'Ruan Silva', 'Eric Michael Smith', 'Ranjan Subramanian', 'Xiaoqing Ellen Tan', 'Binh Tang', 'Ross Taylor', 'Adina Williams', 'Jian Xiang Kuan', 'Puxin Xu', 'Zheng Yan', 'Iliyan Zarov', 'Yuchen Zhang', 'Angela Fan', 'Melanie Kambadur', 'Sharan Narang', 'Aurelien Rodriguez', 'Robert Stojnic', 'Sergey Edunov', 'Thomas Scialom') / 2023
4
67%
Nemotron 3 Super: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning
('Aakshita Chandiramani', 'Aaron Blakeman', 'Abdullahi Olaoye', 'Abhibha Gupta', 'Abhilash Somasamudramath', 'Abhinav Khattar', 'Adeola Adesoba', 'Adi Renduchintala', 'Adil Asif', 'Aditya Agrawal', 'Aditya Vavre', 'Ahmad Kiswani', 'Aishwarya Padmakumar', 'Ajay Hotchandani', 'Akanksha Shukla', 'Akhiad Bercovich', 'Aleksander Ficek', 'Aleksandr Shaposhnikov', 'Alex Gronskiy', 'Alex Kondratenko', 'Alex Neefus', 'Alex Steiner', 'Alex Yang', 'Alexander Bukharin', 'Alexander Young', 'Ali Hatamizadeh', 'Ali Taghibakhshi', 'Alina Galiautdinova', 'Alisa Liu', 'Alok Kumar', 'Ameya Sunil Mahabaleshwarkar', 'Amir Klein', 'Amit Zuker', 'Amnon Geifman', 'Anahita Bhiwandiwalla', 'Ananth Subramaniam', 'Andrew Tao', 'Anjaney Shrivastava', 'Anjulie Agrusa', 'Ankur Srivastava', 'Ankur Verma', 'Ann Guan', 'Anna Shors', 'Annamalai Chockalingam', 'Anubhav Mandarwal', 'Aparnaa Ramani', 'Arham Mehta', 'Arti Jain', 'Arun Venkatesan', 'Asha Anoosheh', 'Ashwath Aithal', 'Ashwin Poojary', 'Asif Ahamed', 'Asit Mishra', 'Asli Sabanci Demiroz', 'Asma Kuriparambil Thekkumpate', 'Atefeh Sohrabizadeh', 'Avinash Kaur', 'Ayush Dattagupta', 'Barath Subramaniam Anandan', 'Bardiya Sadeghi', 'Barnaby Simkin', 'Ben Lanir', 'Benedikt Schifferer', 'Benjamin Chislett', 'Besmira Nushi', 'Bilal Kartal', 'Bill Thiede', 'Bita Darvish Rouhani', 'Bobby Chen', 'Boris Ginsburg', 'Brandon Norick', 'Branislav Kisacanin', 'Brian Yu', 'Bryan Catanzaro', 'Buvaneswari Mani', 'Carlo del Mundo', 'Chankyu Lee', 'Chanran Kim', 'Chantal Hwang', 'Chao Ni', 'Charles Wang', 'Charlie Truong', 'Cheng-Ping Hsieh', 'Chenhan Yu', 'Chenjie Luo', 'Cherie Wang', 'Chetan Mungekar', 'Chintan Patel', 'Chris Alexiuk', 'Chris Holguin', 'Chris Wing', 'Christian Munley', 'Christopher Parisien', 'Chuck Desai', 'Chunyang Sheng', 'Collin Neale', 'Cyril Meurillon', 'Dakshi Kumar', 'Dan Gil', 'Dan Su', 'Dane Corneil', 'Daniel Afrimi', 'Daniel Burkhardt Eliuth Triana', 'Daniel Egert', 'Daniel Fatade', 'Daniel Lo', 'Daniel Rohrer', 'Daniel Serebrenik', 'Daniil Sorokin', 'Daria Gitman', 'Daria Levy', 'Darko Stosic', 'David Edelsohn', 'David Messina', 'David Mosallanezhad', 'David Tamok', 'Deena Donia', 'Deepak Narayanan', "Devin O'Kelly", 'Dheeraj Peri', 'Dhruv Nathawani', 'Di Wu', 'Dima Rekesh', 'Dina Yared', 'Divyanshu Kakwani', 'Dmitry Konyagin Brandon Tuttle', 'Dong Ahn', 'Dongfu Jiang', 'Dorrin Poorkay', "Douglas O'Flaherty", 'Duncan Riach', 'Dusan Stosic', 'Dustin Van Stee', 'Edgar Minasyan', 'Edward Lin', 'Eileen Peters Long', 'Elad Segal', 'Elena Lantz', 'Elena Lewis', 'Ellie Evans', 'Elliott Ning', 'Eric Chung', 'Eric Harper', 'Eric Pham-Hung', 'Eric W. Tramel', 'Erick Galinkin', 'Erik Pounds', 'Esti Etrog', 'Evan Briones', 'Evan Wu', 'Evelina Bakhturina', 'Evgeny Tsykunov', 'Ewa Dobrowolska', 'Farshad Saberi Movahed', 'Farzan Memarian', 'Fay Wang', 'Fei Jia', 'Felipe Soares', 'Felipe Vieira Frujeri', 'Feng Chen', 'Fengguang Lin', 'Ferenc Galko', 'Fortuna Zhang', 'Frankie Siino', 'Frida Hou', 'Gantavya Bhatt', 'Gargi Prasad', 'Geethapriya Venkataramani', 'Geetika Gupta', 'George Armstrong', 'Gerald Shen', 'Giulio Borghesi', 'Gordana Neskovic', 'Gorkem Batmaz', 'Grace Lam', 'Grace Wu', 'Greg Pauloski', 'Greyson Davis', 'Grigor Nalbandyan', 'Guoming Zhang', 'Guy Farber', 'Guyue Huang', 'Haifeng Qian', 'Haran Kumar Shiv Kumar', 'Harry Kim', 'Harsh Sharma', 'Hayate Iso', 'Hayley Ross', 'Herbert Hum', 'Herman Sahota', 'Hexin Wang', 'Himanshu Soni', 'Hiren Upadhyay', 'Huy Nguyen', 'Iain Cunningham', 'Ido Galil', 'Ido Shahaf', 'Igino Padovani', 'Igor Gitman', 'Igor Shovkun', 'Ikroop Dhillon', 'Ilya Loshchilov', 'Ingrid Kelly', 'Itamar Schen', 'Itay Levy', 'Ivan Moshkov', 'Izik Golan', 'Izzy Putterman', 'Jain Tu', 'Jan Baczek', 'Jan Kautz', 'Jane Polak Scowcroft', 'Janica Rosenberg', 'Jared Casper', 'Jarrod Pflum', 'Jason Grant', 'Jason Sewall', 'Jatin Mitra', 'Jeffrey Glick', 'Jenny Chen', 'Jesse Oliver', 'Jiacheng Xu', 'Jiafan Zhu', 'Jialin Song', 'Jian Zhang', 'Jiaqi Zeng', 'Jie Lou', 'Jill Milton', 'Jim Chow', 'Jimmy Zhang', 'Jinhang Choi', 'Jining Huang', 'Jocelyn Huang', 'Joel Caruso', 'Joey Conway', 'Joey Guman', 'Johan Jatko', 'John Kamalu', 'Johnny Greco', 'Jonathan Cohen', 'Jonathan Raiman', 'Joseph Jennings', 'Joyjit Daw', 'Juan Yu', 'Julio Tapia', 'Junkeun Yi', 'Jupinder Parmar', 'Jyothi Achar', 'Kari Briski', 'Kartik Mattoo', 'Katherine Cheung', 'Katherine Luna', 'Keith Wyss', 'Kevin Shih', 'Kezhi Kong', 'Khanh Nguyen', 'Khushi Bhardwaj', 'Kirill Buryak', 'Kirthi Shankar Sivamani', 'Konstantinos Krommydas', 'Kris Murphy', 'Krishna C. Puvvada', 'Krzysztof Pawelec', 'Kumar Anik', 'Laikh Tewari', 'Laya Sleiman', 'Leo Du', 'Leon Derczynski', 'Li Ding', 'Lilach Ilan', 'Lingjie Wu', 'Lizzie Wei', 'Luis Vega', 'Lun Su', 'Maarten Van Segbroeck', 'Maer Rodrigues de Melo', 'Magaret Zhang', 'Mahan Fathi', 'Makesh Narsimhan Sreedhar', 'Makesh Sreedhar', 'Makesh Tarun Chandran', 'Manuel Reyes Gomez', 'Maor Ashkenazi', 'Marc Cuevas', 'Marc Romeijn', 'Margaret Zhang', 'Mark Cai', 'Mark Gabel', 'Markus Kliegl', 'Martyna Patelka', 'Maryam Moosaei', 'Matthew Varacalli', 'Matvei Novikov', 'Mauricio Ferrato', 'Mehrzad Samadi', 'Melissa Corpuz', 'Meng Xin', 'Mengdi Wang', 'Mengru Wang', 'Meredith Price', 'Micah Schaffer', 'Michael Andersch', 'Michael Boone', 'Michael Evans', 'Michael Z Wang', 'Miguel Martinez', 'Mikail Khona', 'Mike Chrzanowski', 'Mike Hollinger', 'Mingyuan Ma', 'Minseok Lee', 'Mohammad Dabbah', 'Mohammad Shoeybi', 'Mostofa Patwary', 'Nabin Mulepati', 'Nader Khalil', 'Najeeb Nabwani', 'Nancy Agarwal', 'Nanthini Balasubramaniam', 'Narimane Hennouni', 'Narsi Kodukula', 'Natalie Hereth', 'Nathaniel Pinckney', 'Nave Assaf', 'Negar Habibi', 'Nestor Qin', 'Neta Zmora', 'Netanel Haber', 'Nick Reamaroon', 'Nickson Quak', 'Nidhi Bhatia', 'Nikhil Jukar', 'Nikki Pope', 'Nikolai Ludwig', 'Nima Tajbakhsh', 'Nir Ailon', 'Nirmal Juluru', 'Nirmalya De', 'Nowel Pitt', 'Oleg Rybakov', 'Oleksii Hrinchuk', 'Oleksii Kuchaiev', 'Olivier Delalleau', 'Oluwatobi Olabiyi', 'Omer Ullman Argov', 'Omri Almog', 'Omri Puny', 'Oren Tropp', 'Otavio Padovani', 'Ouye Xie', 'Parth Chadha', 'Pasha Shamis', 'Paul Gibbons', 'Pavlo Molchanov', 'Peter Belcak', 'Peter Jin', 'Pinky Xu', 'Piotr Januszewski', 'Pooya Jannaty', 'Prachi Shevate', 'Pradeep Thalasta', 'Pranav Prashant Thombre', 'Prasoon Varshney', 'Prerana Gambhir', 'Pritam Gundecha', 'Przemek Tredak', 'Qing Miao', 'Qiyu Wan', 'Quan Tran Minh', 'Rabeeh Karimi Mahabadi', 'Rachel Oberman', 'Rachit Garg', 'Rahul Kandu', 'Raina Zhong', 'Ran El-Yaniv', 'Ran Zilberstein', 'Rasoul Shafipour', 'Renee Yao', 'Renjie Pi', 'Richard Mazzarese', 'Richard Wang', 'Rick Izzo', 'Ridhima Singla', 'Rima Shahbazyan', 'Rishabh Garg', 'Ritika Borkar', 'Ritu Gala', 'Riyad Islam', 'Robert Clark', 'Robert Hesse', 'Roger Waleffe', 'Rohit Varma Kalidindi', 'Rohit Watve', 'Roi Koren', 'Ron Fan', 'Ruchika Kharwar', 'Ruisi Cai', 'Ruoxi Zhang', 'Russell J. Hewett', 'Ryan Prenger', 'Ryan Timbrook', 'Ryota Egashira', 'Sadegh Mahdavi', 'Sagar Singh Ashutosh Joshi', 'Sahil Modi', 'Samuel Kriman', 'Sandeep Pombra', 'Sanjay Kariyappa', 'Sanjeev Satheesh', 'Santiago Pombo', 'Saori Kaji', 'Satish Pasumarthi', 'Saurav Mishra', 'Saurav Muralidharan', 'Scott Hara', 'Sean Narenthiran', 'Sebastian Rogawski', 'Seonjin Na', 'Seonmyeong Bak', 'Sepehr Sameni', 'Seth Poulos', 'Shahar Mor', 'Shantanu Acharya', 'Shaona Ghosh Adam Lord', 'Sharath Turuvekere Sreenivas', 'Shaun Kotek', 'Shaya Gharghabi', 'Shelby Thomas', 'Sheng-Chieh Lin', 'Shibani Likhite', 'Shiqing Fan', 'Shiyang Chen', 'Shreya Gopal', 'Shrimai Prabhumoye', 'Shubham Pachori', 'Shubham Toshniwal', 'Shuo Zhang', 'Shuoyang Ding', 'Shyam Renjith', 'Shyamala Prayaga', 'Siddhartha Jain', 'Simeng Sun', 'Sirisha Rella', 'Sirshak Das', 'Smita Ithape', 'Sneha Harishchandra S', 'Somshubra Majumdar', 'Soumye Singhal', 'Sri Harsha Singudasu', 'Sriharsha Niverty', 'Stas Sergienko', 'Stefana Gloginic', 'Stefania Alborghetti', 'Stephen Ge', 'Stephen McCullough', 'Sugam Dipak Devare', 'Suguna Varshini Velury', 'Sukrit Rao', 'Sumeet Kumar Barua', 'Sunny Gai', 'Suseella Panguluri', 'Sushil Koundinyan', 'Swathi Patnam', 'Sweta Priyadarshi', 'Swetha Bhendigeri', 'Syeda Nahida Akter', 'Sylendran Arunagiri', 'Tailling Yuan', 'Talor Abramovich', 'Tan Bui', 'Tan Yu', 'Terry Kong', 'Thanh Do', 'Thomas Gburek', 'Thorgane Marques', 'Tiffany Moore', 'Tijmen Blankevoort', 'Tim Moon', 'Timothy Ma', 'Tiyasa Mitra', 'Tomasz Grzegorzek', 'Tomer Asida', 'Tomer Bar Natan', 'Tomer Keren', 'Tomer Ronen', 'Traian Rebedea', 'Trenton Starkey', 'Tugrul Konuk', 'Twinkle Vashishth', 'Tyler Condensa', 'Udi Karpas', 'Ushnish De', 'Vahid Noorozi', 'Vahid Noroozi', 'Vanshil Atul Shah', 'Veena Vaidyanathan', 'Venkat Srinivasan', 'Venmugil Elango', 'Victor Cui', 'Vijay Korthikanti', 'Vikas Mehta', 'Virginia Adams', 'Virginia Wu', 'Vitaly Kurin', 'Vitaly Lavrukhin', 'Vladimir Anisimov', 'Wan Seo', 'Wanli Jiang', 'Wasi Uddin Ahmad', 'Wei Du', 'Wei Ping', 'Wei-Ming Chen', 'Wendy Quan', 'Wenliang Dai', 'Wenwen Gao', 'Will Jennings', 'William Zhang', 'Xiaowei Ren', 'Xiaowen Xin', 'Xin Li', 'Yang Yu', 'Yangyi Chen', 'Yaniv Galron', 'Yashaswi Karnati', 'Yejin Choi', 'Yev Meyer', 'Yi-Fu Wu', 'Yian Zhang', 'Ying Lin', 'Yonatan Geifman', 'Yonggan Fu', 'Yoshi Suhara', 'Youngeun Kwon', 'Yuan Zhang', 'Yuki Huang', 'Zach Moshe', 'Zhilin Wang', 'Zhiyu Cheng', 'Zhongbo Zhu', 'Zhuolin Yang', 'Zihan Liu', 'Zijia Chen', 'Zijie Yan', 'Zuhair Ahmed') / 2026
5
67%
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