Daftar nama Kontributor GPT-4 (GPT-4 contributions)

GPT-4 contributions

Pretraining

Core contributors

Christopher Berner Supercomputing lead

Greg Brockman Infrastructure lead

Trevor Cai Throughput lead

David Farhi Manager of optimization team

Chris Hesse Infrastructure usability co-lead

Shantanu Jain Infrastructure usability co-lead

Kyle Kosic Uptime and stability lead

Jakub Pachocki Overall lead, optimization lead

Alex Paino Architecture & data vice lead

Mikhail Pavlov Software correctness lead

Michael Petrov Hardware correctness lead

Nick Ryder Architecture & data lead

Szymon Sidor Optimization vice lead

Nikolas Tezak Execution lead

Phil Tillet Triton lead

Amin Tootoonchian Model distribution, systems & networking lead

Qiming Yuan Dataset sourcing and processing lead

Wojciech Zaremba Manager of dataset team

Compute cluster scaling

Christopher Berner, Oleg Boiko, Andrew Cann, Ben Chess, Christian Gibson, Mateusz Litwin, Emy Parparita, Henri Roussez, Eric Sigler, Akila Welihinda.

Data

Sandhini Agarwal, Suchir Balaji, Mo Bavarian, Che Chang, Sheila Dunning, Leo Gao, Jonathan Gordon, Peter Hoeschele, Shawn Jain, Shantanu Jain, Roger Jiang, Heewoo Jun, Łukasz Kaiser, Nitish Shirish Keskar, Jong Wook Kim, Aris Konstantinidis, Chak Li, Todor Markov, Bianca Martin, David Mély, Oleg Murk, Hyeonwoo Noh, Long Ouyang, Alex Paino, Vitchyr Pong, Alec Radford, Nick Ryder, John Schulman, Daniel Selsam, Ian Sohl, Chelsea Voss, Lilian Weng, Clemens Winter, Tao Xu, Qiming Yuan, Wojciech Zaremba

Distributed training infrastructure

Greg Brockman, Trevor Cai, Chris Hesse, Shantanu Jain, Yongjik Kim, Kyle Kosic, Mateusz Litwin, Jakub Pachocki, Mikhail Pavlov, Szymon Sidor, Nikolas Tezak, Madeleine Thompson, Amin Tootoonchian, Qiming Yuan

Hardware correctness

Greg Brockman, Shantanu Jain, Kyle Kosic, Michael Petrov, Nikolas Tezak, Amin Tootoonchian, Chelsea Voss, Qiming Yuan

Optimization & architecture

Igor Babuschkin, Mo Bavarian, Adrien Ecoffet, David Farhi, Jesse Han, Ingmar Kanitscheider, Daniel Levy, Jakub Pachocki, Alex Paino, Mikhail Pavlov, Nick Ryder, Szymon Sidor, Jie Tang, Jerry Tworek, Tao Xu

Training run babysitting

Suchir Balaji, Mo Bavarian, Greg Brockman, Trevor Cai, Chris Hesse, Shantanu Jain, Roger Jiang, Yongjik Kim, Kyle Kosic, Mateusz Litwin, Jakub Pachocki, Alex Paino, Mikhail Pavlov, Michael Petrov, Nick Ryder, Szymon Sidor, Nikolas Tezak, Madeleine Thompson, Phil Tillet, Amin Tootoonchian, Chelsea Voss, Ben Wang, Tao Xu, Qiming Yuan

Long context

Core contributors

Gabriel Goh Long context co-lead

Łukasz Kaiser Long context lead

Ben Wang Attention architecture lead

Clemens Winter Long context co-lead

Long context research

Mo Bavarian, Gabriel Goh, Heewoo Jun, Łukasz Kaiser, Chak Li, Ben Wang, Clemens Winter

Long context kernels

Phil Tillet

Vision

Core contributors

Trevor Cai Execution lead

Mark Chen Vision team co-lead, Deployment lead

Casey Chu Initial prototype lead

Chris Hesse Data load balancing & developer tooling lead

Shengli Hu Vision Safety Evaluations lead

Yongjik Kim GPU performance lead

Jamie Kiros Overall vision co-lead, deployment research & evaluation lead

Daniel Levy Overall vision co-lead, optimization lead

Christine McLeavey Vision team lead

David Mély Data lead

Hyeonwoo Noh Overall vision co-lead, research lead

Mikhail Pavlov Scaling engineering lead

Raul Puri Overall vision co-lead, engineering lead

Amin Tootoonchian Model distribution, systems & networking lead

Architecture research

Casey Chu, Jamie Kiros, Christine McLeavey, Hyeonwoo Noh, Raul Puri, Alec Radford, Aditya Ramesh

Compute cluster scaling

Andrew Cann, Rory Carmichael, Christian Gibson, Henri Roussez, Akila Welihinda

Distributed training infrastructure

Trevor Cai, Yunxing Dai, Chris Hesse, Brandon Houghton, Yongjik Kim, Łukasz Kondraciuk, Hyeonwoo Noh, Mikhail Pavlov, Raul Puri, Nikolas Tezak, Amin Tootoonchian, Tianhao Zheng

Hardware correctness

Oleg Boiko, Trevor Cai, Michael Petrov, Alethea Power

Data

Jong Wook Kim, David Mély, Reiichiro Nakano, Hyeonwoo Noh, Long Ouyang, Raul Puri, Pranav Shyam, Tao Xu

Alignment Data

Long Ouyang

Training run babysitting

Trevor Cai, Kyle Kosic, Daniel Levy, David Mély, Reiichiro Nakano, Hyeonwoo Noh, Mikhail Pavlov, Raul Puri, Amin Tootoonchian

Deployment & post-training

Ilge Akkaya, Mark Chen, Jamie Kiros, Rachel Lim, Reiichiro Nakano, Raul Puri, Jiayi Weng

RL & alignment

Core contributors

Greg Brockman Core infrastructure author

Arka Dhar Human data product manager

Liam Fedus Data flywheel lead

Tarun Gogineni Model creativity

Rapha Gontijo-Lopes Synthetic data

Joshua Gross Data collection engineering co-lead

Johannes Heidecke Refusals & model safety co-lead

Joost Huizinga Initial fine-tuning derisking

Teddy Lee Human data product manager

Jan Leike Alignment co-lead

Ryan Lowe Alignment co-lead

Luke Metz Infrastructure lead, ChatML format lead

Long Ouyang IF data collection lead

John Schulman Overall lead

Jerry Tworek Code lead

Carroll Wainwright IF data infrastructure lead

Jonathan Ward Data collection engineering co-lead

Jiayi Weng RL Infrastructure author

Sarah Yoo Human data operations manager

Wojciech Zaremba Human data lead

Chong Zhang Refusals & model safety co-lead

Shengjia Zhao Reward model lead

Barret Zoph Overall training lead

Dataset contributions

Diogo Almeida, Mo Bavarian, Juan Felipe Cerón Uribe, Tyna Eloundou, Liam Fedus, Tarun Gogineni, Rapha Gontijo-Lopes, Jonathan Gordon, Joost Huizinga, Shawn Jain, Roger Jiang, Łukasz Kaiser, Christina Kim, Jan Leike, Chak Li, Stephanie Lin, Ryan Lowe, Jacob Menick, Luke Metz, Pamela Mishkin, Tong Mu, Oleg Murk, Ashvin Nair, Long Ouyang, Alex Passos, Michael (Rai) Pokorny, Vitchyr Pong, Shibani Santurkar, Daniel Selsam, Sarah Shoker,, Carroll Wainwright, Matt Wiethoff, Jeff Wu, Kai Xiao, Kevin Yu, Marvin Zhang, Chong Zhang, William Zhuk, Barret Zoph

Data infrastructure

Irwan Bello, Lenny Bogdonoff, Juan Felipe Cerón Uribe, Joshua Gross, Shawn Jain, Haozhun Jin, Christina Kim, Aris Konstantinidis, Teddy Lee, David Medina, Jacob Menick, Luke Metz, Ashvin Nair,Long Ouyang, Michael (Rai) Pokorny, Vitchyr Pong, John Schulman, Jonathan Ward, Jiayi Weng, Matt Wiethoff, Sarah Yoo, Kevin Yu, Wojciech Zaremba, William Zhuk, Barret Zoph

ChatML format

Ilge Akkaya, Christina Kim, Chak Li, Rachel Lim, Jacob Menick, Luke Metz, Andrey Mishchenko, Vitchyr Pong, John Schulman, Carroll Wainwright, Barret Zoph

Model safety

Josh Achiam, Steven Adler, Juan Felipe Cerón Uribe, Hyung Won Chung, Tyna Eloundou, Rapha Gontijo-Lopes, Shixiang Shane Gu, Johannes Heidecke, Joost Huizinga, Teddy Lee, Jan Leike, Stephanie Lin, Ryan Lowe, Todor Markov, Luke Metz, Tong Mu, Shibani Santurkar, John Schulman, Andrea Vallone, Carroll Wainwright, Jason Wei, Lilian Weng, Kai Xiao, Chong Zhang, Marvin Zhang, Barret Zoph

Refusals

Juan Felipe Cerón Uribe, Tyna Eloundou, Johannes Heidecke, Joost Huizinga, Jan Leike, Stephanie Lin, Ryan Lowe, Pamela Mishkin, Tong Mu, Carroll Wainwright, Lilian Weng, Kai Xiao, Chong Zhang, Barret Zoph

Foundational RLHF and InstructGPT work

Diogo Almeida, Joost Huizinga, Roger Jiang, Jan Leike, Stephanie Lin, Ryan Lowe, Pamela Mishkin, Dan Mossing, Long Ouyang, Katarina Slama, Carroll Wainwright, Jeff Wu, Kai Xiao, Marvin Zhang

Flagship training runs

Greg Brockman, Liam Fedus, Johannes Heidecke, Joost Huizinga, Roger Jiang, Kyle Kosic, Luke Metz, Ashvin Nair, Jiayi Weng, Chong Zhang, Shengjia Zhao, Barret Zoph

Code capability

Ilge Akkaya, Mo Bavarian, Jonathan Gordon, Shawn Jain, Haozhun Jin, Teddy Lee, Chak Li, Oleg Murk, Ashvin Nair, Vitchyr Pong, Benjamin Sokolowsky, Jerry Tworek, Matt Wiethoff, Sarah Yoo, Kevin Yu, Wojciech Zaremba, William Zhuk

Evaluation & analysis

Core contributors

Sandhini Agarwal System Card co-lead

Lama Ahmad Expert red teaming & adversarial testing program lead

Mo Bavarian Capability prediction co-lead

Tyna Eloundou Safety evaluations co-lead

Andrew Kondrich OpenAI Evals open-sourcing co-lead

Gretchen Krueger System Card co-lead

Michael Lampe Privacy and PII evaluations lead

Pamela Mishkin Economic impact & overreliance evaluations lead

Benjamin Sokolowsky Capability prediction co-lead

Jack Rae Research benchmark execution lead

Chelsea Voss Eval execution lead

Alvin Wang OpenAI Evals lead

Kai Xiao Safety evaluations co-lead

Marvin Zhang OpenAI Evals open-sourcing co-lead

OpenAI Evals library

Shixiang Shane Gu, Angela Jiang, Logan Kilpatrick, Andrew Kondrich, Pamela Mishkin, Jakub Pachocki, Ted Sanders, Jessica Shieh, Alvin Wang, Marvin Zhang

Model-graded evaluation infrastructure

Liam Fedus, Rapha Gontijo-Lopes, Shixiang Shane Gu, Andrew Kondrich, Michael (Rai) Pokorny, Wojciech Zaremba, Chong Zhang, Marvin Zhang, Shengjia Zhao, Barret Zoph

Acceleration forecasting

Alan Hickey, Daniel Kokotajlo, Cullen O’Keefe, Sarah Shoker

ChatGPT evaluations

Juan Felipe Cerón Uribe, Hyung Won Chung, Rapha Gontijo-Lopes, Liam Fedus, Luke Metz, Michael Rai Pokorny, Jason Wei, Shengjia Zhao, Barret Zoph

Capability evaluations

Sully Chen, Tyna Eloundou, Shengli Hu, Roger Jiang, Jamie Kiros, Teddy Lee, Scott Mayer McKinney, Jakub Pachocki, Alex Paino, Giambattista Parascandolo, Boris Power, Raul Puri, Jack Rae, Nick Ryder, Ted Sanders, Szymon Sidor, Benjamin Sokolowsky, Chelsea Voss, Alvin Wang, Rowan Zellers, Juntang Zhuang

Coding evaluations

Ilge Akkaya, Mo Bavarian, Jonathan Gordon, Shawn Jain, Chak Li, Oleg Murk, Vitchyr Pong, Benjamin Sokolowsky, Jerry Tworek, Kevin Yu, Wojciech Zaremba

Real-world use case evaluations

Andrew Kondrich, Joe Palermo, Boris Power, Ted Sanders

Contamination investigations

Adrien Ecoffet, Roger Jiang, Ingmar Kanitscheider, Scott Mayer McKinney, Alex Paino, Giambattista Parascandolo, Jack Rae, Qiming Yuan

Instruction following and API evals

Diogo Almeida, Carroll Wainwright, Marvin Zhang

Novel capability discovery

Filipe de Avila Belbute Peres, Kevin Button, Fotis Chantzis, Mike Heaton, Wade Hickey, Xin Hu, Andrew Kondrich, Matt Knight, Andrew Mayne, Jake McNeil, Vinnie Monaco, Joe Palermo, Joel Parish, Boris Power, Bob Rotsted, Ted Sanders

Vision evaluations

Shixiang Shane Gu, Shengli Hu, Jamie Kiros, Hyeonwoo Noh, Raul Puri, Rowan Zellers

Economic impact evaluation

Tyna Eloundou, Sam Manning, Aalok Mehta, Pamela Mishkin

Non-proliferation, international humanitarian law & national security red teaming

Sarah Shoker

Overreliance analysis

Miles Brundage, Michael Lampe, Pamela Mishkin

Privacy and PII evaluations

Michael Lampe, Vinnie Monaco, Ashley Pantuliano

Safety and policy evaluations

Josh Achiam, Sandhini Agarwal, Lama Ahmad, Jeff Belgum, Tyna Eloundou, Johannes Heidecke, Shengli Hu, Joost Huizinga, Jamie Kiros, Gretchen Krueger, Michael Lampe, Stephanie Lin, Ryan Lowe, Todor Markov, Vinnie Monaco, Tong Mu, Raul Puri, Girish Sastry, Andrea Vallone, Carroll Wainwright, CJ Weinmann, Lilian Weng, Kai Xiao, Chong Zhang

OpenAI adversarial testers

Josh Achiam, Steven Adler, Lama Ahmad, Shyamal Anadkat, Red Avila, Gabriel Bernadett-Shapiro, Anna-Luisa Brakman, Tim Brooks, Miles Brundage, Chelsea Carlson, Derek Chen, Hyung Won Chung, Jeremiah Currier, Daniel Kokotajlo, David Dohan, Adrien Ecoffet, Juston Forte, Vik Goel, Ryan Greene, Johannes Heidecke, Alan Hickey, Shengli Hu, Joost Huizinga, Janko, Tomer Kaftan, Ali Kamali, Nitish Shirish Keskar, Tabarak Khan, Hendrik Kirchner, Daniel Kokotajlo, Gretchen Krueger, Michael Lampe, Teddy Lee, Molly Lin, Ryan Lowe, Todor Markov, Jake McNeil, Pamela Mishkin, Vinnie Monaco, Daniel Mossing, Tong Mu, Oleg Murk, Cullen O’Keefe, Joe Palermo, Giambattista Parascandolo, Joel Parish, Boris Power, Alethea Power, Cameron Raymond, Francis Real, Bob Rotsted, Mario Salterelli, Sam Wolrich, Ted Sanders, Girish Sasty, Sarah Shoker, Shyamal Anadkat, Yang Song, Natalie Staudacher, Madeleine Thompson, Elizabeth Tseng, Chelsea Voss, Jason Wei, Chong Zhang

System card & broader impacts analysis

Steven Adler, Sandhini Agarwal, Lama Ahmad, Janko Altenschmidt, Jeff Belgum, Gabriel Bernadett-Shapiro, Miles Brundage, Derek Chen, Tyna Eloundou, Liam Fedus, Leo Gao, Vik Goel, Johannes Heidecke, Alan Hickey, Shengli Hu, Joost Huizinga, Daniel Kokotajlo, Gretchen Krueger, Michael Lampe, Jade Leung, Stephanie Lin, Ryan Lowe, Kim Malfacini, Todor Markov, Bianca Martin, Aalok Mehta, Pamela Mishkin, Tong Mu, Richard Ngo, Cullen O’Keefe, Joel Parish, Rai Pokorny, Bob Rotsted, Girish Sastry, Sarah Shoker, Andrea Vallone, Carroll Wainwright, CJ Weinmann, Lilian Weng, Dave Willner, Kai Xiao, Chong Zhang

Deployment

Core contributors

Steven Adler Early stage program management lead

Sandhini Agarwal Launch safety lead

Derek Chen Monitoring & response lead

Atty Eleti GPT-4 API co-lead

Joanne Jang GPT-4 product co-lead

Angela Jiang GPT-4 product co-lead

Tomer Kaftan Inference infrastructure & deployment lead

Rachel Lim GPT-4 API co-lead

Kim Malfacini Usage policy lead

Bianca Martin Release program management lead

Evan Morikawa Engineering lead

Henrique Ponde de Oliveira Pinto Inference workflow lead

Heather Schmidt GPT-4 infrastructure management

Maddie Simens Design lead

Felipe Petroski Such Inference optimization & reliability lead

Andrea Vallone Detection & refusals policy lead

Lilian Weng Applied research lead

Dave Willner Trust & safety lead

Michael Wu Inference research lead

Inference research

Paul Baltescu, Scott Gray, Yuchen He, Arvind Neelakantan, Michael Wu

GPT-4 API & ChatML deployment

Greg Brockman, Brooke Chan, Chester Cho, Atty Eleti, Rachel Lim, Andrew Peng, Michelle Pokrass, Sherwin Wu

GPT-4 web experience

Valerie Balcom, Lenny Bogdonoff, Jason Chen, Dave Cummings, Noah Deutsch, Mike Heaton, Paul McMillan, Rajeev Nayak, Joel Parish, Adam Perelman, Eric Sigler, Nick Turley, Arun Vijayvergiya, Chelsea Voss

Inference infrastructure

Brooke Chan, Scott Gray, Chris Hallacy, Kenny Hsu, Tomer Kaftan, Rachel Lim, Henrique Ponde de Oliveira Pinto, Raul Puri, Heather Schmidt, Felipe Petroski Such

Reliability engineering

Haiming Bao, Madelaine Boyd, Ben Chess, Damien Deville, Yufei Guo, Vishal Kuo, Ikai Lan, Michelle Pokrass, Carl Ross, David Schnurr, Jordan Sitkin, Felipe Petroski Such

Trust & safety engineering

https://openai.com/contributions/gpt-4

Jeff Belgum, Madelaine Boyd, Vik Goel

Trust & safety monitoring and response

Janko Altenschmidt, Anna-Luisa Brakman, Derek Chen, Florencia Leoni Aleman, Molly Lin, Cameron Raymond, CJ Weinmann, Dave Willner, Samuel Wolrich

Trust & safety policy

Rosie Campbell, Kim Malfacini, Andrea Vallone, Dave Willner

Deployment compute

Peter Hoeschele, Evan Morikawa

Product management

Jeff Harris, Joanne Jang, Angela Jiang

Additional contributions

Sam Altman, Katie Mayer, Bob McGrew, Mira Murati, Ilya Sutskever, Peter Welinder

Blog post & paper content

Sandhini Agarwal, Greg Brockman, Miles Brundage, Adrien Ecoffet, Tyna Eloundou, David Farhi, Johannes Heidecke, Shengli Hu, Joost Huizinga, Roger Jiang, Gretchen Krueger, Jan Leike, Daniel Levy, Stephanie Lin, Ryan Lowe, Tong Mu, Hyeonwoo Noh, Jakub Pachocki, Jack Rae, Kendra Rimbach, Shibani Santurkar, Szymon Sidor, Benjamin Sokolowsky, Jie Tang, Chelsea Voss, Kai Xiao, Rowan Zellers, Chong Zhang, Marvin Zhang

Communications

Ruby Chen, Cory Decareaux, Thomas Degry, Steve Dowling, Niko Felix, Elie Georges, Anna Makanju, Andrew Mayne, Aalok Mehta, Elizabeth Proehl, Kendra Rimbach, Natalie Summers, Justin Jay Wang, Hannah Wong

Compute allocation support

Theresa Lopez, Elizabeth Tseng

Contracting, revenue, pricing & finance support

Brooke Chan, Denny Jin, Billie Jonn, Patricia Lue, Kyla Sheppard, Lauren Workman

Launch partners & product operations

Filipe de Avila Belbute Peres, Brittany Carey, Simón Posada Fishman, Isabella Fulford, Teddy Lee, Yaniv Markovski, Tolly Powell, Toki Sherbakov, Jessica Shieh, Natalie Staudacher, Preston Tuggle

Legal

Jake Berdine, Che Chang, Sheila Dunning, Ashley Pantuliano

Security & privacy engineering

Kevin Button, Fotis Chantzis, Wade Hickey, Xin Hu, Shino Jomoto, Matt Knight, Jake McNeil, Vinnie Monaco, Joel Parish, Bob Rotsted

System administration & on-call support

Morgan Grafstein, Francis Real, Mario Saltarelli

Authorship & credit attribution

David Farhi

We also acknowledge and thank every OpenAI team member not explicitly mentioned above, including the amazing people on the executive assistant, finance, go to market, human resources, legal, operations and recruiting teams. From hiring everyone in the company, to making sure we have an amazing office space, to building the administrative, HR, legal, and financial structures that allow us to do our best work, everyone at OpenAI has contributed to GPT-4.

We thank Microsoft for their partnership, especially Microsoft Azure for supporting model training with infrastructure design and management, and the Microsoft Bing team and Microsoft’s safety teams for their partnership on safe deployment.

We are grateful to our expert adversarial testers and red teamers who helped test our models at early stages of development and informed our risk assessments as well as the system card. Participation in this red teaming process is not an endorsement of the deployment plans of OpenAI or OpenAI’s policies: Steven Basart, Sophie Duba, Cèsar Ferri, Heather Frase, Gavin Hartnett, Jake J. Hecla, Dan Hendrycks, Jose Hernandez-Orallo, Alice Hunsberger, Rajiv W. Jain, Boru Gollo Jattani, Lauren Kahn, Dan Kaszeta, Sara Kingsley, Noam Kolt, Nathan Labenz, Eric Liddick, Andrew J. Lohn, Andrew MacPherson, Sam Manning, Mantas Mazeika, Anna Mills, Yael Moros, Jimin Mun, Aviv Ovadya, Roya Pakzad, Yifan Peng, Ciel Qi, Alex Rosenblatt, Paul Röttger, Maarten Sap, Wout Schellaert, George Shih, Muhammad Shoker, Melanie Subbiah, Bryan West, Andrew D. White, Anna Katariina Wisakanto, Akhila Yerukola, Lexin Zhou, Xuhui Zhou.

Contributors listed in alphabetized order.

Source :https://openai.com/contributions/gpt-4