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Many promising-looking ideas in AI research fail to deliver, but their validation takes substantial human labor and compute. Predicting an idea's chance of success is thus crucial for accelerating empirical AI research, a skill that even…

Artificial Intelligence · Computer Science 2025-06-03 Jiaxin Wen , Chenglei Si , Yueh-han Chen , He He , Shi Feng

Machine learning practitioners often fine-tune generative pre-trained models like GPT-3 to improve model performance at specific tasks. Previous works, however, suggest that fine-tuned machine learning models memorize and emit sensitive…

Machine Learning · Computer Science 2024-04-17 Albert Yu Sun , Eliott Zemour , Arushi Saxena , Udith Vaidyanathan , Eric Lin , Christian Lau , Vaikkunth Mugunthan

As artificial intelligence (AI) systems become ubiquitous in professional contexts, there is an urgent need to equip workers, often with backgrounds outside of STEM, with the skills to use these tools effectively as well as responsibly,…

Computers and Society · Computer Science 2025-11-10 Christopher Bogart , Aparna Warrier , Arav Agarwal , Ross Higashi , Yufan Zhang , Jesse Flot , Jaromir Savelka , Heather Burte , Majd Sakr

The rise of Generative AI (GenAI) tools like ChatGPT has created new opportunities and challenges for computing education. Existing research has primarily focused on GenAI's ability to complete educational tasks and its impact on student…

Software Engineering · Computer Science 2025-11-18 Rufeng Chen , Shuaishuai Jiang , Jiyun Shen , AJung Moon , Lili Wei

Generative AI and large language models hold great promise in enhancing programming education by automatically generating individualized feedback for students. We investigate the role of generative AI models in providing human tutor-style…

Background: Artificial intelligence language models have shown promise in various applications, including assisting with clinical decision-making as demonstrated by strong performance of large language models on medical licensure exams.…

Computation and Language · Computer Science 2023-05-10 Timothy Poterucha , Pierre Elias , Christopher M. Haggerty

Data science is an integrated workflow of technical, analytical, communication, and ethical skills, but current AI benchmarks focus mostly on constituent parts. We test whether AI models can generate end-to-end data science projects. To do…

Other Statistics · Statistics 2026-02-17 Evelyn Hughes , Rohan Alexander

In many practical applications of AI, an AI model is used as a decision aid for human users. The AI provides advice that a human (sometimes) incorporates into their decision-making process. The AI advice is often presented with some measure…

Artificial Intelligence · Computer Science 2022-10-31 Kailas Vodrahalli , Tobias Gerstenberg , James Zou

As Large Language Models (LLMs) have become integral to both research and daily operations, rigorous evaluation is crucial. This assessment is important not only for individual tasks but also for understanding their societal impact and…

Software Engineering · Computer Science 2024-04-02 Zeeshan Rasheed , Muhammad Waseem , Kari Systä , Pekka Abrahamsson

The rapid integration of AI-powered coding assistants into developer workflows has raised significant privacy and trust concerns. As developers entrust proprietary code to services like OpenAI's GPT, Google's Gemini, and GitHub Copilot, the…

Cryptography and Security · Computer Science 2025-09-26 Amir AL-Maamari

The rapid advancement of generative Artificial Intelligence (AI) technologies, particularly Generative Pre-trained Transformer (GPT) models such as ChatGPT, has the potential to significantly impact cybersecurity. In this study, we…

Computers and Society · Computer Science 2024-03-19 Raza Nowrozy , David Jam

We evaluate the autonomous cyber-attack capabilities of frontier AI models on two purpose-built cyber ranges-a 32-step corporate network attack and a 7-step industrial control system attack-that require chaining heterogeneous capabilities…

GPT series models, such as GPT-3, CodeX, InstructGPT, ChatGPT, and so on, have gained considerable attention due to their exceptional natural language processing capabilities. However, despite the abundance of research on the difference in…

Computation and Language · Computer Science 2023-12-27 Junjie Ye , Xuanting Chen , Nuo Xu , Can Zu , Zekai Shao , Shichun Liu , Yuhan Cui , Zeyang Zhou , Chao Gong , Yang Shen , Jie Zhou , Siming Chen , Tao Gui , Qi Zhang , Xuanjing Huang

Artificial Intelligence (AI) methods are powerful tools for various domains, including critical fields such as avionics, where certification is required to achieve and maintain an acceptable level of safety. General solutions for…

Over the eight months since its release, ChatGPT and its underlying model, GPT3.5, have garnered massive attention, due to their potent mix of capability and accessibility. While a niche-industry of papers have emerged examining the scope…

Computation and Language · Computer Science 2024-02-07 David Bayani

The recent surge in the field of generative artificial intelligence (GenAI) has the potential to bring about transformative changes across a range of sectors, including software engineering and education. As GenAI tools, such as OpenAI's…

Databases · Computer Science 2025-01-08 Manuel Merkel , Jens Dörpinghaus

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…

Computation and Language · Computer Science 2024-03-11 OpenAI , 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 , Simón 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 , Łukasz 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 , Łukasz 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 Mély , 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 Cerón 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

This is the system card published alongside the OpenAI GPT-5 launch, August 2025. GPT-5 is a unified system with a smart and fast model that answers most questions, a deeper reasoning model for harder problems, and a real-time router that…

Computation and Language · Computer Science 2026-05-05 Aaditya Singh , Adam Fry , Adam Perelman , Adam Tart , Adi Ganesh , Ahmed El-Kishky , Aidan McLaughlin , Aiden Low , AJ Ostrow , Akhila Ananthram , Akshay Nathan , Alan Luo , Alec Helyar , Aleksander Madry , Aleksandr Efremov , Aleksandra Spyra , Alex Baker-Whitcomb , Alex Beutel , Alex Karpenko , Alex Makelov , Alex Neitz , Alex Wei , Alexandra Barr , Alexandre Kirchmeyer , Alexey Ivanov , Alexi Christakis , Alistair Gillespie , Allison Tam , Ally Bennett , Alvin Wan , Alyssa Huang , Amy McDonald Sandjideh , Amy Yang , Ananya Kumar , Andre Saraiva , Andrea Vallone , Andrei Gheorghe , Andres Garcia Garcia , Andrew Braunstein , Andrew Liu , Andrew Schmidt , Andrey Mereskin , Andrey Mishchenko , Andy Applebaum , Andy Rogerson , Ann Rajan , Annie Wei , Anoop Kotha , Anubha Srivastava , Anushree Agrawal , Arun Vijayvergiya , Ashley Tyra , Ashvin Nair , Avi Nayak , Ben Eggers , Bessie Ji , Beth Hoover , Bill Chen , Blair Chen , Boaz Barak , Borys Minaiev , Botao Hao , Bowen Baker , Brad Lightcap , Brandon McKinzie , Brandon Wang , Brendan Quinn , Brian Fioca , Brian Hsu , Brian Yang , Brian Yu , Brian Zhang , Brittany Brenner , Callie Riggins Zetino , Cameron Raymond , Camillo Lugaresi , Carolina Paz , Cary Hudson , Cedric Whitney , Chak Li , Charles Chen , Charlotte Cole , Chelsea Voss , Chen Ding , Chen Shen , Chengdu Huang , Chris Colby , Chris Hallacy , Chris Koch , Chris Lu , Christina Kaplan , Christina Kim , CJ Minott-Henriques , Cliff Frey , Cody Yu , Coley Czarnecki , Colin Reid , Colin Wei , Cory Decareaux , Cristina Scheau , Cyril Zhang , Cyrus Forbes , Da Tang , Dakota Goldberg , Dan Roberts , Dana Palmie , Daniel Kappler , Daniel Levine , Daniel Wright , Dave Leo , David Lin , David Robinson , Declan Grabb , Derek Chen , Derek Lim , Derek Salama , Dibya Bhattacharjee , Dimitris Tsipras , Dinghua Li , Dingli Yu , DJ Strouse , Drew Williams , Dylan Hunn , Ed Bayes , Edwin Arbus , Ekin Akyurek , Elaine Ya Le , Elana Widmann , Eli Yani , Elizabeth Proehl , Enis Sert , Enoch Cheung , Eri Schwartz , Eric Han , Eric Jiang , Eric Mitchell , Eric Sigler , Eric Wallace , Erik Ritter , Erin Kavanaugh , Evan Mays , Evgenii Nikishin , Fangyuan Li , Felipe Petroski Such , Filipe de Avila Belbute Peres , Filippo Raso , Florent Bekerman , Foivos Tsimpourlas , Fotis Chantzis , Francis Song , Francis Zhang , Gaby Raila , Garrett McGrath , Gary Briggs , Gary Yang , Giambattista Parascandolo , Gildas Chabot , Grace Kim , Grace Zhao , Gregory Valiant , Guillaume Leclerc , Hadi Salman , Hanson Wang , Hao Sheng , Haoming Jiang , Haoyu Wang , Haozhun Jin , Harshit Sikchi , Heather Schmidt , Henry Aspegren , Honglin Chen , Huida Qiu , Hunter Lightman , Ian Covert , Ian Kivlichan , Ian Silber , Ian Sohl , Ibrahim Hammoud , Ignasi Clavera , Ikai Lan , Ilge Akkaya , Ilya Kostrikov , Irina Kofman , Isak Etinger , Ishaan Singal , Jackie Hehir , Jacob Huh , Jacqueline Pan , Jake Wilczynski , Jakub Pachocki , James Lee , James Quinn , Jamie Kiros , Janvi Kalra , Jasmyn Samaroo , Jason Wang , Jason Wolfe , Jay Chen , Jay Wang , Jean Harb , Jeffrey Han , Jeffrey Wang , Jennifer Zhao , Jeremy Chen , Jerene Yang , Jerry Tworek , Jesse Chand , Jessica Landon , Jessica Liang , Ji Lin , Jiancheng Liu , Jianfeng Wang , Jie Tang , Jihan Yin , Joanne Jang , Joel Morris , Joey Flynn , Johannes Ferstad , Johannes Heidecke , John Fishbein , John Hallman , Jonah Grant , Jonathan Chien , Jonathan Gordon , Jongsoo Park , Jordan Liss , Jos Kraaijeveld , Joseph Guay , Joseph Mo , Josh Lawson , Josh McGrath , Joshua Vendrow , Joy Jiao , Julian Lee , Julie Steele , Julie Wang , Junhua Mao , Kai Chen , Kai Hayashi , Kai Xiao , Kamyar Salahi , Kan Wu , Karan Sekhri , Karan Sharma , Karan Singhal , Karen Li , Kenny Nguyen , Keren Gu-Lemberg , Kevin King , Kevin Liu , Kevin Stone , Kevin Yu , Kristen Ying , Kristian Georgiev , Kristie Lim , Kushal Tirumala , Kyle Miller , Lama Ahmad , Larry Lv , Laura Clare , Laurance Fauconnet , Lauren Itow , Lauren Yang , Laurentia Romaniuk , Leah Anise , Lee Byron , Leher Pathak , Leon Maksin , Leyan Lo , Leyton Ho , Li Jing , Liang Wu , Liang Xiong , Lien Mamitsuka , Lin Yang , Lindsay McCallum , Lindsey Held , Liz Bourgeois , Logan Engstrom , Lorenz Kuhn , Louis Feuvrier , Lu Zhang , Lucas Switzer , Lukas Kondraciuk , Lukasz Kaiser , Manas Joglekar , Mandeep Singh , Mandip Shah , Manuka Stratta , Marcus Williams , Mark Chen , Mark Sun , Marselus Cayton , Martin Li , Marvin Zhang , Marwan Aljubeh , Matt Nichols , Matthew Haines , Max Schwarzer , Mayank Gupta , Meghan Shah , Melody Y. Guan , Melody Huang , Meng Dong , Mengqing Wang , Mia Glaese , Micah Carroll , Michael Lampe , Michael Malek , Michael Sharman , Michael Zhang , Michele Wang , Michelle Pokrass , Mihai Florian , Mikhail Pavlov , Miles Wang , Ming Chen , Mingxuan Wang , Minnia Feng , Mo Bavarian , Molly Lin , Moose Abdool , Mostafa Rohaninejad , Nacho Soto , Natalie Staudacher , Natan LaFontaine , Nathan Marwell , Nelson Liu , Nick Preston , Nick Turley , Nicklas Ansman , Nicole Blades , Nikil Pancha , Nikita Mikhaylin , Niko Felix , Nikunj Handa , Nishant Rai , Nitish Keskar , Noam Brown , Ofir Nachum , Oleg Boiko , Oleg Murk , Olivia Watkins , Oona Gleeson , Pamela Mishkin , Patryk Lesiewicz , Paul Baltescu , Pavel Belov , Peter Zhokhov , Philip Pronin , Phillip Guo , Phoebe Thacker , Qi Liu , Qiming Yuan , Qinghua Liu , Rachel Dias , Rachel Puckett , Rahul Arora , Ravi Teja Mullapudi , Raz Gaon , Reah Miyara , Rennie Song , Rishabh Aggarwal , RJ Marsan , Robel Yemiru , Robert Xiong , Rohan Kshirsagar , Rohan Nuttall , Roman Tsiupa , Ronen Eldan , Rose Wang , Roshan James , Roy Ziv , Rui Shu , Ruslan Nigmatullin , Saachi Jain , Saam Talaie , Sam Altman , Sam Arnesen , Sam Toizer , Sam Toyer , Samuel Miserendino , Sandhini Agarwal , Sarah Yoo , Savannah Heon , Scott Ethersmith , Sean Grove , Sean Taylor , Sebastien Bubeck , Sever Banesiu , Shaokyi Amdo , Shengjia Zhao , Sherwin Wu , Shibani Santurkar , Shiyu Zhao , Shraman Ray Chaudhuri , Shreyas Krishnaswamy , Shuaiqi , Xia , Shuyang Cheng , Shyamal Anadkat , Simón Posada Fishman , Simon Tobin , Siyuan Fu , Somay Jain , Song Mei , Sonya Egoian , Spencer Kim , Spug Golden , SQ Mah , Steph Lin , Stephen Imm , Steve Sharpe , Steve Yadlowsky , Sulman Choudhry , Sungwon Eum , Suvansh Sanjeev , Tabarak Khan , Tal Stramer , Tao Wang , Tao Xin , Tarun Gogineni , Taya Christianson , Ted Sanders , Tejal Patwardhan , Thomas Degry , Thomas Shadwell , Tianfu Fu , Tianshi Gao , Timur Garipov , Tina Sriskandarajah , Toki Sherbakov , Tomek Korbak , Tomer Kaftan , Tomo Hiratsuka , Tongzhou Wang , Tony Song , Tony Zhao , Troy Peterson , Val Kharitonov , Victoria Chernova , Vineet Kosaraju , Vishal Kuo , Vitchyr Pong , Vivek Verma , Vlad Petrov , Wanning Jiang , Weixing Zhang , Wenda Zhou , Wenlei Xie , Wenting Zhan , Wes McCabe , Will DePue , Will Ellsworth , Wulfie Bain , Wyatt Thompson , Xiangning Chen , Xiangyu Qi , Xin Xiang , Xinwei Shi , Yann Dubois , Yaodong Yu , Yara Khakbaz , Yifan Wu , Yilei Qian , Yin Tat Lee , Yinbo Chen , Yizhen Zhang , Yizhong Xiong , Yonglong Tian , Young Cha , Yu Bai , Yu Yang , Yuan Yuan , Yuanzhi Li , Yufeng Zhang , Yuguang Yang , Yujia Jin , Yun Jiang , Yunyun Wang , Yushi Wang , Yutian Liu , Zach Stubenvoll , Zehao Dou , Zheng Wu , Zhigang Wang

This article presents the results and their discussion for the third wave (with n=23 participants) within a multinational longitudinal study that investigates the evolving paradigm of human-AI collaboration in problem-solving contexts.…

Computers and Society · Computer Science 2025-12-16 Matthias Huemmer , Theophile Shyiramunda , Franziska Durner , Michelle J. Cummings-Koether