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The accelerated evolution of large language models has raised questions about their comparative performance across domains of practical importance. GPT-4 by OpenAI introduced advances in reasoning, multimodality, and task generalization,…

Human-Computer Interaction · Computer Science 2025-08-28 Georgios P. Georgiou

The transition from task-specific artificial intelligence toward general-purpose foundation models raises fundamental questions about their capacity to support the integrated reasoning required in clinical medicine, where diagnosis demands…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Alexandru Florea , Shansong Wang , Mingzhe Hu , Qiang Li , Zach Eidex , Luke del Balzo , Mojtaba Safari , Xiaofeng Yang

Generative Pre-trained Transformer 4 (GPT-4) is the fourth-generation language model in the GPT series, developed by OpenAI, which promises significant advancements in the field of natural language processing (NLP). In this research…

Computation and Language · Computer Science 2023-05-08 Jawid Ahmad Baktash , Mursal Dawodi

This paper provides an introductory survey to GPT-3. We cover some of the historical development behind this technology, some of the key features of GPT-3, and discuss the machine learning model and the datasets used. We survey both…

Computation and Language · Computer Science 2022-12-05 Mingyu Zong , Bhaskar Krishnamachari

Artificial intelligence (AI) researchers have been developing and refining large language models (LLMs) that exhibit remarkable capabilities across a variety of domains and tasks, challenging our understanding of learning and cognition. The…

Generative pre-trained transformer (GPT) models have revolutionized the field of natural language processing (NLP) with remarkable performance in various tasks and also extend their power to multimodal domains. Despite their success, large…

Computation and Language · Computer Science 2023-08-29 Kaiyuan Gao , Sunan He , Zhenyu He , Jiacheng Lin , QiZhi Pei , Jie Shao , Wei Zhang

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

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

We explore the evolving efficacy of three generative pre-trained transformer (GPT) models in generating answers for multiple-choice questions (MCQ) from introductory and intermediate Python programming courses in higher education. We focus…

Computers and Society · Computer Science 2023-11-17 Jaromir Savelka , Arav Agarwal , Christopher Bogart , Majd Sakr

The landscape of image generation has rapidly evolved, from early GAN-based approaches to diffusion models and, most recently, to unified generative architectures that seek to bridge understanding and generation tasks. Recent advances,…

Computer Vision and Pattern Recognition · Computer Science 2025-04-14 Sixiang Chen , Jinbin Bai , Zhuoran Zhao , Tian Ye , Qingyu Shi , Donghao Zhou , Wenhao Chai , Xin Lin , Jianzong Wu , Chao Tang , Shilin Xu , Tao Zhang , Haobo Yuan , Yikang Zhou , Wei Chow , Linfeng Li , Xiangtai Li , Lei Zhu , Lu Qi

As AI systems increasingly evaluate other AI outputs, understanding their assessment behavior becomes crucial for preventing cascading biases. This study analyzes vision-language descriptions generated by NVIDIA's Describe Anything Model…

Artificial Intelligence · Computer Science 2025-09-22 Sajjad Abdoli , Rudi Cilibrasi , Rima Al-Shikh

Generative Pre-trained Transformer (GPT) models have exhibited exciting progress in their capabilities, capturing the interest of practitioners and the public alike. Yet, while the literature on the trustworthiness of GPT models remains…

Large language models (LLMs) are a special class of pretrained language models obtained by scaling model size, pretraining corpus and computation. LLMs, because of their large size and pretraining on large volumes of text data, exhibit…

Computation and Language · Computer Science 2023-10-20 Katikapalli Subramanyam Kalyan

As ChatGPT goes viral, generative AI (AIGC, a.k.a AI-generated content) has made headlines everywhere because of its ability to analyze and create text, images, and beyond. With such overwhelming media coverage, it is almost impossible for…

This paper studies recent developments in large language models' (LLM) abilities to pass assessments in introductory and intermediate Python programming courses at the postsecondary level. The emergence of ChatGPT resulted in heated debates…

Computers and Society · Computer Science 2023-10-05 Jaromir Savelka , Arav Agarwal , Marshall An , Chris Bogart , Majd Sakr

AI models like GPT-5 are an increasingly valuable tool for scientists, but many remain unaware of the capabilities of frontier AI. We present a collection of short case studies in which GPT-5 produced new, concrete steps in ongoing research…

Recent advances in large language models (LLMs) have enabled general-purpose systems to perform increasingly complex domain-specific reasoning without extensive fine-tuning. In the medical domain, decision-making often requires integrating…

Computation and Language · Computer Science 2025-08-14 Shansong Wang , Mingzhe Hu , Qiang Li , Mojtaba Safari , Xiaofeng Yang

With the rapid advancement of large language models (LLMs), there is a pressing need for a comprehensive evaluation suite to assess their capabilities and limitations. Existing LLM leaderboards often reference scores reported in other…

Computation and Language · Computer Science 2024-04-03 Shen Zheng , Yuyu Zhang , Yijie Zhu , Chenguang Xi , Pengyang Gao , Xun Zhou , Kevin Chen-Chuan Chang

The Generative Pre-trained Transformer (GPT) represents a notable breakthrough in the domain of natural language processing, which is propelling us toward the development of machines that can understand and communicate using language in a…

The GPT-3.5 models have demonstrated impressive performance in various Natural Language Processing (NLP) tasks, showcasing their strong understanding and reasoning capabilities. However, their robustness and abilities to handle various…

Computation and Language · Computer Science 2023-03-02 Xuanting Chen , Junjie Ye , Can Zu , Nuo Xu , Rui Zheng , Minlong Peng , Jie Zhou , Tao Gui , Qi Zhang , Xuanjing Huang
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