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As artificial intelligence (AI) continues to advance, it demonstrates capabilities comparable to human intelligence, with significant potential to transform education and workforce development. This study evaluates OpenAI o1-preview's…

The processes underlying human cognition are often divided into System 1, which involves fast, intuitive thinking, and System 2, which involves slow, deliberate reasoning. Previously, large language models were criticized for lacking the…

计算机与社会 · 计算机科学 2024-10-28 Joost de Winter , Dimitra Dodou , Yke Bauke Eisma

Recent advancements in Large Language Models (LLMs) have showcased their ability to perform complex reasoning tasks, but their effectiveness in planning remains underexplored. In this study, we evaluate the planning capabilities of OpenAI's…

人工智能 · 计算机科学 2024-10-15 Kevin Wang , Junbo Li , Neel P. Bhatt , Yihan Xi , Qiang Liu , Ufuk Topcu , Zhangyang Wang

Question: What is the performance and reasoning ability of OpenAI o1 compared to other large language models in addressing ophthalmology-specific questions? Findings: This study evaluated OpenAI o1 and five LLMs using 6,990 ophthalmological…

The remarkable performance of models like the OpenAI o1 can be attributed to their ability to emulate human-like long-time thinking during inference. These models employ extended chain-of-thought (CoT) processes, exploring multiple…

OpenAI o1 represents a significant milestone in Artificial Inteiligence, which achieves expert-level performances on many challanging tasks that require strong reasoning ability.OpenAI has claimed that the main techinique behinds o1 is the…

人工智能 · 计算机科学 2024-12-19 Zhiyuan Zeng , Qinyuan Cheng , Zhangyue Yin , Bo Wang , Shimin Li , Yunhua Zhou , Qipeng Guo , Xuanjing Huang , Xipeng Qiu

The Orion-1 model by OpenAI is claimed to have more robust logical reasoning capabilities than previous large language models. However, some suggest the excellence might be partially due to the model "memorizing" solutions, resulting in…

人工智能 · 计算机科学 2024-11-12 Leo Li , Ye Luo , Tingyou Pan

OpenAI's o3-preview reasoning model exceeded human accuracy on the ARC-AGI-1 benchmark, but does that mean state-of-the-art models recognize and reason with the abstractions the benchmark was designed to test? Here we investigate…

The o1 model series is trained with large-scale reinforcement learning to reason using chain of thought. These advanced reasoning capabilities provide new avenues for improving the safety and robustness of our models. In particular, our…

人工智能 · 计算机科学 2026-05-01 OpenAI , : , Aaron Jaech , Adam Kalai , Adam Lerer , Adam Richardson , Ahmed El-Kishky , Aiden Low , Alec Helyar , Aleksander Madry , Alex Beutel , Alex Carney , Alex Iftimie , Alex Karpenko , Alex Tachard Passos , Alexander Neitz , Alexander Prokofiev , Alexander Wei , Allison Tam , Ally Bennett , Ananya Kumar , Andre Saraiva , Andrea Vallone , Andrew Duberstein , Andrew Kondrich , Andrey Mishchenko , Andy Applebaum , Angela Jiang , Ashvin Nair , Barret Zoph , Behrooz Ghorbani , Bohan Zhang , Ben Rossen , Benjamin Sokolowsky , Boaz Barak , Bob McGrew , Borys Minaiev , Botao Hao , Bowen Baker , Brandon Houghton , Brandon McKinzie , Brydon Eastman , Camillo Lugaresi , Cary Bassin , Cary Hudson , Chak Ming Li , Charles de Bourcy , Chelsea Voss , Chen Shen , Chong Zhang , Chris Koch , Chris Orsinger , Christopher Hesse , Claudia Fischer , Clive Chan , Dan Roberts , Daniel Kappler , Daniel Levy , Daniel Selsam , David Dohan , David Farhi , David Mely , David Robinson , Dimitris Tsipras , Doug Li , Dragos Oprica , Eben Freeman , Eddie Zhang , Edmund Wong , Elizabeth Proehl , Enoch Cheung , Eric Mitchell , Eric Wallace , Erik Ritter , Evan Mays , Fan Wang , Felipe Petroski Such , Filippo Raso , Florencia Leoni , Foivos Tsimpourlas , Francis Song , Fred von Lohmann , Freddie Sulit , Geoff Salmon , Giambattista Parascandolo , Gildas Chabot , Grace Zhao , Greg Brockman , Guillaume Leclerc , Hadi Salman , Haiming Bao , Hao Sheng , Hart Andrin , Hessam Bagherinezhad , Hongyu Ren , Hunter Lightman , Hyung Won Chung , Ian Kivlichan , Ian O'Connell , Ian Osband , Ignasi Clavera Gilaberte , Ilge Akkaya , Ilya Kostrikov , Ilya Sutskever , Irina Kofman , Jakub Pachocki , James Lennon , Jason Wei , Jean Harb , Jerry Twore , Jiacheng Feng , Jiahui Yu , Jiayi Weng , Jie Tang , Jieqi Yu , Joaquin Quiñonero Candela , Joe Palermo , Joel Parish , Johannes Heidecke , John Hallman , John Rizzo , Jonathan Gordon , Jonathan Uesato , Jonathan Ward , Joost Huizinga , Julie Wang , Kai Chen , Kai Xiao , Karan Singhal , Karina Nguyen , Karl Cobbe , Katy Shi , Kayla Wood , Kendra Rimbach , Keren Gu-Lemberg , Kevin Liu , Kevin Lu , Kevin Stone , Kevin Yu , Lama Ahmad , Lauren Yang , Leo Liu , Leon Maksin , Leyton Ho , Liam Fedus , Lilian Weng , Linden Li , Lindsay McCallum , Lindsey Held , Lorenz Kuhn , Lukas Kondraciuk , Lukasz Kaiser , Luke Metz , Madelaine Boyd , Maja Trebacz , Manas Joglekar , Mark Chen , Marko Tintor , Mason Meyer , Matt Jones , Matt Kaufer , Max Schwarzer , Meghan Shah , Mehmet Yatbaz , Melody Y. Guan , Mengyuan Xu , Mengyuan Yan , Mia Glaese , Mianna Chen , Michael Lampe , Michael Malek , Michele Wang , Michelle Fradin , Mike McClay , Mikhail Pavlov , Miles Wang , Mingxuan Wang , Mira Murati , Mo Bavarian , Mostafa Rohaninejad , Nat McAleese , Neil Chowdhury , Neil Chowdhury , Nick Ryder , Nikolas Tezak , Noam Brown , Ofir Nachum , Oleg Boiko , Oleg Murk , Olivia Watkins , Patrick Chao , Paul Ashbourne , Pavel Izmailov , Peter Zhokhov , Rachel Dias , Rahul Arora , Randall Lin , Rapha Gontijo Lopes , Raz Gaon , Reah Miyara , Reimar Leike , Renny Hwang , Rhythm Garg , Robin Brown , Roshan James , Rui Shu , Ryan Cheu , Ryan Greene , Saachi Jain , Sam Altman , Sam Toizer , Sam Toyer , Samuel Miserendino , Sandhini Agarwal , Santiago Hernandez , Sasha Baker , Scott McKinney , Scottie Yan , Shengjia Zhao , Shengli Hu , Shibani Santurkar , Shraman Ray Chaudhuri , Shuyuan Zhang , Siyuan Fu , Spencer Papay , Steph Lin , Suchir Balaji , Suvansh Sanjeev , Szymon Sidor , Tal Broda , Aidan Clark , Tao Wang , Taylor Gordon , Ted Sanders , Tejal Patwardhan , Thibault Sottiaux , Thomas Degry , Thomas Dimson , Tianhao Zheng , Timur Garipov , Tom Stasi , Trapit Bansal , Trevor Creech , Troy Peterson , Tyna Eloundou , Valerie Qi , Vineet Kosaraju , Vinnie Monaco , Vitchyr Pong , Vlad Fomenko , Weiyi Zheng , Wenda Zhou , Wenting Zhan , Wes McCabe , Wojciech Zaremba , Yann Dubois , Yinghai Lu , Yining Chen , Young Cha , Yu Bai , Yuchen He , Yuchen Zhang , Yunyun Wang , Zheng Shao , Zhuohan Li

Large language models (LLMs) have exhibited remarkable capabilities across various domains and tasks, pushing the boundaries of our knowledge in learning and cognition. The latest model, OpenAI's o1, stands out as the first LLM with an…

计算与语言 · 计算机科学 2024-09-24 Yunfei Xie , Juncheng Wu , Haoqin Tu , Siwei Yang , Bingchen Zhao , Yongshuo Zong , Qiao Jin , Cihang Xie , Yuyin Zhou

Large language models (LLMs) such as OpenAI's o1 have demonstrated remarkable abilities in complex reasoning tasks by scaling test-time compute and exhibiting human-like deep thinking. However, we identify a phenomenon we term…

The releases of OpenAI's o-[n] series, such as o1, o3, and o4-mini, mark a significant paradigm shift in Large Language Models towards advanced reasoning capabilities. Notably, models like o3 have demonstrated strong performance on…

计算机视觉与模式识别 · 计算机科学 2025-05-22 Vernon Y. H. Toh , Yew Ken Chia , Deepanway Ghosal , Soujanya Poria

Recent advances in test-time scaling of large language models (LLMs), exemplified by DeepSeek-R1 and OpenAI's o1, show that extending the chain of thought during inference can significantly improve general reasoning performance. However,…

计算与语言 · 计算机科学 2025-11-11 Yinghao Hu , Yaoyao Yu , Leilei Gan , Bin Wei , Kun Kuang , Fei Wu

A key objective in artificial intelligence (AI) development is to create systems that match or surpass human creativity. Although current AI models perform well across diverse creative tasks, it remains unclear whether these achievements…

人机交互 · 计算机科学 2025-04-01 Man Zhang , Ying Li , Yang Peng , Yijia Sun , Wenxin Guo , Huiqing Hu , Shi Chen , Qingbai Zhao

Enabling Large Language Models (LLMs) to handle a wider range of complex tasks (e.g., coding, math) has drawn great attention from many researchers. As LLMs continue to evolve, merely increasing the number of model parameters yields…

This paper presents a case study of coding tasks by the latest reasoning models of OpenAI, i.e. o1-preview and o1-mini, in comparison with other frontier models. The o1 models deliver SOTA results for WebApp1K, a single-task benchmark. To…

软件工程 · 计算机科学 2024-09-24 Yi Cui

The growing use of artificial intelligence (AI) in education, professional work, and everyday problem-solving has raised important questions about its effect on human reasoning. While AI can improve efficiency, save time, and support…

人机交互 · 计算机科学 2026-04-22 M Murshidul Bari , Akif Islam , Mohd Ruhul Ameen , Abu Saleh Musa Miah , Jungpil Shin

Optimizing human-AI interaction requires users to reflect on their own performance critically. Our paper examines whether people using AI to complete tasks can accurately monitor how well they perform. In Study 1, participants (N = 246)…

Run-time steering strategies like Medprompt are valuable for guiding large language models (LLMs) to top performance on challenging tasks. Medprompt demonstrates that a general LLM can be focused to deliver state-of-the-art performance on…

计算与语言 · 计算机科学 2024-11-07 Harsha Nori , Naoto Usuyama , Nicholas King , Scott Mayer McKinney , Xavier Fernandes , Sheng Zhang , Eric Horvitz
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