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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

Efficient information retrieval (IR) from building information models (BIMs) poses significant challenges due to the necessity for deep BIM knowledge or extensive engineering efforts for automation. We introduce BIM-GPT, a prompt-based…

Computation and Language · Computer Science 2023-04-20 Junwen Zheng , Martin Fischer

A number of flexible tactic-based logical frameworks are nowadays available that can implement a wide range of mathematical theories using a common higher-order metalanguage. Used as proof assistants, one of the advantages of such powerful…

Logic in Computer Science · Computer Science 2010-03-26 João Marcos

Graph Neural Networks (GNNs) have become essential in interpreting relational data across various domains, yet, they often struggle to generalize to unseen graph data that differs markedly from training instances. In this paper, we…

Machine Learning · Computer Science 2024-12-10 Xinke Jiang , Rihong Qiu , Yongxin Xu , Wentao Zhang , Yichen Zhu , Ruizhe Zhang , Yuchen Fang , Xu Chu , Junfeng Zhao , Yasha Wang

Software visualization helps to comprehend the system by providing a vivid illustration. The developers, as well as the analysts, can have a glance over the total system to understand the basic changes over time from a high-level point of…

Software Engineering · Computer Science 2021-08-16 Fazle Rabbi , Nishat Tasnim Niloy , Nadia Nahar , Md. Nurul Ahad Tawhid

Prompt engineering has shown potential for improving translation quality in LLMs. However, the possibility of using translation concepts in prompt design remains largely underexplored. Against this backdrop, the current paper discusses the…

Computation and Language · Computer Science 2026-04-06 Sui He

ProofPeer strives to be a system for cloud-based interactive theorem proving. After illustrating why such a system is needed, the paper presents some of the design challenges that ProofPeer needs to meet to succeed. Contexts are presented…

Mathematical Software · Computer Science 2012-01-04 Steven Obua

In various provers and deductive verification tools, logical transformations are used extensively in order to reduce a proof task into a number of simpler tasks. Logical transformations are often part of the trusted base of such tools. In…

Logic in Computer Science · Computer Science 2021-07-07 Quentin Garchery

Gradual argumentation frameworks represent arguments and their relationships in a weighted graph. Their graphical structure and intuitive semantics makes them a potentially interesting tool for interpretable machine learning. It has been…

Machine Learning · Computer Science 2021-06-28 Jonathan Spieler , Nico Potyka , Steffen Staab

This paper proposes a visual analytics framework that addresses the complex user interactions required through a command-line interface to run analyses in distributed data analysis systems. The visual analytics framework facilitates the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-12 Abdullah-Al-Raihan Nayeem , Mohammed Elshambakey , Todd Dobbs , Huikyo Lee , Daniel Crichton , Yimin Zhu , Chanachok Chokwitthaya , William J. Tolone , Isaac Cho

Auto-active verifiers provide a level of automation intermediate between fully automatic and interactive: users supply code with annotations as input while benefiting from a high level of automation in the back-end. This paper presents…

Logic in Computer Science · Computer Science 2015-09-01 Julian Tschannen , Carlo A. Furia , Martin Nordio , Nadia Polikarpova

This paper adopts a critical approach to ChatGPT, showing how its huge reach makes it a useful tool for people with simple requirements but a bad, even misleading guide to those with more complex problems which are more rarely present in…

Software Engineering · Computer Science 2023-09-04 Patrick O'Beirne

The growing need for Trusted AI (TAI) highlights the importance of interpretability and robustness in machine learning models. However, many existing tools overlook graph data and rarely combine these two aspects into a single solution.…

Machine Learning · Computer Science 2026-03-23 Kirill Lukyanov , Mikhail Drobyshevskiy , Georgii Sazonov , Mikhail Soloviov , Ilya Makarov

Formal methods for verification of programs are extended to testing of programs. Their combination is intended to lead to benefits in reliable program development, testing, and evolution. Our geometric theory of testing is intended to serve…

Software Engineering · Computer Science 2022-06-07 Bernhard Moller , Tony Hoare , Zhe Hou , Jin Song Dong

GraphFlow is a visual workflow system designed to improve the reliability of agentic AI automation in multi-step, mission-critical processes. In these workflows, small errors compound rapidly: under an idealized model of independent steps,…

Artificial Intelligence · Computer Science 2026-05-15 Drewry H. Morris , Luis Valles , Reza Hosseini Ghomi

Graphical user interface (GUI) has become integral to modern society, making it crucial to be understood for human-centric systems. However, unlike natural images or documents, GUIs comprise artificially designed graphical elements arranged…

Computer Vision and Pattern Recognition · Computer Science 2025-03-19 Ziwei Wang , Weizhi Chen , Leyang Yang , Sheng Zhou , Shengchu Zhao , Hanbei Zhan , Jiongchao Jin , Liangcheng Li , Zirui Shao , Jiajun Bu

Designing software systems for Geometric Computing applications can be a challenging task. Software engineers typically use software abstractions to hide and manage the high complexity of such systems. Without the presence of a unifying…

Mathematical Software · Computer Science 2017-05-19 Ahmad Hosny Eid

ECLAIR is a Prolog-based prototype system aiming to provide a functionally complete environment for the study, development and evaluation of programming language analysis and implementation tools. In this paper, we sketch the overall…

Programming Languages · Computer Science 2007-11-06 Roberto Bagnara , Patricia Hill , Enea Zaffanella

Prototyping is one of the core activities of User-Centered Design (UCD) processes and an integral component of Human-Computer Interaction (HCI) research. For many years, prototyping was synonym of paper-based mockups and only more recently…

Human-Computer Interaction · Computer Science 2019-06-05 Thiago Rocha , Jean-Luc Hak , Marco Winckler , Olivier Nicolas

The introduction of first-class type classes in the Coq system calls for re-examination of the basic interfaces used for mathematical formalization in type theory. We present a new set of type classes for mathematics and take full advantage…

Logic in Computer Science · Computer Science 2011-02-08 Bas Spitters , Eelis van der Weegen
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