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Verifying mathematical proofs is difficult, but can be automated with the assistance of a computer. Autoformalization is the task of automatically translating natural language mathematics into a formal language that can be verified by a…

Computation and Language · Computer Science 2024-07-11 Nilay Patel , Rahul Saha , Jeffrey Flanigan

Assessments help in evaluating the knowledge gained by a learner at any specific point as well as in continuous improvement of the curriculum design and the whole learning process. However, with the increase in students' enrollment at…

Computation and Language · Computer Science 2022-05-25 Muhammad Salman Khan , Adnan Ahmad , Muhammad Humayoun

Automatic short answer grading is an important research direction in the exploration of how to use artificial intelligence (AI)-based tools to improve education. Current state-of-the-art approaches use neural language models to create…

Computation and Language · Computer Science 2022-07-12 Mengxue Zhang , Sami Baral , Neil Heffernan , Andrew Lan

Many useful tasks in data science and machine learning applications can be written as simple variations of matrix multiplication. However, users have difficulty performing such tasks as existing matrix/vector libraries support only a…

Programming Languages · Computer Science 2023-05-17 Junyoung Kim , Kenneth Ross , Eric Sedlar , Lukas Stadler

A number of automated techniques and tools were proposed in the research literature over the years which aim to support the spreadsheet developer in the process of testing and debugging a faulty spreadsheet. One underlying assumption of…

Software Engineering · Computer Science 2015-03-12 Dietmar Jannach , Thomas Schmitz

Axiomatic approach has demonstrated its power in mathematics. The main goal of this preprint is to show that axiomatic methods are also very efficient for computer science. It is possible to apply these methods to many problems in computer…

Logic · Mathematics 2007-05-23 Mark Burgin

Information processes in the society encourage the formation of a revision of the forms and methods of learning; involve the use of didactic capabilities of information and communication technologies in teaching. No less important in this…

Computers and Society · Computer Science 2018-07-25 Vladyslav Velychko

Lattices are an efficient and effective method to encode ambiguity of upstream systems in natural language processing tasks, for example to compactly capture multiple speech recognition hypotheses, or to represent multiple linguistic…

Computation and Language · Computer Science 2019-06-05 Matthias Sperber , Graham Neubig , Ngoc-Quan Pham , Alex Waibel

The challenges of solving complex university-level mathematics problems, particularly those from MIT, and Columbia University courses, and selected tasks from the MATH dataset, remain a significant obstacle in the field of artificial…

Computation and Language · Computer Science 2025-09-23 Eishkaran Singh , Tanav Singh Bajaj , Siddharth Nayak

The purpose of this paper is to introduce Condensed-Matter-Laboratory (CML) application for simulating solids and nanostructures and calculating different properties of them by density functional theory and using Green's function theory in…

Mesoscale and Nanoscale Physics · Physics 2016-05-30 Mohammad Nakhaee , S Ahmad Ketabi , Saeed Amiri , M Ali M Keshtan , Mahmoud Moallem , Elham Rahmati , M Taher Pakbaz

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

Despite outstanding performance in many tasks, language models are notoriously inclined to make factual errors in tasks requiring arithmetic computation. We address this deficiency by creating Calc-X, a collection of datasets that…

Machine Learning · Computer Science 2023-10-24 Marek Kadlčík , Michal Štefánik , Ondřej Sotolář , Vlastimil Martinek

In recent times Large Language Models have exhibited tremendous capabilities, especially in the areas of mathematics, code generation and general-purpose reasoning. However for specialized domains especially in applications that require…

Artificial Intelligence · Computer Science 2024-05-06 Sujit Khanna , Shishir Subedi

Computational engineering generates knowledge through the analysis and interpretation of research data, which is produced by computer simulation. Supercomputers produce huge amounts of research data. To address a research question, a lot of…

Information Retrieval · Computer Science 2020-07-15 Björn Schembera , Dorothea Iglezakis

The integration of artificial intelligence tools such as ChatGPT in the education system has gained attention in recent years. This experience report explores students' perceptions and suggestions for integrating ChatGPT in a computer…

Computers and Society · Computer Science 2024-02-06 Kehinde Aruleba , Ismaila Temitayo Sanusi , George Obaido , Blessing Ogbuokiri

Language models are not accurate in numerical problems. Their architecture does not allow for anything less than a probabilistic next word. This paper introduces ComputeGPT: an approach of creating a chat model able to answer computational…

Programming Languages · Computer Science 2023-05-11 Ryan Hardesty Lewis , Junfeng Jiao

The use of Large Language Models (LLMs) in mathematical reasoning has become a cornerstone of related research, demonstrating the intelligence of these models and enabling potential practical applications through their advanced performance,…

Computation and Language · Computer Science 2024-12-20 Kathrin Seßler , Yao Rong , Emek Gözlüklü , Enkelejda Kasneci

Many intellectual endeavors require mathematical problem solving, but this skill remains beyond the capabilities of computers. To measure this ability in machine learning models, we introduce MATH, a new dataset of 12,500 challenging…

Machine Learning · Computer Science 2021-11-10 Dan Hendrycks , Collin Burns , Saurav Kadavath , Akul Arora , Steven Basart , Eric Tang , Dawn Song , Jacob Steinhardt

Computer experiments refer to the study of real systems using complex simulation models. They have been widely used as alternatives to physical experiments. Design and analysis of computer experiments have attracted great attention in past…

Methodology · Statistics 2025-04-29 Anita Shahrokhian , Xinwei Deng , C. Devon Lin

The disruptive technology provided by large-scale pre-trained language models (LLMs) such as ChatGPT or GPT-4 has received significant attention in several application domains, often with an emphasis on high-level opportunities and…

Human-Computer Interaction · Computer Science 2023-06-27 Philippe J. Giabbanelli