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Large class sizes challenge personalized learning in schools, prompting the use of educational technologies such as intelligent tutoring systems. To address this, we present an AI-driven personalization system, called ZPDES, based on the…

Computers and Society · Computer Science 2025-03-06 Benjamin Clément , Hélène Sauzéon , Didier Roy , Pierre-Yves Oudeyer

In this paper, we explore the application of large language models (LLMs) for generating code-tracing questions in introductory programming courses. We designed targeted prompts for GPT4, guiding it to generate code-tracing questions based…

Computation and Language · Computer Science 2023-10-25 Aysa Xuemo Fan , Ranran Haoran Zhang , Luc Paquette , Rui Zhang

The computing education community has a rich history of pedagogical innovation designed to support students in introductory courses, and to support teachers in facilitating student learning. Very recent advances in artificial intelligence…

The purpose of this study is to introduce a new model of teaching Chinese as a foreign language from the perspective of integrating wisdom. Its characteristics are as follows: focusing on the butterfly model of interpretation before…

Computers and Society · Computer Science 2026-02-10 Xiaohui Zou , Lijun Ke , Shunpeng Zou

This paper investigates the performance of the Large Language Models (LLMs) ChatGPT-3.5 and GPT-4 in solving introductory programming tasks. Based on the performance, implications for didactic scenarios and assessment formats utilizing LLMs…

Software Engineering · Computer Science 2023-08-21 Natalie Kiesler , Daniel Schiffner

Software testing is an essential knowledge area required by industry for software engineers. However, software engineering students often consider testing less appealing than designing or coding. Consequently, it is difficult to engage…

Software Engineering · Computer Science 2023-04-25 Raquel Blanco , Manuel Trinidad , Maria Jose Suarez-Cabal , Alejandro Calderon , Mercedes Ruiz , Javier Tuya

The recent, widespread availability of Large Language Models (LLMs) like ChatGPT and GitHub Copilot may impact introductory programming courses (CS1) both in terms of what should be taught and how to teach it. Indeed, recent research has…

Computers and Society · Computer Science 2024-06-25 Annapurna Vadaparty , Daniel Zingaro , David H. Smith , Mounika Padala , Christine Alvarado , Jamie Gorson Benario , Leo Porter

Large Language Models (LLMs) have upended decades of pedagogy in computing education. Students previously learned to code through \textit{writing} many small problems with less emphasis on code reading and comprehension. Recent research has…

A key part of learning to program is learning to understand programming error messages. They can be hard to interpret and identifying the cause of errors can be time-consuming. One factor in this challenge is that the messages are typically…

Human-Computer Interaction · Computer Science 2024-04-03 Juho Leinonen , Arto Hellas , Sami Sarsa , Brent Reeves , Paul Denny , James Prather , Brett A. Becker

Programming social robots is challenging for novice robot programmers due to required expertise in planning, interaction design, and programming. While large language models (LLMs) hold significant promise through code generation from…

Human-Computer Interaction · Computer Science 2026-05-28 Arissa J. Sato , Callie Y. Kim , Nathan Thomas White , Abhinav Maneesh , Yuqing Wang , Hui-Ru Ho , Bilge Mutlu

Background: Programming skills are advantageous to navigate today's society, so it is important to teach them to students. However, failure rates for programming courses are high, and especially students who fall behind early in…

Computers and Society · Computer Science 2024-02-06 Belinda Schantong , Dominik Gorgosch , Janet Siegmund

Large Language Models (LLMs) exhibit impressive performance across various domains but still struggle with arithmetic reasoning tasks. Recent work shows the effectiveness of prompt design methods in enhancing reasoning capabilities.…

Computation and Language · Computer Science 2024-10-11 Wenting Tan , Dongxiao Chen , Jieting Xue , Zihao Wang , Taijie Chen

Large language models (LLMs) and prompt engineering hold significant potential for advancing computer programming education through personalized instruction. This paper explores this potential by investigating three critical research…

Artificial Intelligence · Computer Science 2024-07-09 Tianyu Wang , Nianjun Zhou , Zhixiong Chen

English has long been set as the universal language. Basically most, if not all countries in the world know how to speak English or at least try to use it in their everyday communications for the purpose of globalizing. This study is…

Computers and Society · Computer Science 2021-03-09 Rosalyn P. Reyes , Evelyn C. Samson , Julius G. Garcia

Computing educators face significant challenges in providing timely support to students, especially in large class settings. Large language models (LLMs) have emerged recently and show great promise for providing on-demand help at a large…

Computers and Society · Computer Science 2023-08-15 Mark Liffiton , Brad Sheese , Jaromir Savelka , Paul Denny

Generative AI and large language models hold great promise in enhancing computing education by powering next-generation educational technologies for introductory programming. Recent works have studied these models for different scenarios…

Generative AI creates new opportunities for programming education, but many existing systems remain overly directive, producing lengthy explanations and premature solutions that can overwhelm K-12 novices. In this paper, we present a…

Human-Computer Interaction · Computer Science 2026-05-19 Cassandra Lucas , Anshul Bihani , Rohini Kukka , Chun-Hua Tsai , Jaydeb Sarker , Mia Mohammad Imran

Generative Artificial Intelligence (AI) is revolutionizing educational technology by enabling highly personalized and adaptive learning environments within Intelligent Tutoring Systems (ITS). This report delves into the integration of…

Computation and Language · Computer Science 2024-10-15 Subhankar Maity , Aniket Deroy

This study investigates the application of large language models, specifically GPT-4, to enhance programming education. The research outlines the design of a web application that uses GPT-4 to provide feedback on programming tasks, without…

Computation and Language · Computer Science 2024-07-19 Sven Jacobs , Steffen Jaschke

Social skills training targets behaviors necessary for success in social interactions. However, traditional classroom training for such skills is often insufficient to teach effective communication -- one-to-one interaction in real-world…