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With the rapid adoption of AI writing assistants in education, educators and researchers need empirical evidence to understand the impact on student writing and inform effective pedagogical design. Despite widespread use, we lack systematic…

Human-Computer Interaction · Computer Science 2026-04-09 Andrew Jelson , Daniel Manesh , Sangwook Lee , Alice Jang , Daniel Dunlap , Tamara Maddox , Young-Ho Kim , Sang Won Lee

We explore the automatic generation of interactive, scenario-based lessons designed to train novice human tutors who teach middle school mathematics online. Employing prompt engineering through a Retrieval-Augmented Generation approach with…

The rise of Artificial Intelligence (AI) and Generative Artificial Intelligence (GenAI) in higher education necessitates assessment reform. This study addresses a critical gap by exploring student and academic staff experiences with AI and…

Human-Computer Interaction · Computer Science 2024-11-15 Jasper Roe , Mike Perkins , Daniel Ruelle

Computer aided formative assessment can be used to enhance a learning process, for instance by providing feedback. There are many design choices for delivering feedback, that lead to a feedback strategy. In an informative feedback strategy,…

Human-Computer Interaction · Computer Science 2025-07-22 Gerben van der Hoek , Bastiaan Heeren , Rogier Bos , Paul Drijvers , Johan Jeuring

Feedback is one of the most crucial components to facilitate effective learning. With the rise of large language models (LLMs) in recent years, research in programming education has increasingly focused on automated feedback generation to…

Computers and Society · Computer Science 2025-09-05 Niklas Scholz , Manh Hung Nguyen , Adish Singla , Tomohiro Nagashima

Providing timely, targeted, and multimodal feedback helps students quickly correct errors, build deep understanding and stay motivated, yet making it at scale remains a challenge. This study introduces a real-time AI-facilitated multimodal…

Human-Computer Interaction · Computer Science 2026-05-14 Chloe Qianhui Zhao , Jie Cao , Jionghao Lin , Kenneth R. Koedinger

The study was conducted in an Advanced Quantitative Research Methods course involving 20 graduate students. During the course, student inquiries made to the AI were recorded and coded using Bloom's taxonomy and the CLEAR framework. A series…

Human-Computer Interaction · Computer Science 2025-06-04 Zhanxin Hao , Haifeng Luo , Yongyi Chen , Yu Zhang

This paper introduces the design and development of a framework that integrates a large language model (LLM) with a retrieval-augmented generation (RAG) approach leveraging both a knowledge graph and user interaction history. The framework…

Programming Languages · Computer Science 2026-03-27 Lalita Na Nongkhai , Jingyun Wang , Adam Wynn , Takahiko Mendori

This paper presents a new educational framework for integrating generative artificial intelligence (GenAI) platforms such as ChatGPT, Claude, and Gemini into laboratory activities aimed at developing critical thinking and digital literacy…

Computers and Society · Computer Science 2025-07-02 Vasiliy Znamenskiy , Rafael Niyazov , Joel Hernandez

Addressing the challenge of generating personalized feedback for programming assignments is demanding due to several factors, like the complexity of code syntax or different ways to correctly solve a task. In this experimental study, we…

Human-Computer Interaction · Computer Science 2023-07-04 Maciej Pankiewicz , Ryan S. Baker

The rapid proliferation of generative artificial intelligence (AI) tools - especially large language models (LLMs) such as ChatGPT - has ushered in a transformative era in higher education. Universities in developed regions are increasingly…

Human-Computer Interaction · Computer Science 2025-06-30 Russell Beale

New systems employ Machine Learning to sift through large knowledge sources, creating flexible Large Language Models. These models discern context and predict sequential information in various communication forms. Generative AI, leveraging…

Artificial Intelligence · Computer Science 2023-07-19 Ted Selker

This article explores the natural language generation capabilities of large language models with application to the production of two types of learning resources common in programming courses. Using OpenAI Codex as the large language model,…

Software Engineering · Computer Science 2022-06-28 Sami Sarsa , Paul Denny , Arto Hellas , Juho Leinonen

Generative AI has the potential to enhance education by providing personalized feedback to students at scale. Recent work has proposed techniques to improve AI-generated programming hints and has evaluated their performance based on…

Computers and Society · Computer Science 2025-09-04 Tung Phung , Mengyan Wu , Heeryung Choi , Gustavo Soares , Sumit Gulwani , Adish Singla , Christopher Brooks

This study investigates the impact of emotionally enriched AI feedback on student engagement and emotional responses in higher education. Leveraging the Control-Value Theory of Achievement Emotions, we conducted a randomized controlled…

Human-Computer Interaction · Computer Science 2024-10-22 Omar Alsaiari , Nilufar Baghaei , Hatim Lahza , Jason Lodge , Marie Boden , Hassan Khosravi

Generative AI is reshaping education, yet most university AI policies are written without students and focus on penalizing misuse. This top-down approach sidelines those most affected from decisions that shape their everyday learning,…

Human-Computer Interaction · Computer Science 2026-04-14 Kaoru Seki , Manisha Vijay , Yasmine Kotturi

Generative AI (GenAI) tools are increasingly pervasive, pushing instructors to redesign how students use GenAI tools in coursework. We conceptualize this work as emergency pedagogical design: reactive, indirect efforts by instructors to…

Human-Computer Interaction · Computer Science 2026-02-05 Sam Lau , Kianoosh Boroojeni , Harry Keeling , Jenn Marroquin

The rapid development of generative artificial intelligence (GenAI) tools such as ChatGPT has intensified interest in their role in higher education, particularly in how students perceive and use them and how these perceptions may relate to…

Computers and Society · Computer Science 2026-03-20 Seyma Yaman Kayadibi

Academic writing is an indispensable yet laborious part of the research enterprise. This Perspective maps out principles and methods for using generative artificial intelligence (AI), specifically large language models (LLMs), to elevate…

Computers and Society · Computer Science 2026-04-07 Zhicheng Lin

Ever since the emergence of large language models (LLMs) and related applications, such as ChatGPT, its performance and error analysis for programming tasks have been subject to research. In this work-in-progress paper, we explore the…

Artificial Intelligence · Computer Science 2023-09-04 Natalie Kiesler , Dominic Lohr , Hieke Keuning