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Grading in large undergraduate STEM courses often yields minimal feedback due to heavy instructional workloads. We present a large-scale empirical study of AI grading on real, handwritten single-variable calculus work from UC Irvine. Using…

Machine Learning · Computer Science 2026-03-03 Zhiqi Yu , Xingping Liu , Haobin Mao , Mingshuo Liu , Long Chen , Jack Xin , Yifeng Yu

Providing rich, constructive feedback to students is essential for supporting and enhancing their learning. Recent advancements in Generative Artificial Intelligence (AI), particularly with large language models (LLMs), present new…

Computers and Society · Computer Science 2025-07-11 Euan D Lindsay , Mike Zhang , Aditya Johri , Johannes Bjerva

Artificial Intelligence (AI) is becoming more and more popular as time passes, allowing to perform tasks that were difficult to do in the past. From predictions to customization, AI is being used in many areas, not being educational…

Computers and Society · Computer Science 2023-10-16 David Roldán-Álvarez

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

Human-Computer Interaction · Computer Science 2026-03-16 Nifu Dan

Generative AI (GAI) tools have seen rapid adoption in educational settings, yet their role in fostering critical thinking remains underexplored. While previous studies have examined GAI as a tutor for specific lessons or as a tool for…

Computers and Society · Computer Science 2025-09-10 W. F. Lamberti , S. R. Lawrence , D. White , S. Kim , S. Abdullah

Written reflective practice is a regular exercise pre-service teachers perform during their higher education. Usually, their lecturers are expected to provide individual feedback, which can be a challenging task to perform on a regular…

Artificial Intelligence (AI) education is an increasingly popular topic area for K-12 teachers. However, little research has investigated how AI education can be designed to be more accessible to all learners. We organized co-design…

Physics Education · Physics 2020-09-24 Jessica Van Brummelen , Phoebe Lin

This study examines the integration of generative AI in schools, assessing its benefits and risks. As AI use by students grows, it's crucial to understand its impact on learning and teaching practices. Generative AI, like ChatGPT, can…

Computers and Society · Computer Science 2024-12-18 Eyvind Elstad

Generative models are now capable of producing natural language text that is, in some cases, comparable in quality to the text produced by people. In the computing education context, these models are being used to generate code, code…

Human-Computer Interaction · Computer Science 2023-08-09 Cynthia Zastudil , Magdalena Rogalska , Christine Kapp , Jennifer Vaughn , Stephen MacNeil

Problem solving is an integral part of any physics curriculum, and most physics instructors would likely agree that the associated learner competencies are best assessed by considering the solution path: not only the final solution matters,…

Physics Education · Physics 2023-12-01 Gerd Kortemeyer

This project examines the prospect of using AI-generated feedback as suggestions to expedite and enhance human instructors' feedback provision. In particular, we focus on understanding the teaching assistants' perspectives on the quality of…

Human-Computer Interaction · Computer Science 2025-05-22 Xinyi Lu , Aditya Mahesh , Zejia Shen , Mitchell Dudley , Larissa Sano , Xu Wang

As generative artificial intelligence (AI) continues to transform education, most existing AI evaluations rely primarily on technical performance metrics such as accuracy or task efficiency while overlooking human identity, learner agency,…

Computers and Society · Computer Science 2025-12-05 Shi Ding , Brian Magerko

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

The rapid adoption of AI powered coding assistants like ChatGPT and other coding copilots is transforming programming education, raising questions about assessment practices, academic integrity, and skill development. As educators seek…

Computers and Society · Computer Science 2025-05-29 Santiago Berrezueta-Guzman , Stephan Krusche , Stefan Wagner

Teachers face growing pressure to integrate AI tools into their classrooms, yet are rarely positioned as agentic decision-makers in this process. Understanding the criteria teachers use to evaluate AI tools, and the conditions that support…

Human-Computer Interaction · Computer Science 2026-04-02 Dorottya Demszky , Christopher Mah , Helen Higgins

AI tools, particularly large language modules, have recently proven their effectiveness within learning management systems and online education programmes. As feedback continues to play a crucial role in learning and assessment in schools,…

Human-Computer Interaction · Computer Science 2024-10-17 Ievgeniia Kuzminykh , Tareita Nawaz , Shihao Shenzhang , Bogdan Ghita , Jeffery Raphael , Hannan Xiao

This study investigates how K-12 educators use generative AI tools in real-world instructional contexts and how large language models (LLMs) can support scalable qualitative analysis of these interactions. Drawing on over 13,000 unscripted…

Human-Computer Interaction · Computer Science 2025-12-17 Alex Liu , Lief Esbenshade , Shawon Sarkar , Victor Tian , Zachary Zhang , Kevin He , Min Sun

Large language models are increasingly discussed and used as tools that may assist with scholarly peer review, but empirical evidence regarding how authors use and perceive AI-based feedback remains limited. This paper reports findings from…

Computers and Society · Computer Science 2026-05-19 César Leblanc , Lukas Picek

AI technologies that sense student attention and emotions to enable more personalised teaching interventions are increasingly promoted, but raise pressing questions about student learning, well-being, and ethics. In particular, students'…

Human-Computer Interaction · Computer Science 2026-02-12 Bingyi Han , Ying Ma , Simon Coghlan , Dana McKay , George Buchanan , Wally Smith