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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…

计算机与社会 · 计算机科学 2025-09-04 Tung Phung , Mengyan Wu , Heeryung Choi , Gustavo Soares , Sumit Gulwani , Adish Singla , Christopher Brooks

This study examined whether embedding LLM-guided reflection prompts in an interactive AI-generated podcast improved learning and user experience compared to a version without prompts. Thirty-six undergraduates participated, and while…

人机交互 · 计算机科学 2025-08-08 Vishnu Menon , Andy Cherney , Elizabeth B. Cloude , Li Zhang , Tiffany D. Do

Feedback is essential for learning, but its effectiveness relies heavily on how well it engages students in the educational process. Generative AI offers novel opportunities to efficiently produce rich, formative feedback, ranging from…

Generating hints for incorrect code is a cognitively demanding task that fosters learning and metacognitive development. This study investigates three designs for personalized, scalable, and reflective hint-writing activities within a data…

人机交互 · 计算机科学 2026-04-23 Anjali Singh , Christopher Brooks , Warren Li , Juho Kim , Xu Wang

The abilities of Generative-Artificial Intelligence (AI) to produce real-time, sophisticated responses across diverse contexts has promised a huge potential in physics education, particularly in providing customized feedback. In this study,…

物理教育 · 物理学 2025-08-14 Amogh Sirnoorkar , N. Sanjay Rebello

Feedback is one of the most powerful influences on student learning, with extensive research examining how best to implement it in educational settings. Increasingly, feedback is being generated by artificial intelligence (AI), offering…

Since the advent of GPT-3.5 in 2022, Generative Artificial Intelligence (AI) has shown tremendous potential in STEM education, particularly in providing real-time, customized feedback to students in large-enrollment courses. A crucial skill…

物理教育 · 物理学 2025-09-11 Amogh Sirnoorkar , N. Sanjay Rebello

In collaborative settings, sustaining momentum and engagement between checkpoints (e.g., meetings) can be challenging, often leading to task drift and reduced preparedness. To address this gap, we developed ReflectEd, an AI-assisted system…

人机交互 · 计算机科学 2026-03-25 Md Nazmus Sakib , Ishika Tarin , Naga Manogna Rayasam , Manas Gaur , Sanorita Dey

Generative AI is disrupting computing education. Most interventions focus on teaching GenAI use rather than helping students understand how AI changes their programming process. We designed and deployed a novel comparative video reflection…

人机交互 · 计算机科学 2025-07-24 Sarah "Magz" Fernandez , Greg L Nelson

Generative AI tools are increasingly used for coursework help, shifting much of students' help-seeking and reasoning into student-AI chats that are largely invisible to instructors. This loss of visibility can weaken instructors' ability to…

人机交互 · 计算机科学 2026-03-25 Boxuan Ma , Baofeng Ren , Huiyong Li , Gen Li , Li Chen , Atsushi Shimada , Shin'Ichi Konomi

Timely and high-quality feedback is essential for effective learning in programming courses; yet, providing such support at scale remains a challenge. While AI-based systems offer scalable and immediate help, their responses can…

计算机与社会 · 计算机科学 2026-01-27 Tung Phung , Heeryung Choi , Mengyan Wu , Christopher Brooks , Sumit Gulwani , Adish Singla

As AI tools such as ChatGPT enter programming classrooms, students encounter differing rules across courses and instructors, which shape how they use AI and leave them with unequal capabilities for leveraging it. We investigate how students…

人机交互 · 计算机科学 2026-04-14 Tianyu Shao , Miguel Feijóo-García , Yi Zhang , Hugo Castellanos , Tawfiq Salem , Alejandra Magana , Tianyi Li

As generative AI systems are integrated into educational settings, students often encounter AI-generated output while working through learning tasks, either by requesting help or through integrated tools. Trust in AI can influence how…

人机交互 · 计算机科学 2026-04-16 Griffin Pitts , Neha Rani , Weedguet Mildort

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…

人机交互 · 计算机科学 2023-07-04 Maciej Pankiewicz , Ryan S. Baker

The growing adoption of generative AI in education highlights the need to integrate established pedagogical principles into AI-assisted learning environments. This study investigates the potential of metacognitive theory to inform…

计算机与社会 · 计算机科学 2025-09-04 Tung Phung , Heeryung Choi , Mengyan Wu , Adish Singla , Christopher Brooks

We examined the efficacy of AI-assisted learning in an introductory programming course at the university level by using a GPT-4 model to generate personalized hints for compiler errors within a platform for automated assessment of…

软件工程 · 计算机科学 2024-07-26 Maciej Pankiewicz , Ryan S. Baker

Reflective writing is part of many higher education courses across the globe. It is often considered a challenging task for students as it requires self-regulated learning skills to appropriately plan, timely engage and deeply reflect on…

计算机与社会 · 计算机科学 2022-11-16 Wannapon Suraworachet , Qi Zhou , Mutlu Cukurova

Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

人机交互 · 计算机科学 2025-09-10 Bo Yuan , Jiazi Hu

This paper explores the space of optimizing feedback mechanisms in complex domains, such as data science, by combining two prevailing approaches: Artificial Intelligence (AI) and learnersourcing. Towards addressing the challenges posed by…

人机交互 · 计算机科学 2024-03-07 Anjali Singh , Christopher Brooks , Xu Wang , Warren Li , Juho Kim , Deepti Pandey

The growing integration of generative AI in higher education is transforming how students write, learn, and engage with knowledge. As AI tools become more integrated into classrooms, there is an urgent need for pedagogical approaches that…

计算机与社会 · 计算机科学 2025-11-21 Xinran Zhu , Cong Wang , Duane Searsmith
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