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相关论文: Exploring Generative AI assisted feedback writing …

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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

Timely formative feedback is considered as one of the most important drivers for effective learning. Delivering timely and individualized feedback is particularly challenging in large classes in higher education. Recently Large Language…

计算机与社会 · 计算机科学 2023-12-15 Imen Azaiz , Oliver Deckarm , Sven Strickroth

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

Generative AI and large language models hold great promise in enhancing programming education by automatically generating individualized feedback for students. We investigate the role of generative AI models in providing human tutor-style…

Research suggests that providing specific and timely feedback to human tutors enhances their performance. However, it presents challenges due to the time-consuming nature of assessing tutor performance by human evaluators. Large language…

计算与语言 · 计算机科学 2023-07-06 Dollaya Hirunyasiri , Danielle R. Thomas , Jionghao Lin , Kenneth R. Koedinger , Vincent Aleven

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

Students in introductory physics courses often rely on ineffective strategies, focusing on final answers rather than understanding underlying principles. Integrating scientific argumentation into problem-solving fosters critical thinking…

物理教育 · 物理学 2025-08-21 Winter Allen , Anand Shanker , N. Sanjay Rebello

Existing work on generating hints in Intelligent Tutoring Systems (ITS) focuses mostly on manual and non-personalized feedback. In this work, we explore automatically generated questions as personalized feedback in an ITS. Our personalized…

计算与语言 · 计算机科学 2022-06-10 Devang Kulshreshtha , Muhammad Shayan , Robert Belfer , Siva Reddy , Iulian Vlad Serban , Ekaterina Kochmar

This study evaluates the performance of ChatGPT variants, GPT-3.5 and GPT-4, both with and without prompt engineering, against solely student work and a mixed category containing both student and GPT-4 contributions in university-level…

计算与语言 · 计算机科学 2024-10-08 Will Yeadon , Alex Peach , Craig P. Testrow

Effective and timely feedback in educational assessments is essential but labor-intensive, especially for complex tasks. Recent developments in automated feedback systems, ranging from deterministic response grading to the evaluation of…

This study investigates the optimization of Generative AI (GenAI) systems through human feedback, focusing on how varying feedback mechanisms influence the quality of GenAI outputs. We devised a Human-AI training loop where 32 students,…

人机交互 · 计算机科学 2024-04-25 Jacob Sherson , Florent Vinchon

The growing need for automated and personalized feedback in programming education has led to recent interest in leveraging generative AI for feedback generation. However, current approaches tend to rely on prompt engineering techniques in…

计算机与社会 · 计算机科学 2025-09-16 Victor-Alexandru Pădurean , Tung Phung , Nachiket Kotalwar , Michael Liut , Juho Leinonen , Paul Denny , Adish Singla

The potential of Generative AI (GenAI) for generating feedback in computing education has been the subject of numerous studies. However, there is still limited research on how computing students engage with this feedback and to what extent…

计算机与社会 · 计算机科学 2025-09-15 Sven Jacobs , Maurice Kempf , Natalie Kiesler

Large language modules (LLMs) have great potential for auto-grading student written responses to physics problems due to their capacity to process and generate natural language. In this explorative study, we use a prompt engineering…

物理教育 · 物理学 2024-07-23 Zhongzhou Chen , Tong Wan

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

One-on-one tutoring is widely acknowledged as an effective instructional method, conditioned on qualified tutors. However, the high demand for qualified tutors remains a challenge, often necessitating the training of novice tutors (i.e.,…

计算与语言 · 计算机科学 2024-05-03 Jionghao Lin , Zifei Han , Danielle R. Thomas , Ashish Gurung , Shivang Gupta , Vincent Aleven , Kenneth R. Koedinger

This study examines the feasibility and potential advantages of using large language models, in particular GPT-4o, to perform partial credit grading of large numbers of student written responses to introductory level physics problems.…

物理教育 · 物理学 2025-08-21 Zhongzhou Chen , Tong Wan

Access to high-quality education at scale is limited by the difficulty of providing student feedback on open-ended assignments in structured domains like computer programming, graphics, and short response questions. This problem has proven…

机器学习 · 计算机科学 2021-03-25 Ali Malik , Mike Wu , Vrinda Vasavada , Jinpeng Song , Madison Coots , John Mitchell , Noah Goodman , Chris Piech

Coaching, which involves classroom observation and expert feedback, is a widespread and fundamental part of teacher training. However, the majority of teachers do not have access to consistent, high quality coaching due to limited resources…

计算与语言 · 计算机科学 2023-06-06 Rose E. Wang , Dorottya Demszky

This study aims to investigate whether GPT-4 can effectively grade assignments for design university students and provide useful feedback. In design education, assignments do not have a single correct answer and often involve solving an…

人工智能 · 计算机科学 2024-09-27 Qian Huang , Thijs Willems , King Wang Poon
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