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Commonly, introductory programming courses in higher education institutions have hundreds of participating students eager to learn to program. The manual effort for reviewing the submitted source code and for providing feedback can no…

人机交互 · 计算机科学 2023-07-26 Gerhard Johann Hagerer , Laura Lahesoo , Miriam Anschütz , Stephan Krusche , Georg Groh

In mathematical proof education, there remains a need for interventions that help students learn to write mathematical proofs. Research has shown that timely feedback can be very helpful to students learning new skills. While for many years…

人工智能 · 计算机科学 2025-07-15 Chenyan Zhao , Mariana Silva , Seth Poulsen

Automated grading systems, or auto-graders, have become ubiquitous in programming education, and the way they generate feedback has become increasingly automated as well. However, there is insufficient evidence regarding auto-grader…

计算机与社会 · 计算机科学 2025-07-22 Adam Zhang , Heather Burte , Jaromir Savelka , Christopher Bogart , Majd Sakr

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

软件工程 · 计算机科学 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Automated feedback systems have become increasingly integral to programming education, where learners engage in iterative cycles of code construction, testing, and refinement. Despite its wider integration in practices and technical…

计算机与社会 · 计算机科学 2026-02-03 Yeonji Jung , Yunseo Lee , Jiyeong Bae , DoYong Kim , Heungsoo Choi , Minji Kang , Unggi Lee

Grading project reports are increasingly significant in today's educational landscape, where they serve as key assessments of students' comprehensive problem-solving abilities. However, it remains challenging due to the multifaceted…

人机交互 · 计算机科学 2025-08-19 Zixin Chen , Jiachen Wang , Yumeng Li , Haobo Li , Chuhan Shi , Rong Zhang , Huamin Qu

Intelligent tutoring systems have long enabled automated immediate feedback on student work when it is presented in a tightly structured format and when problems are very constrained, but reliably assessing free-form mathematical reasoning…

计算机与社会 · 计算机科学 2026-01-08 Aron Gohr , Marie-Amelie Lawn , Kevin Gao , Inigo Serjeant , Stephen Heslip

This study explores the classroom implementation of an AI-powered grading platform in K-12 settings through a co-design pilot with 19 teachers. We combine platform usage logs, surveys, and qualitative interviews to examine how teachers use…

人机交互 · 计算机科学 2025-11-06 Zewei Tian , Alex Liu , Lief Esbenshade , Shawon Sarkar , Zachary Zhang , Kevin He , Min Sun

Large programming courses struggle to provide timely, detailed feedback on student code. We developed Mark My Works, a local autograding system that combines traditional unit testing with LLM-generated explanations. The system uses…

软件工程 · 计算机科学 2026-01-16 Yiding Qiu , Seyed Mahdi Azimi , Artem Lensky

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

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,…

人机交互 · 计算机科学 2024-10-17 Ievgeniia Kuzminykh , Tareita Nawaz , Shihao Shenzhang , Bogdan Ghita , Jeffery Raphael , Hannan Xiao

In courses that involve programming assignments, giving meaningful feedback to students is an important challenge. Human beings can give useful feedback by manually grading the programs but this is a time-consuming, labor intensive, and…

编程语言 · 计算机科学 2020-10-19 Joshua Clune , Vijay Ramamurthy , Ruben Martins , Umut A. Acar

With the recent rapid increase in digitization across all major industries, acquiring programming skills has increased the demand for introductory programming courses. This has further resulted in universities integrating programming…

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…

计算机与社会 · 计算机科学 2025-09-05 Niklas Scholz , Manh Hung Nguyen , Adish Singla , Tomohiro Nagashima

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

Current Artificial Intelligence (AI)-based tutoring systems (AI tutors) are primarily evaluated based on the pedagogical quality of their feedback messages. While important, pedagogy alone is insufficient because it ignores a critical…

The automatic evaluation for school assignments is an important application of AI in the education field. In this work, we focus on the task of personalized multimodal feedback generation, which aims to generate personalized feedback for…

计算与语言 · 计算机科学 2020-11-03 Haochen Liu , Zitao Liu , Zhongqin Wu , Jiliang Tang

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

In technical subjects characterized by high enrollment, such as Basic Hydraulics, the assessment of reports necessitates superior levels of objectivity, consistency, and formative feedback; goals often compromised by faculty workload. This…

计算机与社会 · 计算机科学 2025-10-28 Hugo Roger Paz

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…

人机交互 · 计算机科学 2026-05-14 Chloe Qianhui Zhao , Jie Cao , Jionghao Lin , Kenneth R. Koedinger
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