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As part of formative and summative assessments in programming courses, students work on developing programming artifacts following a given specification. These artifacts are evaluated by the teachers. At the end of this evaluation, the…

Software Engineering · Computer Science 2020-08-17 Manuel Maarek , Léon McGregor

The rapid growth of programming education has outpaced traditional assessment tools, leaving faculty with limited means to provide meaningful, scalable feedback. Conventional autograders, while efficient, act as black-box systems that…

Artificial Intelligence · Computer Science 2025-10-31 Vikrant Sahu , Gagan Raj Gupta , Raghav Borikar , Nitin Mane

The assessment of source code in university education is a central and important task for lecturers of programming courses. In doing so, educators are confronted with growing numbers of students having increasingly diverse prerequisites, a…

Software Engineering · Computer Science 2023-06-09 Clemens Sauerwein , Tobias Antensteiner , Stefan Oppl , Iris Groher , Alexander Meschtscherjakov , Philipp Zech , Ruth Breu

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…

Computers and Society · Computer Science 2026-01-08 Aron Gohr , Marie-Amelie Lawn , Kevin Gao , Inigo Serjeant , Stephen Heslip

Grading student assignments in STEM courses is a laborious and repetitive task for tutors, often requiring a week to assess an entire class. For students, this delay of feedback prevents iterating on incorrect solutions, hampers learning,…

Artificial Intelligence · Computer Science 2025-02-26 Nils Wandel , David Stotko , Alexander Schier , Reinhard Klein

We investigate how automated, data-driven, personalized feedback in a large-scale intelligent tutoring system (ITS) improves student learning outcomes. We propose a machine learning approach to generate personalized feedback, which takes…

Computation and Language · Computer Science 2020-05-11 Ekaterina Kochmar , Dung Do Vu , Robert Belfer , Varun Gupta , Iulian Vlad Serban , Joelle Pineau

In a previous paper a web service called Projekt Tomo intended to ease the process of learning programming for teachers and students has been described. Since the service received a very warm welcome from teachers and students alike we…

Computers and Society · Computer Science 2017-02-20 Gregor Jerše , Matija Lokar

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…

Computers and Society · Computer Science 2026-05-08 Rose Niousha , Samantha Boatright Smith , Bita Akram , Peter Brusilovsky , Arto Hellas , Juho Leinonen , John DeNero , Narges Norouzi

Immediate feedback has been shown to improve student learning. In programming courses, immediate, automated feedback is typically provided in the form of pre-defined test cases run by a submission platform. While these are excellent for…

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…

Human-Computer Interaction · Computer Science 2025-11-06 Zewei Tian , Alex Liu , Lief Esbenshade , Shawon Sarkar , Zachary Zhang , Kevin He , Min Sun

The integration of ChatGPT as a supportive tool in education, notably in programming courses, addresses the unique challenges of programming education by providing assistance with debugging, code generation, and explanations. Despite…

Computers and Society · Computer Science 2024-04-08 Boxaun Ma , Li Chen , Shin'ichi Konomi

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

In programming education, providing manual feedback is essential but labour-intensive, posing challenges in consistency and timeliness. We introduce ECHO, a machine learning method to automate the reuse of feedback in educational code…

Software Engineering · Computer Science 2024-05-06 Charlotte Van Petegem , Kasper Demeyere , Rien Maertens , Niko Strijbol , Bram De Wever , Bart Mesuere , Peter Dawyndt

The increasing demand for programming language education and growing class sizes require immediate and personalized feedback. However, traditional code review methods have limitations in providing this level of feedback. As the capabilities…

Software Engineering · Computer Science 2025-06-23 Lee Dong-Kyu

Automated unit test generation is a well-known methodology aiming to reduce the developers' effort of writing tests manually. Prior research focused mainly on statically typed programming languages like Java. In practice, however,…

Software Engineering · Computer Science 2022-02-11 Stephan Lukasczyk , Gordon Fraser

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

This is the study that presents an AI-Python-based chatbot that helps students to learn programming by demonstrating solutions to such problems as debugging errors, solving syntax problems or converting abstract theoretical concepts to…

Software Engineering · Computer Science 2025-09-26 Sayed Mahbub Hasan Amiri , Md Mainul Islam

The use of new technologies in higher education has surprisingly emphasized students' tendency to adopt a passive behavior in class. Participation and interaction of students are essential to improve academic results. This paper describes…

We ran a study on engagement and achievement for a first year undergraduate programming module which used an online learning environment containing tasks which generate automated feedback. Students could also access human feedback from…

Computers and Society · Computer Science 2022-01-05 Beate Grawemeyer , John Halloran , Matthew England , David Croft

The first automated essay scoring system was developed 50 years ago. Automated essay scoring systems are developing into systems with richer functions than the previous simple scoring systems. Its purpose is not only to score essays but…

Computation and Language · Computer Science 2023-07-13 You-Jin Jong , Yong-Jin Kim , Ok-Chol Ri