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Related papers: Effects of Hints on Debugging Scratch Programs: An…

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With the recent advances in AI programming assistants such as GitHub Copilot, programming is not limited to classical programming languages anymore--programming tasks can also be expressed and solved by end-users in natural text. Despite…

Software Engineering · Computer Science 2024-12-18 Ruchit Rawal , Victor-Alexandru Pădurean , Sven Apel , Adish Singla , Mariya Toneva

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…

Human-Computer Interaction · Computer Science 2026-04-23 Anjali Singh , Christopher Brooks , Warren Li , Juho Kim , Xu Wang

For teachers, automated tool support for debugging and assessing their students' programming assignments is a great help in their everyday business. For block-based programming languages which are commonly used to introduce younger learners…

Software Engineering · Computer Science 2021-03-16 Nina Körber

Recent advances in program synthesis offer means to automatically debug student submissions and generate personalized feedback in massive programming classrooms. When automatically generating feedback for programming assignments, a key…

Human-Computer Interaction · Computer Science 2017-08-15 Ryo Suzuki , Gustavo Soares , Andrew Head , Elena Glassman , Ruan Reis , Melina Mongiovi , Loris D'Antoni , Bjoern Hartmann

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…

Computers and Society · Computer Science 2025-09-04 Tung Phung , Heeryung Choi , Mengyan Wu , Adish Singla , Christopher Brooks

Bugs in Scratch programs can spoil the fun and inhibit learning success. Many common bugs are the result of recurring patterns of bad code. In this paper we present a collection of common code patterns that typically hint at bugs in Scratch…

Software Engineering · Computer Science 2021-12-03 Christoph Frädrich , Florian Obermüller , Nina Körber , Ute Heuer , Gordon Fraser

We evaluate an automatic hint generator for CS1 programming assignments powered by GPT-4, a large language model. This system provides natural language guidance about how students can improve their incorrect solutions to short programming…

Computers and Society · Computer Science 2024-06-11 Laryn Qi , J. D. Zamfirescu-Pereira , Taehan Kim , Björn Hartmann , John DeNero , Narges Norouzi

Learning basic programming with Scratch can be hard for novices and tutors alike: Students may not know how to advance when solving a task, teachers may face classrooms with many raised hands at a time, and the problem is exacerbated when…

Software Engineering · Computer Science 2021-05-13 Florian Obermüller , Ute Heuer , Gordon Fraser

Research on intelligent tutoring systems has been exploring data-driven methods to deliver effective adaptive assistance. While much work has been done to provide adaptive assistance when students seek help, they may not seek help…

Artificial Intelligence · Computer Science 2022-07-08 Mehak Maniktala , Min Chi , Tiffany Barnes

In software development, encountering bugs is inevitable. However, opportunities to learn more about bug removal are limited. When students perform debugging tasks, they often use print statements because students do not know how to use a…

Software Engineering · Computer Science 2024-07-26 Aoi Kanaya , Takuma Migo , Hiroaki Hashiura

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…

Computers and Society · Computer Science 2025-09-04 Tung Phung , Mengyan Wu , Heeryung Choi , Gustavo Soares , Sumit Gulwani , Adish Singla , Christopher Brooks

Automated tutoring systems offer the flexibility and scalability necessary to facilitate the provision of high quality and universally accessible programming education. In order to realise the full potential of these systems, recent work…

Human-Computer Interaction · Computer Science 2021-10-08 Jessica McBroom , Irena Koprinska , Kalina Yacef

Programming is increasingly taught using block-based languages like Scratch. While the use of blocks prevents syntax errors, learners can still make semantic mistakes, requiring feedback and help. As teachers may be overwhelmed by help…

Software Engineering · Computer Science 2025-04-18 Sebastian Schweikl , Gordon Fraser

Debugging is a vital but challenging skill for beginner programmers to learn. It is also a difficult skill to teach. For secondary school teachers, who may lack time or programming experience, honing students' understanding of debugging can…

Computers and Society · Computer Science 2026-04-01 Laurie Gale , Sue Sentance

Providing feedback is an integral part of teaching. Most open online courses on programming make use of automated grading systems to support programming assignments and give real-time feedback. These systems usually rely on test results to…

Software Engineering · Computer Science 2019-05-30 Rahul Gupta , Aditya Kanade , Shirish Shevade

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…

Software Engineering · Computer Science 2024-07-26 Maciej Pankiewicz , Ryan S. Baker

The kind of help a student receives during a task has been shown to play a significant role in their learning process. We designed an interaction scenario with a robotic tutor, in real-life settings based on an inquiry-based learning task.…

Human-Computer Interaction · Computer Science 2018-06-21 Maria Blancas-Muñoz , Vasiliki Vouloutsi , Riccardo Zucca , Anna Mura , Paul F. M. J. Verschure

Background and context: Debugging is a significant and often frustrating challenge for beginner programmers. Understanding students' debugging behaviours and strategies can help to identify common difficulties and inform approaches for…

Computers and Society · Computer Science 2026-04-03 Laurie Gale , Sue Sentance

Debugging is often a challenging and infuriating experience for secondary school students learning their first text-based programming language. Many students resort to ineffective debugging strategies, making success with solving errors…

Human-Computer Interaction · Computer Science 2025-08-27 Laurie Gale , Sue Sentance

Debugging, finding and fixing bugs in code, is a heterogeneous process that shapes novice learners' self-beliefs and motivation in computing. Our Debugging by Design intervention (DbD) provocatively puts students in control over bugs by…

Computers and Society · Computer Science 2023-05-05 Luis Morales-Navarro , Deborah A. Fields , Michael Giang , Yasmin B Kafai
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