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Student experiences in large undergraduate Computer Science courses are increasingly impacted by automated systems. Bots, or agents of software automation, are useful for efficiently grading and generating feedback. Current efforts at…

软件工程 · 计算机科学 2021-03-18 Chris Brown , Chris Parnin

Peer code reviews are crucial for maintaining the quality of the code in software repositories. Developers have introduced a number of software bots to help with the code review process. Despite the benefits of automating code review tasks,…

软件工程 · 计算机科学 2023-05-11 Nivishree Palvannan , Chris Brown

In modern computer science education, massive open online courses (MOOCs) log thousands of hours of data about how students solve coding challenges. Being so rich in data, these platforms have garnered the interest of the machine learning…

机器学习 · 计算机科学 2018-12-18 Mike Wu , Milan Mosse , Noah Goodman , Chris Piech

Feedback is critical in education. This Innovative Practice Full Paper reports lessons learned from improving the quality of feedback in a semi-capstone software engineering course, with particular focus on how to deliver productive…

软件工程 · 计算机科学 2022-08-17 Torgeir Dingsøyr

Programs are a kind of communication to both computers and people, hence as students are trained to write programs they need to learn to write well-designed, readable code rather than code that simply functions correctly. The difficulty in…

计算机与社会 · 计算机科学 2022-11-08 J. Walker Orr

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

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

Programming education should aim to provide students with a broad range of skills that they will later use while developing software. An important aspect in this is their ability to write code that is not only correct but also of high…

软件工程 · 计算机科学 2023-01-27 Maria Tigina , Anastasiia Birillo , Yaroslav Golubev , Hieke Keuning , Nikolay Vyahhi , Timofey Bryksin

We describe a method of automatic feedback provision for students learning programming and computational methods in Python. We have implemented, used and refined this system since 2009 for growing student numbers, and summarise the design…

计算机与社会 · 计算机科学 2015-09-14 Hans Fangohr , Neil O'Brien , Anil Prabhakar , Arti Kashyap

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…

计算与语言 · 计算机科学 2020-05-11 Ekaterina Kochmar , Dung Do Vu , Robert Belfer , Varun Gupta , Iulian Vlad Serban , Joelle Pineau

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…

Computational thinking is increasingly introduced at primary school level, usually with some form of programming activity. In particular, educational robots provide an opportunity for engaging students with programming through hands-on…

软件工程 · 计算机科学 2022-08-30 Luisa Greifenstein , Isabella Graßl , Ute Heuer , Gordon Fraser

In software engineering, it is not enough to simply write code that only works as intended, even if it is free from vulnerabilities and bugs. Every programming language has a style guide and a set of best practices defined by its community,…

While functionality and correctness of code has traditionally been the main focus of computing educators, quality aspects of code are getting increasingly more attention. High-quality code contributes to the maintainability of software…

软件工程 · 计算机科学 2023-04-27 Hieke Keuning , Johan Jeuring , Bastiaan Heeren

Teaching the software engineers of the future to write high-quality code with good style and structure is important. This systematic literature review identifies existing instructional approaches, their objectives, and the strategies used…

软件工程 · 计算机科学 2025-02-26 Sara Nurollahian , Hieke Keuning , Eliane Wiese

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

Providing feedback on programming assignments manually is a tedious, error prone, and time-consuming task. In this paper, we motivate and address the problem of generating feedback on performance aspects in introductory programming…

编程语言 · 计算机科学 2014-09-18 Sumit Gulwani , Ivan Radiček , Florian Zuleger

Ever since Large Language Models (LLMs) and related applications have become broadly available, several studies investigated their potential for assisting educators and supporting students in higher education. LLMs such as Codex, GPT-3.5,…

人工智能 · 计算机科学 2024-07-08 Imen Azaiz , Natalie Kiesler , Sven Strickroth

Artificial students -- models that simulate how learners act and respond within educational systems -- are a promising tool for evaluating tutoring strategies and feedback mechanisms at scale. However, most existing approaches rely on…

人工智能 · 计算机科学 2026-05-14 Charles Koutcheme , Juho Leinonen , Arto Hellas

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
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