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The rapid adoption of AI powered coding assistants like ChatGPT and other coding copilots is transforming programming education, raising questions about assessment practices, academic integrity, and skill development. As educators seek…

Computers and Society · Computer Science 2025-05-29 Santiago Berrezueta-Guzman , Stephan Krusche , Stefan Wagner

This paper presents for the first time a detailed analysis of fine-grained navigation style identification in MOOCs backed by a large number of active learners. The result shows 1) whilst the sequential style is clearly in evidence, the…

Human-Computer Interaction · Computer Science 2020-08-12 Lei Shi , Alexandra I. Cristea , Armando M. Toda , Wilk Oliveira

Designing adaptive tutoring systems for software learning presents challenges in determining appropriate instructional modalities. To inform the design of such systems, we conducted an observational study of ten human teacher-student pairs…

Human-Computer Interaction · Computer Science 2026-03-04 Emran Poh , Yueyue Hou , Tianyi Zhang , Jiannan Li

Generative AI creates new opportunities for programming education, but many existing systems remain overly directive, producing lengthy explanations and premature solutions that can overwhelm K-12 novices. In this paper, we present a…

Human-Computer Interaction · Computer Science 2026-05-19 Cassandra Lucas , Anshul Bihani , Rohini Kukka , Chun-Hua Tsai , Jaydeb Sarker , Mia Mohammad Imran

Background: It has long been suggested that user feedback, typically written in natural language by end-users, can help issue detection. However, for large-scale online service systems that receive a tremendous amount of feedback, it…

Software Engineering · Computer Science 2025-08-04 Shuyao Jiang , Jiazhen Gu , Wujie Zheng , Yangfan Zhou , Michael R. Lyu

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

In order to solve today's complex problems in the world of software development, technical knowledge is no longer enough. Previous studies investigating and identifying non-technical skills of software engineers show that creative skills…

Software Engineering · Computer Science 2021-01-05 Wouter Groeneveld , Laurens Luyten , Joost Vennekens , Kris Aerts

The emergence of large language models has enabled vibe coding, a natural language approach to programming in which users describe intent and AI generates or revises code, potentially broadening access to programming while preserving…

Software Engineering · Computer Science 2026-04-27 Ashley J. Chen , Yijia Cao , Minghao Shao , Ramesh Karri , Muhammad Shafique

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 paper focuses on the piloting of CyberScholar, a Generative AI assistant tool that aims to provide formative feedback on writing in K-12 contexts. Specifically, this study explores how students worked with CyberScholar in diverse…

Humans follow criteria when they execute tasks, and these criteria are directly used to assess the quality of task completion. Therefore, having models learn to use criteria to provide feedback can help humans or models to perform tasks…

Computation and Language · Computer Science 2024-06-05 Weizhe Yuan , Pengfei Liu , Matthias Gallé

As AI systems increasingly take on instructional roles - providing feedback, guiding practice, evaluating work - a fundamental question emerges: does it matter to learners who they believe is on the other side? We investigated this using a…

Human-Computer Interaction · Computer Science 2026-04-06 Caitlin Morris , Pattie Maes

Whenever students use any drilling system the question arises how much of their learning is meaningful learning vs memorisation through repetition or rote learning. Although both types of learning have their place in an educational system…

Social coding platforms such as GitHub have become defacto environments for collaborative programming and open source. When these platforms do not support specific cognitive styles, they create barriers to programming for some populations.…

Software Engineering · Computer Science 2024-01-24 Italo Santos , João Felipe Pimentel , Igor Wiese , Igor Steinmacher , Anita Sarma , Marco A. Gerosa

Public agencies are increasingly publishing open data to increase transparency and fuel data-driven innovation. For these organizations, maintaining sufficient data quality is key to continuous re-use but also heavily dependent on feedback…

Software Engineering · Computer Science 2021-10-05 Daniel Rudmark , Magnus Andersson

Explanatory Interactive Learning (XIL) collects user feedback on visual model explanations to implement a Human-in-the-Loop (HITL) based interactive learning scenario. Different user feedback types will have different impacts on user…

Artificial Intelligence · Computer Science 2022-09-27 Misgina Tsighe Hagos , Kathleen M. Curran , Brian Mac Namee

Recent breakthroughs in pre-trained code models, such as CodeBERT and Codex, have shown their superior performance in various downstream tasks. The correctness and unambiguity of API usage among these code models are crucial for achieving…

Software Engineering · Computer Science 2023-09-15 Terry Yue Zhuo , Xiaoning Du , Zhenchang Xing , Jiamou Sun , Haowei Quan , Li Li , Liming Zhu

The computing education community has a rich history of pedagogical innovation designed to support students in introductory courses, and to support teachers in facilitating student learning. Very recent advances in artificial intelligence…

Within PCB design, the reuse of circuit design blocks is a major preventing factor inhibiting beginners from reusing designs made by experts, a common practice in software but non-existent in circuit design at large. Despite efforts to…

Human-Computer Interaction · Computer Science 2025-09-19 Jorge Garza , Steven Swanson

A survey of 26 CS students reveals that AI coding assistants are mainly used for writing code (second to online searches) while AI chatbots are the top resource for debugging. Participants with different coding experience prefer online help…

Human-Computer Interaction · Computer Science 2025-08-07 Natalia Echeverry , Arun Lekshmi Narayanan
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