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Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

Human-Computer Interaction · Computer Science 2025-09-10 Bo Yuan , Jiazi Hu

This study evaluates the performance of Large Language Models (LLMs) as an Artificial Intelligence-based tutor for a university course. In particular, different advanced techniques are utilized, such as prompt engineering,…

Generative AI (GenAI) is rapidly entering computer science education, yet its effects on student learning, skill development, and perceptions remain underexplored. Concerns about overreliance coexist with a gap in research on structured…

Computers and Society · Computer Science 2025-05-02 Ethan Dickey , Andres Bejarano , Rhianna Kuperus , Bárbara Fagundes

This paper investigates the factors influencing programmers' adoption of AI-generated JavaScript code recommendations within the context of lightweight, function-level programming tasks. It extends prior research by (1) utilizing objective…

Software Engineering · Computer Science 2026-02-18 Changwen Li , Christoph Treude , Ofir Turel

The importance of managing feedback practices in higher education has been widely recognised, as they play a crucial role in enhancing teaching, learning, and assessment processes. In today's educational landscape, feedback practices are…

Computers and Society · Computer Science 2026-02-04 Daniele Agostini , Federica Picasso

Automation of code reviews using AI models has garnered substantial attention in the software engineering community as a strategy to reduce the cost and effort associated with traditional peer review processes. These models are typically…

Software Engineering · Computer Science 2025-04-24 Leonardo Centellas-Claros , Juan J. Alonso-Lecaros , Juan Pablo Sandoval Alcocer , Andres Neyem

Teaching students how to write code that is elegant, reusable, and comprehensible is a fundamental part of CS1 education. However, providing this "style feedback" in a timely manner has proven difficult to scale. In this paper, we present…

Computers and Society · Computer Science 2024-03-25 Juliette Woodrow , Ali Malik , Chris Piech

This paper presents a case study to examine the affinity of the code review process among young developers in an academic setting. Code review is indispensable considering the positive outcomes it generates. However, it is not an individual…

Computers and Society · Computer Science 2020-04-21 Victor Rivera , Hamna Aslam , Alexandr Naumchev , Daniel de Carvalho , Mansur Khazeev , Manuel Mazzara

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…

Software Engineering · Computer Science 2025-02-26 Sara Nurollahian , Hieke Keuning , Eliane Wiese

Code review remains a critical yet resource-intensive process in software development, particularly challenging in large-scale industrial environments. While Large Language Models (LLMs) show promise for automating code review, existing…

Software Engineering · Computer Science 2025-01-28 Tao Sun , Jian Xu , Yuanpeng Li , Zhao Yan , Ge Zhang , Lintao Xie , Lu Geng , Zheng Wang , Yueyan Chen , Qin Lin , Wenbo Duan , Kaixin Sui

The rapid expansion of AI research has intensified the Reviewer Gap, threatening the peer-review sustainability and perpetuating a cycle of low-quality evaluations. This position paper critiques existing LLM approaches that automatically…

Artificial Intelligence · Computer Science 2026-01-15 JungMin Yun , JuneHyoung Kwon , MiHyeon Kim , YoungBin Kim

This survey organizes the intricate literature on the design and optimization of emerging structures around post-trained LMs. We refer to this overarching structure as scaffolded LMs and focus on LMs that are integrated into multi-step…

Computation and Language · Computer Science 2025-11-05 Matthieu Lin , Jenny Sheng , Andrew Zhao , Shenzhi Wang , Yang Yue , Victor Shea Jay Huang , Huan Liu , Jun Liu , Gao Huang , Yong-Jin Liu

As generative AI models, particularly large language models (LLMs), transform educational feedback practices in higher education (HE) contexts, understanding students' perceptions of different sources of feedback becomes crucial for their…

Human-Computer Interaction · Computer Science 2025-08-13 Audrey Zhang , Yifei Gao , Wannapon Suraworachet , Tanya Nazaretsky , Mutlu Cukurova

This work takes a pedagogical lens to explore the implications of generative AI (GenAI) models and tools, such as ChatGPT and GitHub Copilot, in a semester-long 2nd-year undergraduate Software Engineering Team Project. Qualitative findings…

Software Engineering · Computer Science 2024-10-31 Ahmed Kharrufa , Sami Alghamdi , Abeer Aziz , Christopher Bull

Effective feedback is essential for fostering students' success in scientific inquiry. With advancements in artificial intelligence, large language models (LLMs) offer new possibilities for delivering instant and adaptive feedback. However,…

Artificial Intelligence · Computer Science 2025-02-19 Kathrin Seßler , Arne Bewersdorff , Claudia Nerdel , Enkelejda Kasneci

The increasing popularity of AI, particularly Large Language Models (LLMs), has significantly impacted various domains, including Software Engineering. This study explores the integration of AI tools in software engineering practices within…

Software Engineering · Computer Science 2024-04-18 Sayan Chatterjee , Ching Louis Liu , Gareth Rowland , Tim Hogarth

Large language models (LLMs) are increasingly used to generate feedback, yet their impact on learning remains underexplored, especially compared to existing feedback methods. This study investigates how on-demand LLM-generated explanatory…

Computation and Language · Computer Science 2025-06-23 Danielle R. Thomas , Conrad Borchers , Shambhavi Bhushan , Erin Gatz , Shivang Gupta , Kenneth R. Koedinger

How much have students' ordinary learning processes shifted in response to generative AI, and how does that affect their durable learning outcomes? Self-report surveys show little change, while small-scale behavioral studies report…

Computers and Society · Computer Science 2026-05-22 Sina Rismanchian , Hasan Uzun , Jeffrey Matayoshi , Eric Cosyn , Eyad Kurd-Misto

Background: The increasing adoption of AI assistants in programming has led to numerous studies exploring their benefits. While developers consistently report significant productivity gains from these tools, empirical measurements often…

Human-Computer Interaction · Computer Science 2025-01-07 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Software quality is an important problem for technology companies, since it substantially impacts the efficiency, usefulness, and maintainability of the final product; hence, code review is a must-do activity for software developers. During…

Social and Information Networks · Computer Science 2022-10-11 Abduljaleel Al-Rubaye , Gita Sukthankar