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The research applies AI-driven code assistants to analyze a selection of influential computer code that has shaped modern technology, including email, internet browsing, robotics, and malicious software. The original contribution of this…

Machine Learning · Computer Science 2023-01-10 David Noever , Kevin Williams

Large Language Models (LLMs) are currently used for various software development tasks, including generating code snippets to solve specific problems. Unlike reuse from the Web, LLMs are limited in providing provenance information about the…

Software Engineering · Computer Science 2025-01-22 Daniele Bifolco , Pietro Cassieri , Giuseppe Scanniello , Massimiliano Di Penta , Fiorella Zampetti

Understanding code is challenging, especially when working in new and complex development environments. Code comments and documentation can help, but are typically scarce or hard to navigate. Large language models (LLMs) are revolutionizing…

Software Engineering · Computer Science 2024-01-18 Daye Nam , Andrew Macvean , Vincent Hellendoorn , Bogdan Vasilescu , Brad Myers

Several advances in deep learning have been successfully applied to the software development process. Of recent interest is the use of neural language models to build tools, such as Copilot, that assist in writing code. In this paper we…

Software Engineering · Computer Science 2024-01-09 Owura Asare , Meiyappan Nagappan , N. Asokan

Large language models (LLMs) are now an integral part of software development workflows and are reshaping the whole process. Traditional technology stack selection has not caught up. Most of the existing selection methods focus solely on…

Software Engineering · Computer Science 2025-09-16 Xiaoyu Zhang , Weipeng Jiang , Juan Zhai , Shiqing Ma , Qingshuang Bao , Chenhao Lin , Chao Shen , Tianlin Li , Yang Liu

Programming students have a widespread access to powerful Generative AI tools like ChatGPT. While this can help understand the learning material and assist with exercises, educators are voicing more and more concerns about an overreliance…

Human-Computer Interaction · Computer Science 2025-02-24 Christian Rahe , Walid Maalej

In the first half of 2025, coding agents have emerged as a category of development tools that have very quickly transitioned to the practice. Unlike ''traditional'' code completion LLMs such as Copilot, agents like Cursor, Claude Code, or…

Software Engineering · Computer Science 2026-04-09 Romain Robbes , Théo Matricon , Thomas Degueule , Andre Hora , Stefano Zacchiroli

Code review is a widespread practice to improve software quality and transfer knowledge. It is often seen as time-consuming due to the need for manual effort and potential delays. Several AI-assisted tools, such as Qodo, GitHub Copilot, and…

Background: Large language models (LLMs) such as ChatGPT are increasingly used in introductory programming courses to provide real-time code generation, debugging, and explanations. While these tools can boost productivity and code quality,…

Software Engineering · Computer Science 2025-10-02 Shiza Andleeb , Brandon Kantorski , Jeffrey C. Carver

In the present study, we provided students an unfiltered access to a state-of-the-art large language model (LLM) chatbot. The chatbot was intentionally designed to mimic proprietary commercial chatbots such as ChatGPT where the chatbot has…

Computers and Society · Computer Science 2024-06-10 Arto Hellas , Juho Leinonen , Leo Leppänen

As one of the most popular dynamic languages, Python experiences a decrease in readability and maintainability when code smells are present. Recent advancements in Large Language Models have sparked growing interest in AI-enabled tools for…

Software Engineering · Computer Science 2024-08-22 Beiqi Zhang , Peng Liang , Qiong Feng , Yujia Fu , Zengyang Li

Generative AI (genAI) tools, such as ChatGPT or Copilot, are advertised to improve developer productivity and are being integrated into software development. However, misaligned trust, skepticism, and usability concerns can impede the…

The widespread availability of large language models (LLMs), such as ChatGPT, has significantly impacted education, raising both opportunities and challenges. Students can frequently interact with LLM-powered, interactive learning tools,…

Artificial Intelligence · Computer Science 2026-03-06 Hunter McNichols , Fareya Ikram , Andrew Lan

Providing sufficient support for students requires substantial resources, especially considering the growing enrollment numbers. Students need help in a variety of tasks, ranging from information-seeking to requiring support with course…

Computers and Society · Computer Science 2024-10-18 Leonardo Pasquarelli , Charles Koutcheme , Arto Hellas

Large language models (LLMs) have demonstrated notable proficiency in code generation, with numerous prior studies showing their promising capabilities in various development scenarios. However, these studies mainly provide evaluations in…

Software Engineering · Computer Science 2024-03-19 Kailun Jin , Chung-Yu Wang , Hung Viet Pham , Hadi Hemmati

The study analyzes the introduction of Microsoft 365 Copilot in a non-university research organization using a repeated cross-sectional employee survey. We assess usefulness, ease of use, output quality and reliability, and usefulness for…

Computers and Society · Computer Science 2026-02-24 Carsten F. Schmidt , Sophie Petzolt , Wolfgang Beinhauer , Ingo Weber , Stefan Langer

The rise in popularity of Large Language Models (LLMs) has prompted discussions in academic circles, with students exploring LLM-based tools for coursework inquiries and instructors exploring them for teaching and research. Even though a…

AI-powered code assistants are widely used to generate code completions, significantly boosting developer productivity. However, these tools typically present suggestions without explaining their rationale, leaving their decision-making…

Human-Computer Interaction · Computer Science 2025-09-23 Runlong Ye , Zeling Zhang , Boushra Almazroua , Michael Liut

Generative AI, particularly Language Models (LMs), has the potential to transform real-world domains with societal impact, particularly where access to experts is limited. For example, in education, training novice educators with expert…

Computation and Language · Computer Science 2025-01-28 Rose E. Wang , Ana T. Ribeiro , Carly D. Robinson , Susanna Loeb , Dora Demszky

Understanding the purpose of source code is a critical task in software maintenance, onboarding, and modernization. While large language models (LLMs) have shown promise in generating code explanations, they often lack grounding in the…

Software Engineering · Computer Science 2025-11-06 Ziv Nevo , Orna Raz , Karen Yorav