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Developers are widely using AI code-generation models, aiming to increase productivity and efficiency. However, there are also quality concerns regarding the AI-generated code. The generated code is produced by models trained on publicly…

Software Engineering · Computer Science 2025-12-08 Ruofan Gao , Amjed Tahir , Peng Liang , Teo Susnjak , Foutse Khomh

Python is known to be used by beginners to professional programmers. Python provides functionality to its community of users through PyPI libraries, which allows developers to reuse functionalities to an application. However, it is unknown…

Large language models (LLMs) are being increasingly adopted for programming work. Prior work shows that while LLMs accelerate task completion for professional programmers, beginning programmers struggle to prompt models effectively.…

Software Engineering · Computer Science 2025-04-29 Yangtian Zi , Luisa Li , Arjun Guha , Carolyn Jane Anderson , Molly Q Feldman

Agentic code assistants are a new generation of AI systems capable of performing end-to-end software engineering tasks. While these systems promise unprecedented productivity gains, their behavior and effectiveness depend heavily on…

Software Engineering · Computer Science 2026-05-26 Helio Victor F. Santos , Vitor Costa , Joao Eduardo Montandon , Marco Tulio Valente

Non-technical end-users increasingly rely on AI code generation to perform technical tasks like data analysis. However, large language models (LLMs) remain unreliable, and it is unclear whether end-users can effectively identify model…

Human-Computer Interaction · Computer Science 2025-08-11 Yuvraj Virk , Dongyu Liu

Programming is a powerful and ubiquitous problem-solving tool. Developing systems that can assist programmers or even generate programs independently could make programming more productive and accessible, yet so far incorporating…

AI coding agents are now submitting pull requests (PRs) to software projects, acting not just as assistants but as autonomous contributors. As these agentic contributions are rapidly increasing across real repositories, little is known…

Software Engineering · Computer Science 2026-01-22 Ramtin Ehsani , Sakshi Pathak , Shriya Rawal , Abdullah Al Mujahid , Mia Mohammad Imran , Preetha Chatterjee

AI coding agents are rapidly transforming software engineering by performing tasks such as feature development, debugging, and testing. Despite their growing impact, the research community lacks a comprehensive dataset capturing how these…

Software Engineering · Computer Science 2026-02-11 Hao Li , Haoxiang Zhang , Ahmed E. Hassan

Developers now have access to a growing array of increasingly autonomous AI tools for software development. While many studies examine copilots that provide chat assistance or code completions, evaluations of coding agents -- which can…

Software Engineering · Computer Science 2025-09-16 Valerie Chen , Ameet Talwalkar , Robert Brennan , Graham Neubig

AI coding assistants have become prolific in recent years. Through a longitudinal mixed-methods investigation, we examined how professional software engineers perceive the effects of AI coding assistants in regard to task focus, developer…

Software Engineering · Computer Science 2026-05-25 Annie Vella , Kelly Blincoe

Large language models (LLMs) for code generation are becoming integral to modern software development, but their real-world prevalence and security impact remain poorly understood. We present the first large-scale empirical study of…

Software Engineering · Computer Science 2025-12-23 Bin Wang , Wenjie Yu , Yilu Zhong , Hao Yu , Keke Lian , Chaohua Lu , Hongfang Zheng , Dong Zhang , Hui Li

Large Language Model (LLM) Agents are advancing quickly, with the increasing leveraging of LLM Agents to assist in development tasks such as code generation. While LLM Agents accelerate code generation, studies indicate they may introduce…

Software Engineering · Computer Science 2026-01-30 Haoming Huang , Pongchai Jaisri , Shota Shimizu , Lingfeng Chen , Sota Nakashima , Gema Rodríguez-Pérez

The recent progress of artificial intelligence(AI) has shown great potentials for alleviating human burden in various complex tasks. From the view of software engineering, AI techniques can be seen in many fundamental aspects of…

Software Engineering · Computer Science 2021-03-02 Wenhe Zhang , Jin He , Kevin Song

At the current pace of technological advancements, Generative AI models, including both Large Language Models and Large Multi-modal Models, are becoming integral to the developer workspace. However, challenges emerge due to the 'black box'…

Software Engineering · Computer Science 2024-05-06 Gregorio Robles , Christoph Treude , Jesus M. Gonzalez-Barahona , Raula Gaikovina Kula

Context: AI code generators are revolutionizing code writing and software development, but their training on large datasets, including potentially untrusted source code, raises security concerns. Furthermore, these generators can produce…

Software Engineering · Computer Science 2024-09-04 Domenico Cotroneo , Roberta De Luca , Pietro Liguori

The rise of Large Language Models (LLMs) as coding agents promises to accelerate software development, but their impact on generated code reproducibility remains largely unexplored. This paper presents an empirical study investigating…

Software Engineering · Computer Science 2026-03-25 Bhanu Prakash Vangala , Ali Adibifar , Ashish Gehani , Tanu Malik

While large language models provide significant convenience for software development, they can lead to ethical issues in job interviews and student assignments. Therefore, determining whether a piece of code is written by a human or…

Software Engineering · Computer Science 2025-05-27 Basak Demirok , Mucahid Kutlu

As autonomous coding agents see rapid adoption, their evaluation has primarily focused on task completion rates holding the target codebase fixed. This leaves a critical question unanswered: does the structural and stylistic quality, or…

Software Engineering · Computer Science 2026-05-20 Priyansh Trivedi , Olivier Schmitt

Large language model (LLM) based coding agents increasingly act as autonomous contributors that generate and merge pull requests, yet their real-world effects on software projects are unclear-especially compared with widely adopted…

Software Engineering · Computer Science 2026-01-28 Shyam Agarwal , Hao He , Bogdan Vasilescu

Artificial Intelligence (AI)-driven code generation tools are increasingly used throughout the software development lifecycle to accelerate coding tasks. However, the security of AI-generated code using Large Language Models (LLMs) remains…

Cryptography and Security · Computer Science 2026-03-10 Mohammed Kharma , Soohyeon Choi , Mohammed AlKhanafseh , David Mohaisen