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As large language models (LLMs) become more powerful and are deployed more autonomously, it will be increasingly important to prevent them from causing harmful outcomes. Researchers have investigated a variety of safety techniques for this…

机器学习 · 计算机科学 2024-07-24 Ryan Greenblatt , Buck Shlegeris , Kshitij Sachan , Fabien Roger

Generative Artificial Intelligence (AI) tools have been used to generate human-like content across multiple domains (e.g., sound, image, text, and programming). However, their reliability in terms of correctness and functionality in novel…

网络与互联网体系结构 · 计算机科学 2025-10-24 Felipe Avencourt Soares , Muriel F. Franco , Eder J. Scheid , Lisandro Z. Granville

The growing use of Large Language Models (LLMs) for automated code generation has enhanced software development efficiency, but often at the cost of security. Generated code frequently overlooks critical concerns, leaving it vulnerable to…

密码学与安全 · 计算机科学 2026-05-26 Mohammed Kharma , Ahmed Sabbah , Mohammad Alkhanafseh , Mohammad Hammoudeh , David Mohaisen

Large language models (LLMs) are now widely used to draft and refactor code, but code that works is not necessarily secure. We evaluate secure code generation using the Instruct Prime, which eliminated compliance-required prompts and cue…

密码学与安全 · 计算机科学 2025-11-07 Arup Datta , Ahmed Aljohani , Hyunsook Do

Generative Pre-Trained Transformer models have been shown to be surprisingly effective at a variety of natural language processing tasks -- including generating computer code. We evaluate the effectiveness of open source GPT models for the…

密码学与安全 · 计算机科学 2024-08-02 Elijah Pelofske , Vincent Urias , Lorie M. Liebrock

With the popularity of automatic code generation tools, such as Copilot, the study of the potential hazards of these tools is gaining importance. In this work, we explore the social bias problem in pre-trained code generation models. We…

计算与语言 · 计算机科学 2023-05-25 Yan Liu , Xiaokang Chen , Yan Gao , Zhe Su , Fengji Zhang , Daoguang Zan , Jian-Guang Lou , Pin-Yu Chen , Tsung-Yi Ho

Version control systems for source code, such as Git, are key tools in modern software development environments. Many developers use online services, such as GitHub or GitLab, for collaborative software development. While software projects…

密码学与安全 · 计算机科学 2022-11-15 Alexander Krause , Jan H. Klemmer , Nicolas Huaman , Dominik Wermke , Yasemin Acar , Sascha Fahl

In recent years, the AI wave has grown rapidly in software development. Even novice developers can now design and generate complex framework-constrained software systems based on their high-level requirements with the help of Large Language…

软件工程 · 计算机科学 2025-11-13 Yue Liu , Zhenchang Xing , Shidong Pan , Chakkrit Tantithamthavorn

The increasing trend of using Large Language Models (LLMs) for code generation raises the question of their capability to generate trustworthy code. While many researchers are exploring the utility of code generation for uncovering software…

密码学与安全 · 计算机科学 2024-04-08 Zahra Mousavi , Chadni Islam , Kristen Moore , Alsharif Abuadbba , Muhammad Ali Babar

The rapid advancement of Large Language Models (LLMs) has enhanced software development processes, minimizing the time and effort required for coding and enhancing developer productivity. However, despite their potential benefits, code…

密码学与安全 · 计算机科学 2025-04-30 Swaroop Dora , Deven Lunkad , Naziya Aslam , S. Venkatesan , Sandeep Kumar Shukla

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…

人机交互 · 计算机科学 2025-02-24 Christian Rahe , Walid Maalej

The rapid pace of large-scale software development places increasing demands on traditional testing methodologies, often leading to bottlenecks in efficiency, accuracy, and coverage. We propose a novel perspective on software testing by…

软件工程 · 计算机科学 2025-04-08 Yuchen Wang , Shangxin Guo , Chee Wei Tan

AI coding assistants are now used to generate production code in security-sensitive domains, yet the exploitability of their outputs remains unquantified. We address this gap with Broken by Default: a formal verification study of 3,500 code…

密码学与安全 · 计算机科学 2026-04-09 Dominik Blain , Maxime Noiseux

This paper presents an AI-assisted programming tool called Copilot for Xcode for program composition and design to support human software developers. By seamlessly integrating cloud-based Large Language Models (LLM) with Apple's local…

软件工程 · 计算机科学 2023-07-28 Chee Wei Tan , Shangxin Guo , Man Fai Wong , Ching Nam Hang

GitHub's Copilot for Pull Requests (PRs) is a promising service aiming to automate various developer tasks related to PRs, such as generating summaries of changes or providing complete walkthroughs with links to the relevant code. As this…

软件工程 · 计算机科学 2024-02-15 Tao Xiao , Hideaki Hata , Christoph Treude , Kenichi Matsumoto

AI coding assistants are now widely used in software development. Software developers increasingly integrate AI-generated code into their codebases to improve productivity. Prior studies have shown that AI-generated code may contain code…

软件工程 · 计算机科学 2026-04-28 Yue Liu , Ratnadira Widyasari , Yanjie Zhao , Ivana Clairine Irsan , Junkai Chen , David Lo

Large Language Models (LLMs), such as GitHub Copilot and ChatGPT have become popular among programming students. Students use LLMs to assist them in programming courses, including generating source code. Previous work has evaluated the…

人工智能 · 计算机科学 2025-04-22 Emir Catir , Robin Claesson , Rodothea Myrsini Tsoupidi

[Context] AI assistants, like GitHub Copilot and Cursor, are transforming software engineering. While several studies highlight productivity improvements, their impact on maintainability requires further investigation. [Objective] This…

软件工程 · 计算机科学 2026-02-27 Markus Borg , Dave Hewett , Nadim Hagatulah , Noric Couderc , Emma Söderberg , Donald Graham , Uttam Kini , Dave Farley

This paper presents the latest progress of GPTutor: a ChatGPT-powered programming tool extension in Visual Studio Code. The emergence of Large Language Models (LLMs) has improved software development efficiency, but their performance can be…

人机交互 · 计算机科学 2023-10-26 Eason Chen , Ray Huang , Justa Liang , Damien Chen , Pierce Hung

Security vulnerabilities present in a code that has been written in diverse programming languages are among the most critical yet complicated aspects of source code to detect. Static analysis tools based on rule-based patterns usually do…

密码学与安全 · 计算机科学 2025-08-19 Hael Abdulhakim Ali Humran , Ferdi Sonmez