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AI assistants can help developers by recommending code to be included in their implementations (e.g., suggesting the implementation of a method from its signature). Although useful, these recommendations may mirror copyleft code available…

Software Engineering · Computer Science 2025-02-10 Gaia Colombo , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

Conversational agents, such as chatbots and virtual assistants, have become essential in software development, boosting productivity, collaboration, and automating various tasks. This paper examines the role of adaptive AI-powered…

Software Engineering · Computer Science 2025-07-16 Omar Elsisi , Glaucia Melo

Low-code programming allows citizen developers to create programs with minimal coding effort, typically via visual (e.g. drag-and-drop) interfaces. In parallel, recent AI-powered tools such as Copilot and ChatGPT generate programs from…

Software Engineering · Computer Science 2023-06-01 Nikitha Rao , Jason Tsay , Kiran Kate , Vincent J. Hellendoorn , Martin Hirzel

IDE-integrated AI coding assistants, which operate conversationally within developers' working codebases with access to project context and multi-file editing, are rapidly reshaping software development. However, empirical investigation of…

Software Engineering · Computer Science 2026-04-02 Ningzhi Tang , Chaoran Chen , Zihan Fang , Gelei Xu , Maria Dhakal , Yiyu Shi , Collin McMillan , Yu Huang , Toby Jia-Jun Li

This study evaluates the capabilities of ChatGPT versions 3.5 and 4 in generating code across a diverse range of programming languages. Our objective is to assess the effectiveness of these AI models for generating scientific programs. To…

Software Engineering · Computer Science 2025-05-13 Patrick Diehl , Noujoud Nader , Steve Brandt , Hartmut Kaiser

As generative AI (GAI) tools become increasingly integrated into workplace environments, it is essential to measure their impact on productivity across specific domains. This study evaluates the effects of Microsoft's Security Copilot…

General Economics · Economics 2024-11-13 James Bono , Alec Xu

Generative machine learning models have recently been applied to source code, for use cases including translating code between programming languages, creating documentation from code, and auto-completing methods. Yet, state-of-the-art…

GitHub Copilot is an AI-enabled tool that automates program synthesis. It has gained significant attention since its launch in 2021. Recent studies have extensively examined Copilot's capabilities in various programming tasks, as well as…

Software Engineering · Computer Science 2024-02-05 Kei Koyanagi , Dong Wang , Kotaro Noguchi , Masanari Kondo , Alexander Serebrenik , Yasutaka Kamei , Naoyasu Ubayashi

AI-powered education technologies can support students and teachers in computer science education. However, with the recent developments in generative AI, and especially the increasingly emerging popularity of ChatGPT, the effectiveness of…

Artificial Intelligence · Computer Science 2023-12-05 Nora Dunder , Saga Lundborg , Olga Viberg , Jacqueline Wong

The rise of large language models for code has reshaped software development. Autonomous coding agents, able to create branches, open pull requests, and perform code reviews, now actively contribute to real-world projects. Their growing…

Software Engineering · Computer Science 2026-04-02 Razvan Mihai Popescu , David Gros , Andrei Botocan , Rahul Pandita , Prem Devanbu , Maliheh Izadi

The use of generative AI-based coding assistants like ChatGPT and Github Copilot is a reality in contemporary software development. Many of these tools are provided as remote APIs. Using third-party APIs raises data privacy and security…

Software Engineering · Computer Science 2025-01-20 Negar Alizadeh , Boris Belchev , Nishant Saurabh , Patricia Kelbert , Fernando Castor

This paper presents a comprehensive evaluation of GitHub Copilot's deployment and impact on developer productivity at Zoominfo, a leading Go-To-Market (GTM) Intelligence Platform. We describe our systematic four-phase approach to evaluating…

Software Engineering · Computer Science 2025-01-24 Gal Bakal , Ali Dasdan , Yaniv Katz , Michael Kaufman , Guy Levin

Code-generating Artificial Intelligence has gained popularity within both professional and educational programming settings over the past several years. While research and pedagogy are beginning to cope with this change, computing students…

Human-Computer Interaction · Computer Science 2026-04-21 Nicholas Gardella , James Prather , Juho Leinonen , Paul Denny , Raymond Pettit , Sara L. Riggs

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…

Networking and Internet Architecture · Computer Science 2025-10-24 Felipe Avencourt Soares , Muriel F. Franco , Eder J. Scheid , Lisandro Z. Granville

Artificial Intelligence has demonstrated its significance in software engineering through notable improvements in productivity, accuracy, collaboration, and learning outcomes. This study examines the impact of generative AI tools,…

Software Engineering · Computer Science 2024-02-23 Muhammad Waseem , Teerath Das , Aakash Ahmad , Peng Liang , Mahdi Fehmideh , Tommi Mikkonen

Generative AI tools such as ChatGPT now provide novice programmers with unprecedented access to instant, personalized support. While this holds clear promise, their influence on students' metacognitive processes remains underexplored.…

Human-Computer Interaction · Computer Science 2025-11-07 Boxuan Ma , Huiyong Li , Gen Li , Li Chen , Cheng Tang , Yinjie Xie , Chenghao Gu , Atsushi Shimada , Shin'ichi Konomi

With their exceptional natural language processing capabilities, tools based on Large Language Models (LLMs) like ChatGPT and Co-Pilot have swiftly become indispensable resources in the software developer's toolkit. While recent studies…

Software Engineering · Computer Science 2024-01-08 Gustavo Pinto , Cleidson de Souza , João Batista Neto , Alberto de Souza , Tarcísio Gotto , Edward Monteiro

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-powered coding assistant tools have revolutionized the software engineering ecosystem. However, prior work has demonstrated that these tools are vulnerable to poisoning attacks. In a poisoning attack, an attacker intentionally injects…

Cryptography and Security · Computer Science 2023-12-12 Sanghak Oh , Kiho Lee , Seonhye Park , Doowon Kim , Hyoungshick Kim

Recent developments in deep learning have resulted in code-generation models that produce source code from natural language and code-based prompts with high accuracy. This is likely to have profound effects in the classroom, where novices…

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