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A race is underway to embed advanced AI capabilities into products. These product copilots enable users to ask questions in natural language and receive relevant responses that are specific to the user's context. In fact, virtually every…

Software Engineering · Computer Science 2023-12-25 Chris Parnin , Gustavo Soares , Rahul Pandita , Sumit Gulwani , Jessica Rich , Austin Z. Henley

We introduce ComfyUI-Copilot, a large language model-powered plugin designed to enhance the usability and efficiency of ComfyUI, an open-source platform for AI-driven art creation. Despite its flexibility and user-friendly interface,…

Computation and Language · Computer Science 2025-06-06 Zhenran Xu , Xue Yang , Yiyu Wang , Qingli Hu , Zijiao Wu , Longyue Wang , Weihua Luo , Kaifu Zhang , Baotian Hu , Min Zhang

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

Currently, large pre-trained language models are widely applied in neural code completion systems. Though large code models significantly outperform their smaller counterparts, around 70\% of displayed code completions from Github Copilot…

Software Engineering · Computer Science 2024-08-12 Zhensu Sun , Xiaoning Du , Fu Song , Shangwen Wang , Mingze Ni , Li Li , David Lo

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

Recent advancements in Large Language Models (LLMs) and their utilization in code generation tasks have significantly reshaped the field of software development. Despite the remarkable efficacy of code completion solutions in mainstream…

Software Engineering · Computer Science 2024-06-12 Bohdan Petryshyn , Mantas Lukoševičius

With the rise of AI-powered coding assistants, firms and programmers are exploring how to optimize their interaction with them. Research has so far mainly focused on evaluating output quality and productivity gains, leaving aside the…

Human-Computer Interaction · Computer Science 2025-12-24 Charlotte Brandebusemeyer , Tobias Schimmer , Bert Arnrich

Continuous integration is a software engineering practice of frequently merging all developer working copies with a shared main branch, e.g., several times a day. With the advent of GitHub, a platform well known for its "social coding"…

Software Engineering · Computer Science 2015-12-08 Bogdan Vasilescu , Stef van Schuylenburg , Jules Wulms , Alexander Serebrenik , Mark G. J. van den Brand

Context: The increasing reliance on Code Generation Tools (CGTs), such as Windsurf and GitHub Copilot, are revamping programming workflows and raising critical questions about fairness and inclusivity. While CGTs offer potential…

Software Engineering · Computer Science 2025-07-22 Manaal Basha , Ivan Beschastnikh , Gema Rodriguez-Perez , Cleidson R. B. de Souza

In today's software world with its cornucopia of reusable software libraries, when a programmer is faced with a programming task that they suspect can be completed through the use of a library, they often look for code examples using a…

Software Engineering · Computer Science 2021-10-08 Geert Heyman , Rafael Huysegems , Pascal Justen , Tom Van Cutsem

AI-Driven Development Environments (AIDEs) Integrate the power of modern AI into IDEs like Visual Studio Code and JetBrains IntelliJ. By leveraging massive language models and the plethora of openly available source code, AIDEs promise to…

Software Engineering · Computer Science 2022-04-18 Neil Ernst , Gabriele Bavota

Recent advancements in Generative AI offer promising capabilities for spatial analysis. Despite their potential, the integration of generative AI with established GIS platforms remains underexplored. In this study, we propose a framework…

Artificial Intelligence · Computer Science 2024-11-25 Temitope Akinboyewa , Zhenlong Li , Huan Ning , M. Naser Lessani

AI-powered code assistants, such as Copilot, are quickly becoming a ubiquitous component of contemporary coding contexts. Among these environments, computational notebooks, such as Jupyter, are of particular interest as they provide rich…

Human-Computer Interaction · Computer Science 2023-01-27 Andrew M. McNutt , Chenglong Wang , Robert A. DeLine , Steven M. Drucker

Navigating the diverse solution spaces of non-trivial software engineering tasks requires a combination of technical knowledge, problem-solving skills, and creativity. With multiple possible solutions available, each with its own set of…

Software Engineering · Computer Science 2023-01-31 Christoph Treude

New programming languages (e.g., Swift, Go, Rust, etc.) are being introduced to provide a better opportunity for the developers to make software development robust and easy. At the early stage, a programming language is likely to have…

Software Engineering · Computer Science 2021-05-06 Partha Chakraborty , Rifat Shahriyar , Anindya Iqbal , Gias Uddin

Large language models (LLMs) like ChatGPT have shown the potential to assist developers with coding and debugging tasks. However, their role in collaborative issue resolution is underexplored. In this study, we analyzed 1,152…

Software Engineering · Computer Science 2024-12-12 Joy Krishan Das , Saikat Mondal , Chanchal K. Roy

Recent leaps in large language models (LLMs) caused a revolution in programming tools (like GitHub Copilot) that can help with code generation, debugging, and even performance optimization. In this paper, we focus on the capabilities of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-21 Matyáš Brabec , Jiří Klepl , Michal Töpfer , Martin Kruliš

In software development through integrated development environments (IDEs), code completion is one of the most widely used features. Nevertheless, majority of integrated development environments only support completion of methods and APIs,…

Computation and Language · Computer Science 2020-11-02 Alexey Svyatkovskiy , Shao Kun Deng , Shengyu Fu , Neel Sundaresan

Generative AI is changing the way developers interact with software systems, providing services that can produce and deliver new content, crafted to satisfy the actual needs of developers. For instance, developers can ask for new code…

Software Engineering · Computer Science 2024-02-15 Ionut Daniel Fagadau , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

Learning new programming skills requires tailored guidance. With the emergence of advanced Natural Language Generation models like the ChatGPT API, there is now a possibility of creating a convenient and personalized tutoring system with AI…

Human-Computer Interaction · Computer Science 2023-06-16 Eason Chen , Ray Huang , Han-Shin Chen , Yuen-Hsien Tseng , Liang-Yi Li
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