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相关论文: Impact of AI-tooling on the Engineering Workspace

200 篇论文

Large Language Models (LLMs) increasingly automate software engineering tasks. While recent studies highlight the accelerated adoption of ``AI as a teammate'' in Open Source Software (OSS), developer interaction patterns remain…

软件工程 · 计算机科学 2026-01-21 Haoyu Gao , Peerachai Banyongrakkul , Hao Guan , Mansooreh Zahedi , Christoph Treude

In this paper, we present a comparative study of five autonomous coding agents using AIDev-pop, which is a public dataset containing thousands of AI-generated pull requests (PRs) across popular open-source repositories. We evaluate agents'…

软件工程 · 计算机科学 2026-02-03 Shojibur Rahman , Md Fazle Rabbi , Minhaz Zibran

Organizations have widely deployed generative AI tools, yet productivity gains remain uneven, suggesting that how people use AI matters as much as whether they have access. We conducted a field experiment with 388 employees at a Fortune 500…

综合经济学 · 经济学 2026-04-21 Alex Farach , Alexia Cambon , Lev Tankelevitch , Connie Hsueh , Rebecca Janssen

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…

软件工程 · 计算机科学 2025-07-22 Manaal Basha , Ivan Beschastnikh , Gema Rodriguez-Perez , Cleidson R. B. de Souza

In software development there is a constant pressure to produce code faster and faster without compromising on quality. New tools supporting developers are created in response to this demand. Currently a new generation of such solutions is…

软件工程 · 计算机科学 2023-01-13 Mateusz Jaworski , Dariusz Piotrkowski

Code-recommendation systems, such as Copilot and CodeWhisperer, have the potential to improve programmer productivity by suggesting and auto-completing code. However, to fully realize their potential, we must understand how programmers…

软件工程 · 计算机科学 2024-04-23 Hussein Mozannar , Gagan Bansal , Adam Fourney , Eric Horvitz

The software engineering community recently has witnessed widespread deployment of AI programming assistants, such as GitHub Copilot. However, in practice, developers do not accept AI programming assistants' initial suggestions at a high…

软件工程 · 计算机科学 2023-09-19 Jenny T. Liang , Chenyang Yang , Brad A. Myers

Context: Generative Artificial Intelligence (GenAI) tools, such as GitHub Copilot and GPT tools, represent a paradigm shift in software engineering. While their impact is clear, most studies are short-term, focused on individual…

AI-based code review tools automatically review and comment on pull requests to improve code quality. Despite their growing presence, little is known about their actual impact. We present a large-scale empirical study of 16 popular AI-based…

软件工程 · 计算机科学 2026-04-28 Kexin Sun , Hongyu Kuang , Sebastian Baltes , Xin Zhou , He Zhang , Xiaoxing Ma , Guoping Rong , Dong Shao , Christoph Treude

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…

软件工程 · 计算机科学 2025-01-24 Gal Bakal , Ali Dasdan , Yaniv Katz , Michael Kaufman , Guy Levin

This paper illustrates how generative AI could give opportunities for big productivity gains but also opens up questions about the impact of these new powerful technologies on the way we work and share knowledge. More specifically, we…

综合经济学 · 经济学 2023-08-25 Quentin Gallea

The increasing use of large language model (LLM)-powered code generation tools, such as GitHub Copilot, is transforming software engineering practices. This paper investigates how developers validate and repair code generated by Copilot and…

软件工程 · 计算机科学 2024-05-28 Ningzhi Tang , Meng Chen , Zheng Ning , Aakash Bansal , Yu Huang , Collin McMillan , Toby Jia-Jun Li

With the recent advancement of Artificial Intelligence (AI) and Large Language Models (LLMs), AI-based code generation tools become a practical solution for software development. GitHub Copilot, the AI pair programmer, utilizes machine…

软件工程 · 计算机科学 2024-09-04 Xiyu Zhou , Peng Liang , Beiqi Zhang , Zengyang Li , Aakash Ahmad , Mojtaba Shahin , Muhammad Waseem

As artificial intelligence (AI) tools become increasingly embedded in software development workflows, questions persist about their true impact on developer productivity and experience. This paper presents findings from a mixed-methods…

人机交互 · 计算机科学 2025-08-04 Brian Houck , Travis Lowdermilk , Cody Beyer , Steven Clarke , Ben Hanrahan

Generative AI coding tools are relatively new, and their impact on developers extends beyond traditional coding metrics, influencing beliefs about work and developers' roles in the workplace. This study aims to illuminate developers'…

软件工程 · 计算机科学 2024-10-25 Jenna Butler , Jina Suh , Sankeerti Haniyur , Constance Hadley

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…

Code review is central to software engineering education but hard to scale in capstone projects due to tight deadlines, uneven peer feedback, and limited prior experience. We investigate an LLM-as-reviewer integrated directly into GitHub…

软件工程 · 计算机科学 2026-04-28 Eduardo Oliveira , Michael Fu , Patanamon Thongtanunam , Sonsoles López-Pernas , Mohammed Saqr

In recent years,Large Language Models (LLMs) have significantly improved in generating high-quality code, enabling their integration into developers' Integrated Development Environments (IDEs) as code assistants. These assistants, such as…

软件工程 · 计算机科学 2024-11-20 Tristan Coignion , Clément Quinton , Romain Rouvoy

Quantifying the workplace productivity effects of Generative Artificial Intelligence is now central to economics, management, and public policy. The deployment of AI tools in customer service, writing, software development, and consulting…

计算机与社会 · 计算机科学 2026-05-27 Silvia Bartolucci , Pierpaolo Vivo

With the advances in machine learning, there is a growing interest in AI-enabled tools for autocompleting source code. GitHub Copilot, also referred to as the "AI Pair Programmer", has been trained on billions of lines of open source GitHub…

软件工程 · 计算机科学 2023-04-28 Beiqi Zhang , Peng Liang , Xiyu Zhou , Aakash Ahmad , Muhammad Waseem