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With the rise of Large Language Models (LLMs), AI assistants' ability to utilize tools, especially through API calls, has advanced notably. This progress has necessitated more accurate evaluation methods. Many existing studies adopt static…

Computation and Language · Computer Science 2024-03-28 Honglin Mu , Yang Xu , Yunlong Feng , Xiaofeng Han , Yitong Li , Yutai Hou , Wanxiang Che

Agent-based coding tools have transformed software development practices. Unlike prompt-based approaches that require developers to manually integrate generated code, these agent-based tools autonomously interact with repositories to…

Software Engineering · Computer Science 2026-03-17 Suzuka Yoshimoto , Shun Fujita , Kosei Horikawa , Daniel Feitosa , Yutaro Kashiwa , Hajimu Iida

AI code generators like OpenAI Codex have the potential to assist novice programmers by generating code from natural language descriptions, however, over-reliance might negatively impact learning and retention. To explore the implications…

Human-Computer Interaction · Computer Science 2023-02-22 Majeed Kazemitabaar , Justin Chow , Carl Ka To Ma , Barbara J. Ericson , David Weintrop , Tovi Grossman

Agentic AI workflows (systems that autonomously plan and act) are becoming widespread, yet their task success rate on complex tasks remains low. A promising solution is inference-time alignment, which uses extra compute at test time to…

Coding agents can generate web applications from natural-language descriptions, yet a recent benchmark study shows that generated applications fail to meet functional requirements in over 70% of cases. The core difficulty is that web…

Software Engineering · Computer Science 2026-05-19 Yuxuan Wan , Tingshuo Liang , Jiakai Xu , Jingyu Xiao , Yintong Huo , Michael R Lyu

AI coding agents are increasingly acting as autonomous contributors by generating and submitting pull requests (PRs). However, we lack empirical evidence on how these agent-generated PRs differ from human contributions, particularly in how…

Software Engineering · Computer Science 2026-04-07 Daniel Ogenrwot , John Businge

As software development practices increasingly adopt AI-powered tools, ensuring that such tools can support secure coding has become critical. This study evaluates the effectiveness of GitHub Copilot's recently introduced code review…

Software Engineering · Computer Science 2025-09-18 Amena Amro , Manar H. Alalfi

AI Accelerator (AIA) are specialized hardware e.g., Tensor Processing Unit (TPU), that enable optimal and efficient execution of AI applications and on-device inference. The growing demand for AI applications has led to the widespread…

Cryptography and Security · Computer Science 2026-05-19 Datta Manikanta Sri Hari Danduri , Aravind Kumar Machiry

There has been a growing interest in using Large Language Models (LLMs) for code review thanks to their proven proficiency in code comprehension. The primary objective of most review scenarios is to generate desired review comments (DRCs)…

Software Engineering · Computer Science 2025-01-07 Yongda Yu , Lei Zhang , Guoping Rong , Haifeng Shen , Jiahao Zhang , Haoxiang Yan , Guohao Shi , Dong Shao , Ruiqi Pan , Yuan Li , Qiushi Wang , Zhao Tian

The explosive growth of AI research has driven paper submissions at flagship AI conferences to unprecedented levels, necessitating many venues in 2025 (e.g., CVPR, ICCV, KDD, AAAI, IJCAI, WSDM) to enforce strict per-author submission limits…

Data Structures and Algorithms · Computer Science 2025-06-26 Xiaoyu Li , Zhao Song , Jiahao Zhang

This research introduces an innovative voice-assisted debugging plugin for Python that transforms silent runtime errors into actionable audible diagnostics. By implementing a global exception hook architecture with pyttsx3 text-to-speech…

Code review is a fundamental process in software development that plays a pivotal role in ensuring code quality and reducing the likelihood of errors and bugs. However, code review can be complex, subjective, and time-consuming. Quality…

Software Engineering · Computer Science 2024-02-06 Oussama Ben Sghaier , Houari Sahraoui

With the evergrowing sizes of pre-trained models (PTMs), it has been an emerging practice to only provide the inference APIs for users, namely model-as-a-service (MaaS) setting. To adapt PTMs with model parameters frozen, most current…

Computation and Language · Computer Science 2023-05-25 Ganqu Cui , Wentao Li , Ning Ding , Longtao Huang , Zhiyuan Liu , Maosong Sun

Existing datasets for coding agents evaluate performance on isolated, single pull request (PR) tasks in a stateless manner, failing to capture the reality of real-world software development where code changes accumulate, technical debt…

Software Engineering · Computer Science 2026-04-06 KN Ajay Shastry , Ganesh Senrayan , Shrey Satapara , Pranoy Panda , Chaitanya Devaguptapu

DevOps integrates collaboration, automation, and continuous improvement, enhancing agility, reducing time to market, and ensuring consistent software releases. A key component of this process is GitLab's Merge Request (MR) mechanism, which…

Software Engineering · Computer Science 2025-06-11 Samah Kansab , Matthieu Hanania , Francis Bordeleau , Ali Tizghadam

Modern Code Review (MCR) is a standard in all kinds of organizations that develop software. MCR pays for itself through perceived and proven benefits in quality assurance and knowledge transfer. However, the time invest in MCR is generally…

Software Engineering · Computer Science 2021-04-20 Robert Heumüller

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…

Software Engineering · Computer Science 2026-01-21 Haoyu Gao , Peerachai Banyongrakkul , Hao Guan , Mansooreh Zahedi , Christoph Treude

DevBots are automated tools that perform various tasks in order to support software development. They are a growing trend and have been used in repositories to automate repetitive tasks, as code generators, and as collaborators in eliciting…

Software Engineering · Computer Science 2023-12-12 Vinicius Soares Silva Marques

Software development is a complex, multi-phase process traditionally requiring collaboration among individuals with diverse expertise. We propose AgentMesh, a Python-based framework that uses multiple cooperating LLM-powered agents to…

Software Engineering · Computer Science 2025-07-29 Sourena Khanzadeh

About 32% of a software practitioners' day involves seeking and using information to support task completion. Although the information needs of software practitioners have been studied extensively, the impact of AI-assisted tools on their…

Software Engineering · Computer Science 2025-04-28 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson