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With open-source projects growing in size and complexity, manual compilation becomes tedious and error-prone, highlighting the need for automation to improve efficiency and accuracy. However, the complexity of compilation instruction search…

Software Engineering · Computer Science 2025-05-08 Li Hu , Guoqiang Chen , Xiuwei Shang , Shaoyin Cheng , Benlong Wu , Gangyang Li , Xu Zhu , Weiming Zhang , Nenghai Yu

Most coding-agent benchmarks ask whether generated code behaves correctly. That remains essential, but repository-level engineering is increasingly agent-managed: one agent writes a repository, and later agents inspect, audit, or extend it…

Software Engineering · Computer Science 2026-05-08 Jhen-Ke Lin

RESTful APIs based on HTTP are one of the most important ways to make data and functionality available to applications and software services. However, the quality of the API design strongly impacts API understandability and usability, and…

Software Engineering · Computer Science 2024-09-12 Justus Bogner , Sebastian Kotstein , Daniel Abajirov , Timothy Ernst , Manuel Merkel

Code completion has become an essential tool for daily software development. Existing evaluation benchmarks often employ static methods that do not fully capture the dynamic nature of real-world coding environments and face significant…

Computation and Language · Computer Science 2024-12-17 Jian Yang , Jiajun Zhang , Jiaxi Yang , Ke Jin , Lei Zhang , Qiyao Peng , Ken Deng , Yibo Miao , Tianyu Liu , Zeyu Cui , Binyuan Hui , Junyang Lin

As large language models (LLMs) evolve into autonomous agents, evaluating repository-level reasoning, the ability to maintain logical consistency across massive, real-world, interdependent file systems, has become critical. Current…

Software Engineering · Computer Science 2026-05-05 Jia Li , Yuxin Su , Michael R. Lyu

The evolution of AI coding agents has shifted the frontier from simple snippet completion to autonomous repository-level engineering. However, evaluating these agents remains ill-posed in general code repository generation, where the lack…

Software Engineering · Computer Science 2026-02-27 Xuefeng Li , Nir Ben-Israel , Yotam Raz , Belal Ahmed , Doron Serebro , Antoine Raux

GitHub has become an important platform for code sharing and scientific exchange. With the massive number of repositories available, there is a pressing need for topic-based search. Even though the topic label functionality has been…

Machine Learning · Computer Science 2023-10-24 Yu Zhang , Frank F. Xu , Sha Li , Yu Meng , Xuan Wang , Qi Li , Jiawei Han

Modern code review is a process in which an incremental code contribution made by a code author is reviewed by one or more peers before it is committed to the version control system. An important element of modern code review is verifying…

Writing code requires significant time and effort in software development. To automate this process, researchers have made substantial progress for code generation. Recently, large language models (LLMs) have demonstrated remarkable…

Software Engineering · Computer Science 2025-11-19 Jia Li , Xianjie Shi , Kechi Zhang , Ge Li , Zhi Jin , Lei Li , Huangzhao Zhang , Jia Li , Fang Liu , Yuwei Zhang , Zhengwei Tao , Yihong Dong , Yuqi Zhu , Chongyang Tao

CodeLLMs have gained widespread adoption for code generation tasks, yet their capacity to handle repository-level code generation with complex contextual dependencies remains underexplored. Our work underscores the critical importance of…

Software Engineering · Computer Science 2025-02-11 Nam Le Hai , Dung Manh Nguyen , Nghi D. Q. Bui

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

Large Language Models (LLMs) have shown strong capabilities in code generation and comprehension, yet their application to complex software engineering tasks often suffers from low precision and limited interpretability. We present Repeton,…

Software Engineering · Computer Science 2025-06-11 Nguyen Phu Vinh , Anh Chung Hoang , Chris Ngo , Truong-Son Hy

Recent advances in coding agents suggest rapid progress toward autonomous software development, yet existing benchmarks fail to rigorously evaluate the long-horizon capabilities required to build complete software systems. Most prior…

Mobile application performance is a vital factor for user experience. Yet, performance issues are notoriously difficult to detect in development environments, where they often manifest less conspicuously, making their diagnosis more…

Software Engineering · Computer Science 2026-03-05 Zhengquan Li , Zhenhao Li , Zishuo Ding

AI-agents help developers in different coding tasks, such as developing new features, fixing bugs, and reviewing code. Developers can write a Github issue and assign it to an AI-agent like Copilot for implementation. Based on the issue and…

Software Engineering · Computer Science 2025-12-29 Mohammed Sayagh

GPGPU architectures have become significantly more diverse in recent years, which has led to an emergence of a variety of specialized programming models and software stacks to support them. Portable programming models exist, but they…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-08 Joshua H. Davis , Daniel Nichols , Ishan Khillan , Abhinav Bhatele

Automated code review adoption lags in compliance-heavy settings, where static analyzers produce high-volume, low-rationale outputs, and naive LLM use risks hallucination and incurring cost overhead. We present a production system for…

Software Engineering · Computer Science 2025-10-14 Sayan Mandal , Hua Jiang

Analyzing large scale data has emerged as an important activity for many organizations in the past few years. This large scale data analysis is facilitated by the MapReduce programming and execution model and its implementations, most…

Databases · Computer Science 2012-03-02 Iman Elghandour , Ashraf Aboulnaga

Large Language Models (LLMs) have substantially influenced various software engineering tasks. Indeed, in the case of software refactoring, traditional LLMs have shown the ability to reduce development time and enhance code quality.…

Software Engineering · Computer Science 2026-03-06 Khouloud Oueslati , Maxime Lamothe , Foutse Khomh

Software quality is an important problem for technology companies, since it substantially impacts the efficiency, usefulness, and maintainability of the final product; hence, code review is a must-do activity for software developers. During…

Social and Information Networks · Computer Science 2022-10-11 Abduljaleel Al-Rubaye , Gita Sukthankar