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Reviewing source code from a security perspective has proven to be a difficult task. Indeed, previous research has shown that developers often miss even popular and easy-to-detect vulnerabilities during code review. Initial evidence…

Software Engineering · Computer Science 2022-02-15 Larissa Braz , Christian Aeberhard , Gül Çalikli , Alberto Bacchelli

Software companies spend over 45 percent of cost in dealing with software bugs. An inevitable step of fixing bugs is bug triage, which aims to correctly assign a developer to a new bug. To decrease the time cost in manual work, text…

Software Engineering · Computer Science 2017-04-18 Jifeng Xuan , He Jiang , Yan Hu , Zhilei Ren , Weiqin Zou , Zhongxuan Luo , Xindong Wu

Code review is a mature practice for software quality assurance in software development with which reviewers check the code that has been committed by developers, and verify the quality of code. During the code review discussions, reviewers…

Software Engineering · Computer Science 2022-03-31 Liming Fu , Peng Liang , Beiqi Zhang

Code reviews are an integral part of software development and have been recognized as a crucial practice for minimizing bugs and favouring higher code quality. They serve as an important checkpoint before committing code and play an…

Software Engineering · Computer Science 2024-12-05 Genevieve Caumartin , Qiaolin Qin , Sharon Chatragadda , Janmitsinh Panjrolia , Heng Li , Diego Elias Costa

Code review is a critical practice in software engineering, yet the growing scale and frequency of code patches in modern projects, together with the widespread adoption of AI code assistants, make manual review increasingly challenging.…

Software Engineering · Computer Science 2026-05-26 Bar Weiss , Antonio Abu-Nassar , Adi Sosnovich , Karen Yorav

Software developers often reuse code from online sources such as Stack Overflow within their projects. However, the process of searching for code snippets and integrating them within existing source code can be tedious. In order to improve…

Software Engineering · Computer Science 2021-01-05 Brittany Reid , Christoph Treude , Markus Wagner

Mobile apps have become essential of our daily lives, making code quality a critical concern for developers. Behavioural code smells are characteristics in the source code that induce inappropriate code behaviour during execution, which…

Software Engineering · Computer Science 2026-04-14 Houcine Abdelkader Cherief , Florent Avellaneda , Naouel Moha

Refactoring is a widespread practice that helps developers to improve the maintainability and readability of their code. However, there is a limited number of studies empirically investigating the actual motivations behind specific…

Software Engineering · Computer Science 2018-08-07 Danilo Silva , Nikolaos Tsantalis , Marco Tulio Valente

The automatic generation of source code is one of the long-lasting dreams in software engineering research. Several techniques have been proposed to speed up the writing of new code. For example, code completion techniques can recommend to…

Software Engineering · Computer Science 2023-02-09 Matteo Ciniselli , Luca Pascarella , Emad Aghajani , Simone Scalabrino , Rocco Oliveto , Gabriele Bavota

Software design debt aims to elucidate the rectification attempts of the present design flaws and studies the influence of those to the cost and time of the software. Design smells are a key cause of incurring design debt. Although the…

Software Engineering · Computer Science 2023-10-24 Asif Imran , Tevfik Kosar

Code search engine is an essential tool in software development. Many code search methods have sprung up, focusing on the overall ranking performance of code search. In this paper, we study code search from another perspective by analyzing…

Computation and Language · Computer Science 2024-02-20 Sheng Zhang , Hui Li , Yanlin Wang , Zhao Wei , Yong Xiu , Juhong Wang , Rongong Ji

Large Language Models (LLMs) have demonstrated impressive capabilities in understanding and generating codes. Due to these capabilities, many recent methods are proposed to automatically refine the codes with LLMs. However, we should…

Software Engineering · Computer Science 2024-10-31 Minju Seo , Jinheon Baek , Sung Ju Hwang

Complex software can be hard to read, adapt, and maintain. Refactoring it can create cleaner and self-explanatory code. Refactoring tools try to guide developers towards better code, with more quality. However, most of them take too long to…

Software Engineering · Computer Science 2023-07-21 Sara Fernandes , Ademar Aguiar , André Restivo

Developers deal with code-change-related tasks daily, e.g., reviewing code. Pre-trained code and code-change-oriented models have been adapted to help developers with such tasks. Recently, large language models (LLMs) have shown their…

Software Engineering · Computer Science 2024-07-04 Lishui Fan , Jiakun Liu , Zhongxin Liu , David Lo , Xin Xia , Shanping Li

Determining the most effective Large Language Model for code smell detection presents a complex challenge. This study introduces a structured methodology and evaluation matrix to tackle this issue, leveraging a curated dataset of code…

Software Engineering · Computer Science 2025-04-23 Ahmed R. Sadik , Siddhata Govind

Machine Learning (ML) projects incur novel challenges in their development and productionisation over traditional software applications, though established principles and best practices in ensuring the project's software quality still…

Software Engineering · Computer Science 2022-01-21 Bart van Oort , Luís Cruz , Babak Loni , Arie van Deursen

Code search has usually been evaluated as first-stage retrieval, even though production systems rely on broader pipelines with reranking and developer-style queries. Existing benchmarks also suffer from data contamination, label noise, and…

Software Engineering · Computer Science 2026-05-11 Siqiao Xue , Zihan Liao , Jin Qin , Ziyin Zhang , Yixiang Mu , Fan Zhou , Hang Yu

The code smell is a sign of design and development flaws in a software system that reduces the reusability and maintainability of the system. Refactoring is done as an ongoing practice to remove the code smell from the program code. Among…

Software Engineering · Computer Science 2023-03-21 Pritom Saha Akash , Kevin Chen-Chuan Chang

Software systems naturally evolve, and this evolution often brings design problems that cause system degradation. Architectural smells are typical symptoms of such problems, and several of these smells are related to undesired dependencies…

Software Engineering · Computer Science 2018-08-21 J. Andrés Díaz-Pace , Antonela Tommasel , Daniela Godoy

Change-based code review is used widely in industrial software development. Thus, research on tools that help the reviewer to achieve better review performance can have a high impact. We analyze one possibility to provide cognitive support…

Software Engineering · Computer Science 2018-12-27 Tobias Baum , Steffen Herbold , Kurt Schneider
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