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Context: In the realm of software development, maintaining high software quality is a persistent challenge. However, this challenge is often impeded by the lack of comprehensive understanding of how specific code modifications influence…

Software Engineering · Computer Science 2024-04-08 Thomas Karanikiotis , Andreas L. Symeonidis

Annotation guidelines used to guide the annotation of training and evaluation datasets can have a considerable impact on the quality of machine learning models. In this study, we explore the effects of annotation guidelines on the quality…

Information Retrieval · Computer Science 2018-10-15 Faiz Ali Shah , Kairit Sirts , Dietmar Pfahl

Understanding the reasons behind past code changes is critical for many software engineering tasks, including refactoring and reviewing code, diagnosing bugs, and implementing new features. Unfortunately, locating and reconstructing this…

Software Engineering · Computer Science 2026-04-14 Mehedi Sun , Antu Saha , Nadeeshan De Silva , Antonio Mastropaolo , Oscar Chaparro

Background: Noise, defined as an unwanted sound, is one of the commonest factors that could affect people's performance in their daily work activities. The software engineering research community has marginally investigated the effects of…

Software Engineering · Computer Science 2018-07-12 Simone Romano , Giuseppe Scanniello , Davide Fucci , Natalia Juristo , Burak Turhan

Measuring performance & quantifying a performance change are core evaluation techniques in programming language and systems research. Of 122 recent scientific papers, as many as 65 included experimental evaluation that quantified a…

Methodology · Statistics 2020-07-22 Tomas Kalibera , Richard Jones

Code smells represent sub-optimal implementation choices applied by developers when evolving software systems. The negative impact of code smells has been widely investigated in the past: besides developers' productivity and ability to…

Software Engineering · Computer Science 2019-05-28 Gemma Catolino , Fabio Palomba , Francesca Arcelli Fontana , Andrea De Lucia , Andy Zaidman , Filomena Ferrucci

Code review is an essential component of software development, playing a vital role in ensuring a comprehensive check of code changes. However, the continuous influx of pull requests and the limited pool of available reviewer candidates…

Software Engineering · Computer Science 2024-01-22 Yu Qiao , Jian Wang , Can Cheng , Wei Tang , Peng Liang , Yuqi Zhao , Bing Li

Code review remains a critical yet resource-intensive process in software development, particularly challenging in large-scale industrial environments. While Large Language Models (LLMs) show promise for automating code review, existing…

Software Engineering · Computer Science 2025-01-28 Tao Sun , Jian Xu , Yuanpeng Li , Zhao Yan , Ge Zhang , Lintao Xie , Lu Geng , Zheng Wang , Yueyan Chen , Qin Lin , Wenbo Duan , Kaixin Sui

Code review generation can reduce developer effort by producing concise, reviewer-style feedback for a given code snippet or code change. However, generation-only models often produce generic or off-point reviews, while retrieval-only…

Software Engineering · Computer Science 2026-03-26 Qianru Meng , Xiao Zhang , Zhaochen Ren , Joost Visser

Code quality remains an abstract concept that fails to get traction at the business level. Consequently, software companies keep trading code quality for time-to-market and new features. The resulting technical debt is estimated to waste up…

Software Engineering · Computer Science 2022-03-10 Adam Tornhill , Markus Borg

Due to the growing number of cyber attacks against computer systems, we need to pay special attention to the security of our software systems. In order to maximize the effectiveness, excluding the human component from this process would be…

Cryptography and Security · Computer Science 2021-05-18 Tamás Viszkok , Péter Hegedűs , Rudolf Ferenc

Regression testing is an important part of quality control in both software and embedded products, where hardware is involved. It is also one of the most expensive and time consuming part of the product cycle. To improve the cost…

Software Engineering · Computer Science 2019-10-24 Tri Quach , Tommi Oinonen , Antti Karjalainen

The code review comment (CRC) is pivotal in the process of modern code review. It provides reviewers with the opportunity to identify potential bugs, offer constructive feedback, and suggest improvements. Clear and concise code review…

Software Engineering · Computer Science 2025-04-25 Junkai Chen , Zhenhao Li , Qiheng Mao , Xing Hu , Kui Liu , Xin Xia

In today's legal environment, lawsuits and regulatory investigations require companies to embark upon increasingly intensive data-focused engagements to identify, collect and analyze large quantities of data. When documents are staged for…

Information Retrieval · Computer Science 2019-04-04 Rishi Chhatwal , Peter Gronvall , Nathaniel Huber-Fliflet , Robert Keeling , Jianping Zhang , Haozhen Zhao

Online commerce relies heavily on user generated reviews to provide unbiased information about products that they have not physically seen. The importance of reviews has attracted multiple exploitative online behaviours and requires methods…

Computation and Language · Computer Science 2024-05-14 Priyabrata Karmakar , John Hawkins

Peer review is a key activity intended to preserve the quality and integrity of scientific publications. However, in practice it is far from perfect. We aim at understanding how reviewers, including those who have won awards for reviewing,…

Software Engineering · Computer Science 2021-06-21 Neil A. Ernst , Jeffrey C. Carver , Daniel Mendez , Marco Torchiano

Peer-review plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

Computation and Language · Computer Science 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang

Duplicated code has a negative impact on the quality of software systems and should be detected at least. In this paper, we discuss an approach that improves source code retrieval using the structural information about the programs. We…

Software Engineering · Computer Science 2013-08-19 Yoshihisa Udagawa

Just-in-time defect prediction assigns a defect risk to each new change to a software repository in order to prioritize review and testing efforts. Over the last decades different approaches were proposed in literature to craft more…

Software Engineering · Computer Science 2022-09-29 Peter Bludau , Alexander Pretschner

Background: Research software is crucial for enabling research discoveries and supporting data analysis, simulation, and interpretation across domains. However, evolving requirements, complex inputs, and legacy dependencies hinder the…

Software Engineering · Computer Science 2025-12-16 Md Ariful Islam Malik , Jeffrey C. Carver , Nasir U. Eisty
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