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Reproducibility in research remains hindered by complex systems involving data, models, tools, and algorithms. Studies highlight a reproducibility crisis due to a lack of standardized reporting, code and data sharing, and rigorous…

Software Engineering · Computer Science 2024-11-05 Venkat S. Malladi , Maria Yazykova , Olesya Melnichenko , Yulia Dubinina

Software quality assurance has been a heated topic for several decades, but relatively few analyses were performed on open source software (OSS). As OSS has become very popular in our daily life, many researchers have been keen on the…

Software Engineering · Computer Science 2015-07-27 Jie Xu , Luiz Fernando Capretz , Danny Ho

Software code quality is a construct with three dimensions: maintainability, reliability, and functionality. Although many firms have incorporated code quality metrics in their operations, evaluating these metrics still lacks consistent…

Software Engineering · Computer Science 2024-01-17 Siyuan Jin , Mianmian Zhang , Yekai Guo , Yuejiang He , Ziyuan Li , Bichao Chen , Bing Zhu , Yong Xia

Scientific software is essential to scientific innovation and in many ways it is distinct from other types of software. Abandoned (or unmaintained), buggy, and hard to use software, a perception often associated with scientific software can…

Software Engineering · Computer Science 2025-06-23 Addi Malviya Thakur , Reed Milewicz , Mahmoud Jahanshahi , Lavínia Paganini , Bogdan Vasilescu , Audris Mockus

This paper proposes an interactive repository type for research software metadata which measures and documents software sustainability by accumulating metadata, and computing sustainability metrics over them. Such a repository would help to…

Software Engineering · Computer Science 2016-08-18 Stephan Druskat

This systematic literature review examines the critical challenges and solutions related to scalability and maintainability in Machine Learning (ML) systems. As ML applications become increasingly complex and widespread across industries,…

Software Engineering · Computer Science 2025-04-16 Karthik Shivashankar , Ghadi S. Al Hajj , Antonio Martini

Obviously, the dynamism of software reliability research has speeded up significantly in the last period, and we can state the fact that its intensity is approaching, and in some cases is ahead of the information systems hardware…

Software Engineering · Computer Science 2020-03-06 Anton Petrov , Elena Popova , Alexander Petrov

Security is a requirement of utmost importance to produce high-quality software. However, there is still a considerable amount of vulnerabilities being discovered and fixed almost weekly. We hypothesize that developers affect the…

Software Engineering · Computer Science 2021-09-14 Sofia Reis , Rui Abreu , Luis Cruz

Context: Software testability is the degree to which a software system or a unit under test supports its own testing. To predict and improve software testability, a large number of techniques and metrics have been proposed by both…

Software Engineering · Computer Science 2018-12-07 Vahid Garousi , Michael Felderer , Feyza Nur Kilicaslan

Open source projects play a significant role in software production. Most of the software projects reuse and build upon the existing open source projects and libraries. While reusing is a time and cost-saving strategy, some of the key…

Software Engineering · Computer Science 2022-08-03 Javad Ghofrani , Paria Heravi , Kambiz A. Babaei , Mohammad Soorati

One of the biggest expense in software development is the maintenance. Therefore, it is critical to comprehend what triggers maintenance and if it may be predicted. Numerous research have demonstrated that specific methods of assessing the…

Software Engineering · Computer Science 2023-05-18 Al Khan , Remudin Reshid Mekuria , Ruslan Isaev

Automatic testing is a widely adopted technique for improving software quality. Software developers add, remove and update test methods and test classes as part of the software development process as well as during the evolution phase,…

Software Engineering · Computer Science 2017-09-27 Stanislav Levin , Amiram Yehudai

Test case maintainability is an important concern, especially in open source and distributed development environments where projects typically have high contributor turnover with varying backgrounds and experience, and where code ownership…

Software Engineering · Computer Science 2019-10-01 Danielle Gonzalez , Joanna C. S. Santos , Andrew Popovich , Mehdi Mirakhorli , Mei Nagappan

Open-source libraries are widely used by software developers to speed up the development of products, however, they can introduce security vulnerabilities, leading to incidents like Log4Shell. With the expanding usage of open-source…

Context: Over the last decades, open-source software has pervaded the software industry and has become one of the key pillars in software engineering. The incomparable growth of open source reflected that pervasion: Prior work described…

Software Engineering · Computer Science 2022-01-21 Michael Dorner , Maximilian Capraro , Ann Barcomb , Krzysztof Wnuk

AI evaluations have become critical tools for assessing large language model capabilities and safety. This paper presents practical insights from eight months of maintaining $inspect\_evals$, an open-source repository of 70+…

Computation and Language · Computer Science 2025-07-10 Alexandra Abbas , Celia Waggoner , Justin Olive

This paper reports the use of a qualitative methodology for conducting longitudinal case study research on software development. We provide a detailed description and explanation of appropriate methods of qualitative data collection and…

Software Engineering · Computer Science 2021-01-22 Laurie McLeod , Stephen G. MacDonell , Bill Doolin

Software reliability is an important quality attrib-ute, often evaluated as either a function of time or of system structures. The goal of this study is to have this metric cover both for component-based software, be-cause its reliability…

Software Engineering · Computer Science 2007-05-23 Wen-Li Wang , Mei-Huei Tang

Automated Production Systems (aPS) have lifetimes of up to 30-50 years, throughout which the desired products change ever more frequently. This requires flexible, reusable control software that can be easily maintained and evolved. To…

Software Engineering · Computer Science 2022-12-12 Birgit Vogel-Heuser , Felix Ocker

The desire to build quality software systems has been the focus of most software developers and researchers for decades. This has culminated in the design of practices that promote quality in the designed software. Originating from the…

Software Engineering · Computer Science 2022-09-20 Sibonile Moyo