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Developing test code may be a time-consuming task that usually requires much effort and cost, especially when it is done manually. Besides, during this process, developers and testers are likely to adopt bad design choices, which may lead…

软件工程 · 计算机科学 2020-03-13 Nildo Silva Junior , Larissa Rocha , Luana Almeida Martins , Ivan Machado

The manual generation of test scripts is a time-intensive, costly, and error-prone process, indicating the value of automated solutions. Large Language Models (LLMs) have shown great promise in this domain, leveraging their extensive…

软件工程 · 计算机科学 2025-06-18 Victor Alves , Carla Bezerra , Ivan Machado , Larissa Rocha , Tássio Virgínio , Publio Silva

Automatic test generation aims to save developers time and effort by producing test suites with reasonably high coverage and fault detection. However, the focus of search-based generation tools in maximizing coverage leaves other…

软件工程 · 计算机科学 2025-04-11 Geraldine Galindo-Gutierrez

Software is omnipresent within all factors of society. It is thus important to ensure that software are well tested to mitigate bad user experiences as well as the potential for severe financial and human losses. Software testing is however…

软件工程 · 计算机科学 2025-04-30 Jason Wang , Basem Suleiman , Muhammad Johan Alibasa

Software Testing is a well-established area in software engineering, encompassing various techniques and methodologies to ensure the quality and reliability of software systems. However, with the advent of generative artificial intelligence…

软件工程 · 计算机科学 2023-09-18 Aldeida Aleti

Generative Artificial Intelligence (GAI) systems that can automatically generate content in the form of source code or other contents (e.g., images) has seen increasing popularity due to the emergence of tools such as ChatGPT which rely on…

软件工程 · 计算机科学 2026-04-27 Shin Hwei Tan , Haibo Wang , Heng Li

Manual testing, in which testers follow natural language instructions to validate system behavior, remains crucial for uncovering issues not easily captured by automation. However, these test cases often suffer from test smells, quality…

软件工程 · 计算机科学 2025-07-18 Keila Lucas , Rohit Gheyi , Márcio Ribeiro , Fabio Palomba , Luana Martins , Elvys Soares

Introduction: Taxonomies capture knowledge about a particular domain in a succinct manner and establish a common understanding among peers. Researchers use taxonomies to convey information about a particular knowledge area or to support…

软件工程 · 计算机科学 2024-03-06 Michael Unterkalmsteiner , Waleed Abdeen

Test smells are coding issues that typically arise from inadequate practices, a lack of knowledge about effective testing, or deadline pressures to complete projects. The presence of test smells can negatively impact the maintainability and…

软件工程 · 计算机科学 2024-07-31 Keila Lucas , Rohit Gheyi , Elvys Soares , Márcio Ribeiro , Ivan Machado

This paper presents a tertiary review of software quality measurement research. To conduct this review, we examined an initial dataset of 7,811 articles and found 75 relevant and high-quality secondary analyses of software quality research.…

软件工程 · 计算机科学 2021-07-30 Kaylea Champion , Sejal Khatri , Benjamin Mako Hill

Estimating software testability can crucially assist software managers to optimize test budgets and software quality. In this paper, we propose a new approach that radically differs from the traditional approach of pursuing testability…

软件工程 · 计算机科学 2023-08-01 Luca Guglielmo , Leonardo Mariani , Giovanni Denaro

Reliable empirical models such as those used in software effort estimation or defect prediction are inherently dependent on the data from which they are built. As demands for process and product improvement continue to grow, the quality of…

软件工程 · 计算机科学 2021-06-14 Michael Franklin Bosu , Stephen G. MacDonell

The popularity of machine learning has wildly expanded in recent years. Machine learning techniques have been heatedly studied in academia and applied in the industry to create business value. However, there is a lack of guidelines for code…

软件工程 · 计算机科学 2022-03-31 Haiyin Zhang , Luís Cruz , Arie van Deursen

The identification of code smells is largely recognized as a subjective task. Consequently, the automated detection tools available are insufficient to deal with the whole subjectivity involved in the task, requiring human validation.…

软件工程 · 计算机科学 2021-10-07 Luiz Felipi Junionello , Rafael de Mello

Context. Multiple automated techniques have been proposed and developed for mobile application GUI testing aiming to improve effectiveness, efficiency, and practicality. The effectiveness, efficiency, and practicality are 3 fundamental…

软件工程 · 计算机科学 2019-01-01 Yauhen Leanidavich Arnatovich , Lipo Wang

Context: Logging is an important part of modern software projects; logs are used in several tasks such as debugging and testing. Due to the complex nature of logging, it remains a difficult task with several pitfalls that could have serious…

软件工程 · 计算机科学 2026-03-11 Nyyti Saarimäki , Donghwan Shin , Domenico Bianculli

The integration of generative AI tools like ChatGPT into software engineering workflows opens up new opportunities to boost productivity in tasks such as unit test engineering. However, these AI-assisted workflows can also significantly…

软件工程 · 计算机科学 2025-10-14 Baris Ardic , Quentin Le Dilavrec , Andy Zaidman

Code comments are important in software development because they directly influence software maintainability and overall quality. Bad practices of code comments lead to code comment smells, negatively impacting software maintenance. Recent…

软件工程 · 计算机科学 2025-09-01 Ipek Oztas , U Boran Torun , Eray Tüzün

Software testing is still a manual process in many industries, despite the recent improvements in automated testing techniques. As a result, test cases are often specified in natural language by different employees and many redundant test…

软件工程 · 计算机科学 2021-10-18 Markos Viggiato , Dale Paas , Chris Buzon , Cor-Paul Bezemer

Usability issues can hinder the effective use of software. Therefore, various techniques are deployed to diagnose and mitigate them. However, these techniques are costly and time-consuming, particularly in iterative design and development.…

人机交互 · 计算机科学 2025-04-03 Eduard Kuric , Peter Demcak , Matus Krajcovic , Jan Lang