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Context: Test smells are symptoms of sub-optimal design choices adopted when developing test cases. Previous studies have proved their harmfulness for test code maintainability and effectiveness. Therefore, researchers have been proposing…

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

Test smells are defined as sub-optimal design choices developers make when implementing test cases. Hence, similar to code smells, the research community has produced numerous test smell detection tools to investigate the impact of test…

Best testing practices state that tests should verify a single functionality or behavior of the system. Tests that verify multiple behaviors are harder to understand, lack focus, and are more coupled to the production code. An attempt to…

软件工程 · 计算机科学 2026-02-03 Andre Hora , Andy Zaidman

To ensure the quality of a software system, developers perform an activity known as unit testing, where they write code (known as test cases) that verifies the individual software units that make up the system. Like production code, test…

软件工程 · 计算机科学 2023-03-09 Wajdi Aljedaani , Mohamed Wiem Mkaouer , Anthony Peruma , Stephanie Ludi

Background: Test smells indicate potential problems in the design and implementation of automated software tests that may negatively impact test code maintainability, coverage, and reliability. When poorly described, manual tests written in…

Software design smells are design attributes which violate the fundamental design principles. Design smells are a key cause of design debt. Although the activities of design smell identification and measurement are predominantly considered…

软件工程 · 计算机科学 2019-10-15 Asif Imran , Tevfik Kosar

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

Test smells are known as bad development practices that reflect poor design and implementation choices in software tests. Over the last decade, test smells were heavily studied to measure their prevalence and impacts on test…

软件工程 · 计算机科学 2021-11-04 Renaud Rwemalika , Sarra Habchi , Mike Papadakis , Yves Le Traon , Marie-Claude Brasseur

Requirements form the basis for defining software systems' obligations and tasks. Testable requirements help prevent failures, reduce maintenance costs, and make it easier to perform acceptance tests. However, despite the importance of…

软件工程 · 计算机科学 2024-03-27 Morteza Zakeri-Nasrabadi , Saeed Parsa

Code smells are symptoms of potential code quality problems that may affect software maintainability, thus increasing development costs and impacting software reliability. Large language models (LLMs) have shown remarkable capabilities for…

Nowadays, modern applications are developed using components written in different programming languages. These systems introduce several advantages. However, as the number of languages increases, so does the challenges related to the…

软件工程 · 计算机科学 2021-01-18 Mouna Abidi , Md Saidur Rahman , Moses Openja , Foutse Khomh

Test smells arise from poor design practices and insufficient domain knowledge, which can lower the quality of test code and make it harder to maintain and update. Manually refactoring test smells is time-consuming and error-prone,…

软件工程 · 计算机科学 2025-02-12 Yi Gao , Xing Hu , Xiaohu Yang , Xin Xia

Eradication of code smells is often pointed out as a way to improve readability, extensibility and design in existing software. However, code smell detection in large systems remains time consuming and error-prone, partly due to the…

软件工程 · 计算机科学 2012-05-01 Tiago Pessoa , Fernando Brito e Abreu , Miguel Pessoa Monteiro , Sergio Bryton

The accuracy reported for code smell-detecting tools varies depending on the dataset used to evaluate the tools. Our survey of 45 existing datasets reveals that the adequacy of a dataset for detecting smells highly depends on relevant…

软件工程 · 计算机科学 2023-06-05 Morteza Zakeri-Nasrabadi , Saeed Parsa , Ehsan Esmaili , Fabio Palomba

Test smells reduce test suite reliability and complicate maintenance. While many methods detect test smells, few support automated removal, and most rely on static analysis or machine learning. This study evaluates models with relatively…

Context: Software specifications are usually written in natural language and may suffer from imprecision, ambiguity, and other quality issues, called thereafter, requirement smells. Requirement smells can hinder the development of a project…

软件工程 · 计算机科学 2024-04-18 Emanuele Gentili , Davide Falessi

Test smells, similar to code smells, can negatively impact both the test code and the production code being tested. Despite extensive research on test smells in languages like Java, Scala, and Python, automated tools for detecting test…

软件工程 · 计算机科学 2024-05-08 Partha P. Paul , Md Tonoy Akanda , M. Raihan Ullah , Dipto Mondal , Nazia S. Chowdhury , Fazle M. Tawsif

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

Use case modeling is very popular to represent the functionality of the system to be developed, and it consists of two parts: use case diagram and use case description. Use case descriptions are written in structured natural language (NL),…

软件工程 · 计算机科学 2020-09-04 Yotaro Seki , Shinpei Hayashi , Motoshi Saeki
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