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In mutation testing the question whether a mutant is equivalent to its program is important in order to compute the correct mutation score. Unfortunately, answering this question is not always possible and can hardly be obtained just by…

Software Engineering · Computer Science 2012-07-11 Simona Nica , Franz Wotawa

Mutation testing has been widely accepted as an approach to guide test case generation or to assess the effectiveness of test suites. Empirical studies have shown that mutants are representative of real faults; yet they also indicated a…

Software Engineering · Computer Science 2019-07-31 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk

Various proxy metrics for test quality have been defined in order to guide developers when writing tests. Code coverage is particularly well established in practice, even though the question of how coverage relates to test quality is a…

Software Engineering · Computer Science 2021-03-15 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

Mutation analysis assesses a test suite's adequacy by measuring its ability to detect small artificial faults, systematically seeded into the tested program. Mutation analysis is considered one of the strongest test-adequacy criteria.…

Software Engineering · Computer Science 2021-03-01 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

A mutant is a program obtained by syntactically modifying a program's source code; an equivalent mutant is a mutant, which is functionally equivalent to the original program. Mutants are primarily used in \emph{mutation testing}, and when…

Software Engineering · Computer Science 2018-07-04 Jorge López , Natalia Kushik , Nina Yevtushenko

When software evolves, opportunities for introducing faults appear. Therefore, it is important to test the evolved program behaviors during each evolution cycle. We conduct an exploratory study to investigate the properties of…

Software Engineering · Computer Science 2021-12-30 Milos Ojdanic , Ezekiel Soremekun , Renzo Degiovanni , Mike Papadakis , Yves Le Traon

Traditionally, mutation testing generates an abundance of small deviations of a program, called mutants. At industrial systems the scale and size of Facebook's, doing this is infeasible. We should not create mutants that the test suite…

Software Engineering · Computer Science 2021-01-28 Moritz Beller , Chu-Pan Wong , Johannes Bader , Andrew Scott , Mateusz Machalica , Satish Chandra , Erik Meijer

Mutation testing has been demonstrated to be one of the most powerful fault-revealing tools in the tester's tool kit. Much previous work implicitly assumed it to be sufficient to re-compute mutant suites per release. Sadly, this makes…

Software Engineering · Computer Science 2022-12-23 Milos Ojdanic , Mike Papadakis , Mark Harman

Mutation testing is a well-established technique for assessing a test suite's quality by injecting artificial faults into production code. In recent years, mutation testing has been extended to machine learning (ML) systems, and deep…

Software Engineering · Computer Science 2021-03-03 Annibale Panichella , Cynthia C. S. Liem

Mutation testing is vital for ensuring software quality. However, the presence of equivalent mutants is known to introduce redundant cost and bias issues, hindering the effectiveness of mutation testing in practical use. Although numerous…

Software Engineering · Computer Science 2024-08-06 Zhao Tian , Honglin Shu , Dong Wang , Xuejie Cao , Yasutaka Kamei , Junjie Chen

Mutation testing is an approach to check the robustness of test suites. The program code is slightly changed by mutations to inject errors. A test suite is robust enough if it finds such errors. Tools for mutation testing usually integrate…

Software Engineering · Computer Science 2024-04-23 Christoph Bockisch , Gabriele Taentzer , Daniel Neufeld

Mutation testing is used to evaluate the effectiveness of test suites. In recent years, a promising variation called extreme mutation testing emerged that is computationally less expensive. It identifies methods where their functionality…

Software Engineering · Computer Science 2022-04-15 Maik Betka , Stefan Wagner

Mutation analysis measures test suite adequacy, the degree to which a test suite detects seeded faults: one test suite is better than another if it detects more mutants. Mutation analysis effectiveness rests on the assumption that mutants…

Software Engineering · Computer Science 2016-11-09 Miltiadis Allamanis , Earl T. Barr , René Just , Charles Sutton

Mutation analysis evaluates test suites and testing techniques by measuring how well they detect seeded defects (mutants). Even though well established in research, mutation analysis is rarely used in practice due to scalability problems…

Software Engineering · Computer Science 2013-03-13 René Just , Michael D. Ernst , Gordon Fraser

Software testing is the important phase of software development process. But, this phase can be easily missed by software developers because of their limited time to complete the project. Since, software developers finish their software…

Software Engineering · Computer Science 2010-02-11 Mrs. R. Jeevarathinam , Dr. Antony Selvadoss Thanamani

With the increasing release of powerful language models trained on large code corpus (e.g. CodeBERT was trained on 6.4 million programs), a new family of mutation testing tools has arisen with the promise to generate more "natural" mutants…

Software Engineering · Computer Science 2023-03-09 Aayush Garg , Renzo Degiovanni , Mike Papadakis , Yves Le Traon

Everyone learns to code nowadays. Writing code, however, does not go without testing, which unfortunately rarely seems to be taught explicitly. Testing is often not deemed important enough or is just not perceived as sufficiently exciting.…

Software Engineering · Computer Science 2024-04-16 Philipp Straubinger , Lena Bloch , Gordon Fraser

Mutation testing is a standard technique to evaluate the quality of a test suite. Due to its computationally intensive nature, many approaches have been proposed to make this technique feasible in real case scenarios. Among these…

Software Engineering · Computer Science 2016-07-11 Ali Parsai , Alessandro Murgia , Serge Demeyer

Mutation testing was proposed to identify weaknesses in test suites by repeatedly generating artificially faulty versions of the software (mutants) and determining if the test suite is sufficient to detect them (kill them). When the tests…

Software Engineering · Computer Science 2024-11-18 Hang Du , Vijay Krishna Palepu , James A. Jones

Coding agents have received significant adoption in software development recently. Unlike traditional LLM-based code completion tools, coding agents work with autonomy (e.g., invoking external tools) and leave visible traces in software…

Software Engineering · Computer Science 2026-02-03 Andre Hora , Romain Robbes
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