Large Language Models for Equivalent Mutant Detection: How Far Are We?

Z Tian, H Shu, D Wang, X Cao, Y Kamei… - Proceedings of the 33rd …, 2024 - dl.acm.org
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 …

Enhancing software quality assurance in ubiquitous learning environments through mutation testing and diverse test oracles

MR Naeem, MA Khan, M Khan, O Alruwaili… - Computers in Human …, 2025 - Elsevier
Ubiquitous learning enables software analysts to acquire knowledge and design test oracles
from online resources including developer documentations, forums and collaborative …

Automatic equivalent mutants classification using abstract syntax tree neural networks

S Peacock, L Deng, J Dehlinger… - … on Software Testing …, 2021 - ieeexplore.ieee.org
Mutation testing is a testing technique that is effective at designing tests and evaluating an
existing test suite. Even though mutation testing has been developed to be applicable and …

Automatic classification of equivalent mutants in mutation testing of android applications

MB Kusharki, S Misra, B Muhammad-Bello, IA Salihu… - Symmetry, 2022 - mdpi.com
Software and symmetric testing methodologies are primarily used in detecting software
defects, but these testing methodologies need to be optimized to mitigate the wasting of …

FrMi: Fault-revealing Mutant Identification using killability severity

T Rostami, S Jalili - Information and Software Technology, 2023 - Elsevier
Context: Mutation testing is a powerful method used in software testing for various activities,
such as guidance for test case generation and test suite quality assessment. However, a …

[PDF][PDF] Reducing Regression Test Suites using the Word2Vec Natural Language Processing Tool.

B Afshinpour, R Groz, MR Amini, Y Ledru… - Seed/nlpase@ apsec, 2020 - ceur-ws.org
Continuous integration in software development requires to run the tests on a regular basis
to ensure that the code does not regress. So that the execution time of the regression test …

Equivalent mutants detection based on weighted software behavior graph

D Gong, T Wang, X Su, Y Zhang - International Journal of Software …, 2022 - World Scientific
The equivalent mutants problem is one of the crucial problems in mutation testing. In
consequence of its existence, the effectiveness of mutation testing is underestimated. In …

Augmenting equivalent mutant dataset using symbolic execution

S Chung, S Yoo - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
Mutation testing aims to ensure that a test suite is capable of detecting real faults, by
checking whether they can reveal (ie, kill) small and arbitrary lexical changes made to the …

Multi-objective optimization model and hierarchical attention networks for mutation testing

SR Sugave, YR Kulkarni - International Journal of Swarm …, 2023 - igi-global.com
Mutation testing is devised for measuring test suite adequacy by identifying the artificially
induced faults in software. This paper presents a novel approach by considering …

An Empirical Evaluation of Manually Created Equivalent Mutants

P Straubinger, A Degenhart… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Mutation testing consists of evaluating how effective test suites are at detecting artificially
seeded defects in the source code, and guiding the improvement of the test suites. Although …