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Large Language Models for Equivalent Mutant Detection: How Far Are We?
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 …
mutants is known to introduce redundant cost and bias issues, hindering the effectiveness of …
Lms: Understanding code syntax and semantics for code analysis
Large language models~(LLMs) demonstrate significant potential to revolutionize software
engineering (SE) by exhibiting outstanding performance in SE tasks such as code and …
engineering (SE) by exhibiting outstanding performance in SE tasks such as code and …
Automatic classification of equivalent mutants in mutation testing of android applications
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 …
defects, but these testing methodologies need to be optimized to mitigate the wasting of …
Gmutant: A gcov based mutation testing analyser
gMutant is a novel mutation analyser to measure the quality of test cases. It is based on
gCov. The existing gCov outputs code coverage (line and branch). Here, we scale it up in …
gCov. The existing gCov outputs code coverage (line and branch). Here, we scale it up in …
Put your hands in the air! reducing manual effort in mutation testing
Mutation testing has attracted a lot of interest because of its reputation as a powerful
adequacy criterion for test suites and for its ability to guide the test case generation …
adequacy criterion for test suites and for its ability to guide the test case generation …
Mutation-Guided LLM-based Test Generation at Meta
This paper describes Meta's ACH system for mutation-guided LLM-based test generation.
ACH generates relatively few mutants (aka simulated faults), compared to traditional …
ACH generates relatively few mutants (aka simulated faults), compared to traditional …
The language mutation problem: Leveraging language product lines for mutation testing of interpreters
Compilers translate programs from a high level of abstraction into a low level representation
that can be understood and executed by the computer; interpreters directly execute …
that can be understood and executed by the computer; interpreters directly execute …
Augmenting equivalent mutant dataset using symbolic execution
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 …
checking whether they can reveal (ie, kill) small and arbitrary lexical changes made to the …
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 …
seeded defects in the source code, and guiding the improvement of the test suites. Although …
[PDF][PDF] Reducing manual efforts in equivalence analysis in mutation testing
Mutation testing has attracted a lot of interest because of its reputation as a powerful
adequacy criterion for test suites and for its ability to guide test case generation. However …
adequacy criterion for test suites and for its ability to guide test case generation. However …