LTM: Scalable and Black-Box Similarity-Based Test Suite Minimization Based on Language Models

Test suites tend to grow when software evolves, making it often infeasible to execute all test cases with the allocated testing budgets, especially for large software systems. Test suite minimization (TSM) is employed to improve the efficiency of software testing by removing redundant test cases, th...

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Bibliographic Details
Published in:	IEEE transactions on software engineering Vol. 50; no. 11; pp. 3053 - 3070
Main Authors:	Pan, Rongqi, Ghaleb, Taher A., Briand, Lionel C.
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.11.2024 IEEE Computer Society
Subjects:	Black boxes black-box testing Closed box Codes Euclidean geometry Fault detection genetic algorithm Genetic algorithms Large language models Minimization Optimization pre-trained language models Scalability Similarity Similarity measures Software testing Source coding Test suite minimization test suite reduction Testing time Time measurement Unified modeling language Vectors
ISSN:	0098-5589, 1939-3520
Online Access:	Get full text
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