TDRepro is presented, an automated approach that leverages large-language models (LLMs) and program analysis to efficiently reproduce TD-test failures and achieves more reliable reproduction, with 55 tests reaching a failure reproduction rate of >99%, compared with 30 tests for FlakeRake.
Shanto Rahman, Talank Baral, August Shi et al.· Proceedings of the 41st IEEE...· 0 citations
Three different types of search options are proposed to reduce the overall search time of iFixFlakies: split options that leverage hierarchical, code similarity, and historical information to better form the subsequences for further search, a pick option that prioritizes running a subsequence of tests based on its expe...
Suzzana Rafi, Meenam Pious, Shanto Rahman et al.· 0 citations
In an empirical comparison that avoids several pitfalls of recent studies, XVada improves on the highest-scoring competitor (TreeVada) both in grammar accuracy and grammar compactness and finds a CVE in the widely used Python Liquid engine.
Mohammad Rifat Arefin, Nuhiat Arefin, Shanto Rahman et al.· arXiv.org· 0 citations
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