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Awdren de Lima Fontão

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Open access Sep 2026

LLM-Pyro: LLM-Based Mutation Testing with Equivalence Triage for Python

Mutation testing assesses test suite quality by injecting controlled faults into production code. Recent studies show that large language models (LLMs) can generate more diverse mutants, closer to real faults, than traditional syntactic operators, though at the cost of more non-compilable, duplicate, and equivalent mut...

Victor Manuel Chang, Marcelo Manoel de Lima, Awdren de Lima Fontão · 0 citations

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