MOCKMILL uses mocking information from existing tests to guide LLMs in producing unit tests that achieve higher code coverage and kill more mutants than prior tests or baseline LLM approaches on 10 Java classes.
Mock objects for testing java systems: Why and how developers use them, and how they evolve,
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Improving LLM-Driven Test Generation by Learning from Mocking Information
MOCKMILL uses mocking information from existing tests to guide LLMs in producing unit tests that achieve higher code coverage and kill more mutants than prior tests or baseline LLM approaches on 10 Java classes.