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.
Llmloop: Improving llm-generated code and tests through automated iterative feedback loops
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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.