VibeCheck: Assessing the Quality of LLM-Generated Unit Tests: A Multi-agent Empirical Study across Heterogeneous Repositories
VibeCheck provides a reliability-oriented framework for evaluating LLM-generated tests beyond pass/fail outcomes, and shows a clear execution-adequacy gap: generated tests are often runnable but frequently lack strong assertions and meaningful behavioral coverage.