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Automated test generation achieves near-zero bug detection on LLM-written code not because tests fail to execute the bugs, but because LLM-generated assertions consistently fail to notice when a fault occurs.
LLMs can slash false positives in dynamic specification inference by generating targeted counterexamples, boosting assertion precision by up to 7%.