Specification grounding, not test quantity, is the main reason AI-written tests improve LLM code: +38 pp correctness and 0% false alarms over a strong edge-prompted baseline.
Barr, Mark Harman, Phil McMinn, Muzammil Shahbaz, and Shin Yoo
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Specification Grounding Drives Test Effectiveness for LLM Code
Specification grounding, not test quantity, is the main reason AI-written tests improve LLM code: +38 pp correctness and 0% false alarms over a strong edge-prompted baseline.