When Is Benchmark Contamination Detectable? Information Limits and Power-Calibrated Audits

Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma

Behavioral contamination detectors can return "no evidence" either because a benchmark is clean or because the audit has little power. We formalize this distinction for a benchmark…