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This paper audits five widely used Lean theorem-proving benchmarks, uncovering 398 mechanically certified issues such as counterexamples, vacuous theorems, and unsound axioms. It proposes a fault taxonomy, automated checkers, and release standards to improve evaluation reliability and trustworthiness.