The only thing worse than an LLM for making stuff up and giving fake numbers is an LLM "Detector". They are so full of false positives and false negatives and b

The only thing worse than an LLM for making stuff up and giving fake numbers is an LLM "Detector". They are so full of false positives and false negatives and bogus percentages, as to be actively harmful to human trust and academic integrity. And how do you follow up, to verify or falsify their results?