Why would you say something so ridiculous?
There is no room for false positive here in the same way you can't randomly find a collision in a hash function if it's strong enough. Like the rate is so infinitesimal that it is effectively zero.
Now replace random number sequence with prompted string of words. And instead of using the PRNG on every word I use it every n words. If the generated text is sufficiently long I can tell by matching the expected deterministic pattern.
You can defeat it by changing the words yourself and triggering a false negative but there isn't really any room for a false positive if the text is long enough and the pattern matches perfectly. If the pattern doesn't match then I can compute a probability.