Does it matter? If LLMs aren't that, whatever it is, then we should use a different word. Finders keepers.
“I’ll know it when I see it” isn’t a compelling argument.
It feels compelling to me.
So if above human intelligence does happen, I'd assume we'd know it, quite soon.