>The existence of the sentiment ‘lol you trained a big model on X so obviously it produces a good probability distribution on X’ only exists because big models proved to be extraordinarily more effective than anyone expected.

No, the "popularity" of that sentiment exists because of their "effectiveness". That sentiment was existing and being voiced 10 years ago.