It should be noted that these laws aren't, well, laws; "a neural scaling law is an empirical scaling law that describes how neural network performance changes as key factors are scaled up or down.". Notice the word empirical here.

These empirical observations on quantities which aren't "intelligence" since no one has yet defined intelligence.