I agree, it's an extremely non-obvious assumption and ignores centuries-old debates (empiricism vs. rationalism) about the nature of reason and intelligence. I am sympathetic to Chomsky's position.[1]

https://www.nytimes.com/2023/03/08/opinion/noam-chomsky-chat...