Yes, the Chinchilla scaling laws from 2022: https://arxiv.org/abs/2203.15556 More parameters directly and mechanically means less prediction error for each token.

(This moves the argument to "is being really good at predicting the next token the same as being intelligent?" which has happily diverted many minds for years now)