With humans, it has been shown that reasoning processes for different aspects of human behavior are completely distinct from verbalization, they work fully auto

With humans, it has been shown that reasoning processes for different aspects of human behavior are completely distinct from verbalization, they work fully autonomous, and the (inner) verbalization comes afterwards. For LLMs, the tokens (i.e. words) are what the weights are based on, as there isn't other input into them.