What is your definition of "stochastic parrot"? Mine is something along the lines of "produces probabilistic completions of language/tokens without having any meaningful internal representation of the concepts underlying the language/tokens."
Early LLMs were like that. That's not what they are now. An LLM got Gold on the Mathematical Olympiad - very difficult math problems that it hadn't seen in advance. You don't do that without some kind of working internal model of mathematics. There is just no way you can get to the right answer by spouting out plausible-sounding sentence completions without understanding what they mean. (If you don't believe me, have a look at the questions.)
Early LLMs were like that. That's not what they are now. An LLM got Gold on the Mathematical Olympiad - very difficult math problems that it hadn't seen in advance. You don't do that without some kind of working internal model of mathematics. There is just no way you can get to the right answer by spouting out plausible-sounding sentence completions without understanding what they mean. (If you don't believe me, have a look at the questions.)