Let me just explain the arithmetic thing real quick; I'm seeing a lot of people not understanding what it's supposed to show (or was supposed to show in 2023).
First, let's agree that an LLM is a Stochastic Parrot, a description which I find poetic, useful, informative, and basically correct.