The ability of LLMs to produce articles and correctly answer questions about the world demonstrates that they are not just regurgitating phrases they have seen before—they have captured some aspect of the meaning of language, the idea of an op-ed meant to convince a reader not to fear something or the idea of how a dog walks. Indeed, by reading, well, everything, these models show an impressively human-level comprehension of many facts and features of the world.

