It's like calling a video clip a "picture sequencer".
They don't always match up.
As far as I'm aware, when reasoning does not meet reality, it is called a delusion, and I'm fairly certain that majority of humans are not delusional.
Stallman vehemently states llms are bullshit generators with no true understanding.
But sometimes you can approximate your problem and unfold an llm interlocator to producing the strings you need for your task