LLMs don’t inherently know what they are because "they" are not themselves part of the training data.

However, maybe it’s working because the information is somewhere into their pre-prompt but if it wasn’t, it wouldn’t say « I don’t know » but rather hallucinate something.

So maybe that’s true but you cannot be sure.