In the general case, yes, but they can verifiably reproduce at least some copyrighted works verbatim, which implies, at the minimum, that their content is stored in model weights in some fashion.
The output of a LLM, when based heavily on that same page, pretends to be something novel. IMadeThis_Meme.gif