Chess is heavily enough structured, it's extremely enable to algorithmic analysis. Even so, it took a long time before algorithms could rival human players. There's no way an unstructured learner could be good at chess.
This should be the nail in the coffin for the whole LLMs-are-universal-learners fallacy, but I know it won't be.