The goal isnt to assess the LLM capability at solving any of those problems. The point isnt how good they are at block world puzzles.
The point is to construct non-circular ways of quantifying model performance in reasoning. That the LLM has access to prior exemplars of any given problem is exactly the issue in establishing performance in reasoning, over historical synthesis.