Research Goal and Methodology Objective: The paper examines whether Large Reasoning Models (LRMs) — language models that generate explicit chains of thought — truly engage in meaningful reasoning or merely simulate it. Method: The authors construct synthetic, compositional puzzles of scalable complexity to isolate reasoning behavior. They measure how performance changes across low, medium, and high complexity regimes and…