Thinking to recall: How reasoning unlocks parametric knowledge in LLMs

Google Research shows that chain-of-thought reasoning improves LLM recall of simple factual answers through two mechanisms: using reasoning tokens as a computational buffer and generating related facts to prime correct recall. The phenomenon occurs even when no complex step-by-step reasoning is needed.