Google AI Research found that chain-of-thought reasoning allows LLMs to retrieve facts they already know but cannot access directly. The study shows that structured thinking triggers latent parametric knowledge. This suggests that model "hallucinations" are often retrieval failures rather than missing data. Practitioners can improve accuracy by prompting for explicit reasoning steps.