A new study from Google AI Research demonstrates that chain-of-thought reasoning helps LLMs retrieve facts already stored in their weights. The researchers found that structured thinking steps act as a retrieval mechanism for dormant data. This suggests that model "hallucinations" often stem from retrieval failure rather than a total lack of knowledge.