Thinking to Recall: Reasoning Unlocks Parametric Knowledge

Google research showing CoT reasoning substantially expands LLM parametric knowledge recall — unlocking correct answers unreachable via direct prompting, even for simple factual questions. Practical implication: always-on reasoning may be worth the cost for knowledge-intensive agent tasks. RAG may be partially compensating for a solvable reasoning deficit. HuggingFace