Unverified50% confidenceFactExact time
When defining the `thinking` and `answer` fields in a JSON schema, `thinking` must be placed before `answer`, because the model generating tokens is thinking, and reversing the order causes the model to guess the answer first and then find the reasoning doesn't match with no way to revise it.
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10/17/2026
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VerifiedResearch has found that the chain-of-thought reasoning generated by models does not fully correspond to their actual internal computation processes, and may provide post-hoc explanations unrelated to the true decision-making path.72% similarUnverifiedReasoning models typically return a separate reasoning or thinking field in the response, distinct from the final answer field.72% similarUnverifiedLarge language models exhibit a "knowing but not acting" phenomenon in theory of mind (ToM) reasoning tasks: they can correctly infer a character's false belief, but when predicting that character's subsequent action, they give an answer based on objective facts rather than the false belief.69% similarUnverified在生成阶段，使用Pydantic模型CitedAnswer（包含answer、citations、confidence、needs_clarification字段）配合LangChain的JsonOutputParser约束LLM输出结构化JSON，有助于抑制幻觉。69% similarUnverifiedDecision models do not generate text; instead, given an input state and a set of named questions, they return typed answers with probabilities in a single forward pass.68% similar
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