Unverified50% confidenceDecision RuleExact time
For models without a thinking mode, if a correct numerical answer is needed, you should have it show its reasoning process and then read the last line, rather than directly demanding "give only the number".
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10/13/2026
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UnverifiedReasoning models typically return a separate reasoning or thinking field in the response, distinct from the final answer field.77% similarUnverifiedDecision Models have no reasoning step — the model reads the prompt once and directly scores the answer tokens, which is the fundamental reason for their speed.76% similarUnverified自回归模型采用从左到右的顺序生成，推理阶段必须串行执行，无法并行73% similarVerifiedExplicitly instructing the model via prompt to answer only based on the provided context and to respond with "I don't know" if the answer is not present can mitigate hallucination (grounding).72% similarUnverifiedThe core idea of this method is that after an LLM provides an answer and explanation, concepts not mentioned in the explanation are removed from the original input, and the model is re-queried with the simplified input.72% similar
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