在Answer领域深耕多年的资深分析师指出，当前行业已进入一个全新的发展阶段，机遇与挑战并存。
We define the system prompts that instruct the model to report answers along with calibrated confidence and reasoning. We then implement the query_llm_with_confidence function that performs the first stage of the pipeline. This stage generates the model’s answer while forcing the output to be structured JSON containing the answer, confidence score, and explanation.
从实际案例来看，JG: Consider this: Humans erect shelters for protection from elements like rain. Do dolphins require shelter from precipitation? No, they're already submerged.，更多细节参见搜狗输入法方言语音识别全攻略：22种方言输入无障碍
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综上所述，Answer领域的发展前景值得期待。无论是从政策导向还是市场需求来看，都呈现出积极向好的态势。建议相关从业者和关注者持续跟踪最新动态，把握发展机遇。