https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Sun, 16 Mar 2025 10:00:00 GMT https://www.hansking.cn/blog/2026tui-li-mo-xing-de-si-wei-lian-ping-ce-yu-jie-guo-jiao-yan https://www.hansking.cn/blog/2026tui-li-mo-xing-de-si-wei-lian-ping-ce-yu-jie-guo-jiao-yan [{"value":"推理模型的思维链评测与结果校验","url":"#推理模型的思维链评测与结果校验","depth":1},{"value":"一、先分清三个概念","url":"#一先分清三个概念","depth":2},{"value":"最终结果监督：答案对不对","url":"#最终结果监督答案对不对","depth":3},{"value":"过程监督：中间步骤是否合理","url":"#过程监督中间步骤是否合理","depth":3},{"value":"可验证中间结果：能否由系统复查","url":"#可验证中间结果能否由系统复查","depth":3},{"value":"二、不要把“展示思维链”当成评测的终点","url":"#二不要把展示思维链当成评测的终点","depth":2},{"value":"三、先设计可评测的任务，而不是先挑模型","url":"#三先设计可评测的任务而不是先挑模型","depth":2},{"value":"四、自动校验器是推理评测的核心资产","url":"#四自动校验器是推理评测的核心资产","depth":2},{"value":"数值与公式","url":"#数值与公式","depth":3},{"value":"代码","url":"#代码","depth":3},{"value":"SQL 与数据操作","url":"#sql-与数据操作","depth":3},{"value":"结构化计划","url":"#结构化计划","depth":3},{"value":"五、如何评测中间步骤","url":"#五如何评测中间步骤","depth":2},{"value":"六、自洽采样有用，但不能迷信多数票","url":"#六自洽采样有用但不能迷信多数票","depth":2},{"value":"七、裁判模型只能当辅助裁判","url":"#七裁判模型只能当辅助裁判","depth":2},{"value":"八、生产环境要校验结果，而不只是评测结果","url":"#八生产环境要校验结果而不只是评测结果","depth":2},{"value":"九、我在评测中最常见的三个误区","url":"#九我在评测中最常见的三个误区","depth":2},{"value":"十、我的总结：让结论接受事实的审判","url":"#十我的总结让结论接受事实的审判","depth":2}] Sun, 16 Mar 2025 10:00:00 GMT admin@hansking.cn (HANS) AILLM推理模型评测思维链