https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Tue, 21 Jul 2026 10:00:00 GMT https://www.hansking.cn/blog/2026fu-xian-lun-wen-de-gong-cheng-fang-fa-huan-jing-shu-ju-zhi-biao-yu-wu-cha https://www.hansking.cn/blog/2026fu-xian-lun-wen-de-gong-cheng-fang-fa-huan-jing-shu-ju-zhi-biao-yu-wu-cha [{"value":"复现论文的工程方法：环境、数据、指标与误差","url":"#复现论文的工程方法环境数据指标与误差","depth":1},{"value":"一、先定义你要复现到什么程度","url":"#一先定义你要复现到什么程度","depth":2},{"value":"二、把环境变成可记录的实验输入","url":"#二把环境变成可记录的实验输入","depth":2},{"value":"三、核对数据：数量对上不代表内容对上","url":"#三核对数据数量对上不代表内容对上","depth":2},{"value":"四、重新实现指标之前先读清定义","url":"#四重新实现指标之前先读清定义","depth":2},{"value":"五、从最小实验开始逐步放大","url":"#五从最小实验开始逐步放大","depth":2},{"value":"六、随机性要被测量，而不是被假装消除","url":"#六随机性要被测量而不是被假装消除","depth":2},{"value":"七、误差分析要回答“为什么不一样”","url":"#七误差分析要回答为什么不一样","depth":2},{"value":"八、复现报告要诚实区分事实和推测","url":"#八复现报告要诚实区分事实和推测","depth":2},{"value":"九、把复现变成个人能力，而不是一次性作业","url":"#九把复现变成个人能力而不是一次性作业","depth":2},{"value":"总结：复现不是复制数字，而是重建证据","url":"#总结复现不是复制数字而是重建证据","depth":2}] Tue, 21 Jul 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLM论文复现实验工程机器学习