https://answer.freetools.me/tags/%E7%A1%AE%E5%AE%9A%E6%80%A7/ Recent content in 确定性 on Answer Hugo -- 0.152.2 zh-cn Thu, 12 Mar 2026 14:00:43 +0800 https://answer.freetools.me/%E4%B8%BA%E4%BB%80%E4%B9%88%E5%A4%A7%E6%A8%A1%E5%9E%8B%E6%AF%8F%E6%AC%A1%E5%9B%9E%E7%AD%94%E9%83%BD%E4%B8%8D%E4%B8%80%E6%A0%B7%E4%BB%8E%E6%B8%A9%E5%BA%A6%E5%8F%82%E6%95%B0%E5%88%B0%E6%89%B9%E6%AC%A1%E4%B8%8D%E5%8F%98%E6%80%A7%E7%9A%84%E5%AE%8C%E6%95%B4%E6%8A%80%E6%9C%AF%E8%A7%A3%E6%9E%90/ Thu, 12 Mar 2026 14:00:43 +0800 https://answer.freetools.me/%E4%B8%BA%E4%BB%80%E4%B9%88%E5%A4%A7%E6%A8%A1%E5%9E%8B%E6%AF%8F%E6%AC%A1%E5%9B%9E%E7%AD%94%E9%83%BD%E4%B8%8D%E4%B8%80%E6%A0%B7%E4%BB%8E%E6%B8%A9%E5%BA%A6%E5%8F%82%E6%95%B0%E5%88%B0%E6%89%B9%E6%AC%A1%E4%B8%8D%E5%8F%98%E6%80%A7%E7%9A%84%E5%AE%8C%E6%95%B4%E6%8A%80%E6%9C%AF%E8%A7%A3%E6%9E%90/ 深入分析LLM输出随机性的技术根源，从温度参数的数学原理到batch invariance这一被忽视的真正原因，以及如何在生产环境中实现可复现输出