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, 02 Feb 2025 10:00:00 GMT https://www.hansking.cn/blog/2026/Test-timeCompute-yong-geng-duo-tui-li-huan-geng-gao-zheng-que-l https://www.hansking.cn/blog/2026/Test-timeCompute-yong-geng-duo-tui-li-huan-geng-gao-zheng-que-l [{"value":"Test-time Compute：用更多推理换更高正确率","url":"#test-time-compute用更多推理换更高正确率","depth":1},{"value":"一、训练时计算和推理时计算有什么不同","url":"#一训练时计算和推理时计算有什么不同","depth":2},{"value":"二、最简单的方式：Best-of-N","url":"#二最简单的方式best-of-n","depth":2},{"value":"三、自洽性不是简单投票","url":"#三自洽性不是简单投票","depth":2},{"value":"四、搜索与分支：把答案当成一个小型搜索问题","url":"#四搜索与分支把答案当成一个小型搜索问题","depth":2},{"value":"五、动态预算比固定长思考更合理","url":"#五动态预算比固定长思考更合理","depth":2},{"value":"六、推理时计算的成本怎么算","url":"#六推理时计算的成本怎么算","depth":2},{"value":"七、质量收益必须通过对照实验证明","url":"#七质量收益必须通过对照实验证明","depth":2},{"value":"八、什么时候不值得使用更多计算","url":"#八什么时候不值得使用更多计算","depth":2},{"value":"九、生产环境必须设置护栏","url":"#九生产环境必须设置护栏","depth":2},{"value":"十、我的总结：把计算当成预算，而不是信仰","url":"#十我的总结把计算当成预算而不是信仰","depth":2}] Sun, 02 Feb 2025 10:00:00 GMT admin@hansking.cn (HANS) AILLM推理模型Test-time Compute性能优化 https://www.hansking.cn/blog/2026tui-li-mo-xing-xing-qi-wei-shen-me-ce-shi-shi-ji-suan-kai-shi-bian-zhong-yao https://www.hansking.cn/blog/2026tui-li-mo-xing-xing-qi-wei-shen-me-ce-shi-shi-ji-suan-kai-shi-bian-zhong-yao [{"value":"推理模型兴起：为什么测试时计算开始变重要","url":"#推理模型兴起为什么测试时计算开始变重要","depth":1},{"value":"一、为什么单次生成开始遇到瓶颈","url":"#一为什么单次生成开始遇到瓶颈","depth":2},{"value":"二、测试时计算到底在增加什么","url":"#二测试时计算到底在增加什么","depth":2},{"value":"三、推理模型为什么看起来像是在思考","url":"#三推理模型为什么看起来像是在思考","depth":2},{"value":"四、从 Chain-of-Thought 到可验证推理","url":"#四从-chain-of-thought-到可验证推理","depth":2},{"value":"五、为什么这会改变模型训练","url":"#五为什么这会改变模型训练","depth":2},{"value":"六、推理预算是一种新的服务资源","url":"#六推理预算是一种新的服务资源","depth":2},{"value":"七、质量曲线比单点榜单更重要","url":"#七质量曲线比单点榜单更重要","depth":2},{"value":"八、它对模型产品意味着什么","url":"#八它对模型产品意味着什么","depth":2},{"value":"九、它没有解决什么问题","url":"#九它没有解决什么问题","depth":2},{"value":"十、作为开发者应该怎样学习","url":"#十作为开发者应该怎样学习","depth":2},{"value":"十一、我的总结：模型的能力开始有了“运行时维度”","url":"#十一我的总结模型的能力开始有了运行时维度","depth":2}] Sun, 05 Jan 2025 10:00:00 GMT admin@hansking.cn (HANS) AILLM推理模型Test-time Compute发展史