本文提出RM-PoT框架，旨在提升大型语言模型在复杂数字推理任务中的表现。该框架通过重构问题、代码辅助推理和少量样本学习，显著提高了解题的准确性和鲁棒性。研究表明，问题表述的微小变化会影响解答效果。

Pot是一种自描述、安全、紧凑的数据格式，适合节省空间。Postcard是为Serde设计的无标准库序列化库，支持嵌入式系统，允许自定义序列化。serde-brief是一种高效的自描述二进制格式，类似JSON，支持向后兼容和Rust集成。三者各有特点，适用于不同场景。

本期《派评》介绍了几款值得关注的新应用，包括Pot、MagicNotch、妙鸭相机、Image Toolbox和Ploter。Canary Mail也有最新更新，增强了AI功能。

I just read this article. It is about an Iraq Veteran and his battle with post-traumatic stress. Pretty intense - but worth reading. You can check out the article here - even better, read the full...

Wow. now that was pretty weird. My nose is full of saline water residue. hopefully it will be nice.