Acknowledgements

本文为论文《s1：用简单方法实现测试时计算扩展》「论文原文」板块的对应章节，按 arXiv 官方全文逐字保留，层级与「中文全文翻译」板块一一对应。

This work was partly conducted using the Stanford Marlowe GPU cluster (Kapfer et al., 2025) made possible by financial support from Stanford University. We thank Alexander M. Rush, Andrew Ilyas, Banghua Zhu, Chenglei Si, Chunting Zhou, John Yang, Ludwig Schmidt, Samy Jelassi, Tengyu Ma, Xuechen Li, Yu Sun and Yue Zhang for very constructive discussions.