@misc{liu2025surpass, title={Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling}, author={Runze Liu and Junqi Gao and Jian Zhao and Kaiyan Zhang and Xiu Li and Biqing Qi and Wanli Ouyang and Bowen Zhou}, year={2025}, eprint={2502.06703}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2502.06703} }