@article{dowetrulyneedsomanysamplesmultillm, title = {Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute}, author = {Jianhao Chen and Zishuo Xun and Bocheng Zhou and Han Qi and Hangfan Zhang and Qiaosheng Zhang and Yang Chen and Wei Hu and Yuzhong Qu and Wanli Ouyang and Shuyue Hu}, year = {2025}, eprint = {2504.00762}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.00762v4}, }