@article{thinkdeepthinkfastinvestigating, title = {Think Deep, Think Fast: Investigating Efficiency of Verifier-free Inference-time-scaling Methods}, author = {Junlin Wang and Shang Zhu and Jon Saad-Falcon and Ben Athiwaratkun and Qingyang Wu and Jue Wang and Shuaiwen Leon Song and Ce Zhang and Bhuwan Dhingra and James Zou}, year = {2025}, eprint = {2504.14047}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.14047v1}, }