Uncertainty-Aware Budget Allocation for Efficient LLM Tree Search.

arXiv:2610.22858v1 Announce Type: cross Abstract: Tree search enhances multi-step reasoning in large language models (LLMs), yet prevailing methods expand every step with a fixed budget, irrespective of the marginal utility of expansion. We first show, across