HyperGuide: Hyperbolic Guidance for Efficient Multi-Step Reasoning in Large Language Models

Yuyu Liu, Haotian Xu, Yanan He +3

Multi-step reasoning remains a central challenge for large language models: single-pass generation is efficient but lacks accuracy; tree-search methods explore multiple paths but a…