HyperGuide: Hyperbolic Guidance for Efficient Multi-Step Reasoning in Large Language Models
HyperGuide is introduced, a framework that treats reasoning as movement through a tree of states embedded in hyperbolic space that matches or exceeds the accuracy of search- and verifier-based baselines while generating substantially fewer tokens than these baselines and about as many as few-shot prompting.