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Meng-Jia Xu

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#machine learning Preprint Oct 2026

Hesitation Has a Geometry: Entropy-Trained Hyperbolic Probes for Sparse Activation Steering

When a large language model solves a mathematical problem, its reasoning is largely hierarchical, and the solution often branches at a few tokens where the next-token entropy is high. Such tree-like structure embeds in hyperbolic space with far lower distortion than in Euclidean space. Activation steering, however, usu...

Ze-Yong Zhang, Tung Sum Thomas Kwok, Teng-Fei Ma et al. · 0 citations

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