Latent Semantic Manifolds Illuminate Language Models | dailyai.report
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Research
157d ago
Latent Semantic Manifolds Illuminate Language Models
A framework treats hidden states of language models (LLMs) as points on a semantic manifold, using the Fisher information metric to map tokens to Voronoi regions. This approach quantifies the expressibility gap, revealing a linear volume scaling law and a rate‑distortion lower bound for finite vocabularies.
The Signal
The results offer a way to assess semantic distortion, guiding design and efficiency worldwide.