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cs.CL2025
A Tale of Two Structures: Do LLMs Capture the Fractal Complexity of Language?
Ibrahim Alabdulmohsin, Andreas Steiner
Language exhibits a fractal structure in its information-theoretic complexity (i.e. bits per token), with self-similarity across scales and long-range dependence (LRD). In this wor…
cs.CL2024
Fractal Patterns May Illuminate the Success of Next-Token Prediction
Ibrahim Alabdulmohsin, Vinh Q. Tran, Mostafa Dehghani
We study the fractal structure of language, aiming to provide a precise formalism for quantifying properties that may have been previously suspected but not formally shown. We esta…