The Distribution of Phoneme Frequencies across the World's Languages: Macroscopic and Microscopic Information-Theoretic Models

Fermín Moscoso del Prado Martín, Suchir Salhan
3/3/2026
cs.CL

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Abstract

We demonstrate that the frequency distribution of phonemes across languages can be explained at both macroscopic and microscopic levels. Macroscopically, phoneme rank-frequency distributions closely follow the order statistics of a symmetric Dirichlet distribution whose single concentration parameter scales systematically with phonemic inventory size, revealing a robust compensation effect whereby larger inventories exhibit lower relative entropy. Microscopically, a Maximum Entropy model incorporating constraints from articulatory, phonotactic, and lexical structure accurately predicts language-specific phoneme probabilities. Together, these findings provide a unified information-theoretic account of phoneme frequency structure.

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Cite this paper

@article{martn2026distribution,
  title  = {The Distribution of Phoneme Frequencies across the World's Languages: Macroscopic and Microscopic Information-Theoretic Models},
  author = {Fermín Moscoso del Prado Martín and Suchir Salhan},
  year   = {2026},
  eprint = {2603.02860},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2603.02860v1}
}

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