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August 5, 2026Open Access

Word-Order Information, Page-Anchored Repetition, and a Data-Estimated Generative Model for the Voynich Manuscript

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LSLloyd Stellar

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Overview

Randomized trial analyzes information metrics in the Voynich Manuscript, suggesting characteristics of its structure and language evolution.

Key Points

  • This paper aims to analyze the Voynich Manuscript's linguistic characteristics using various information-theoretic measurements.
  • Applied a layered measurement battery to the Zandbergen-Landini ZL3b transliteration (34,103 running-text tokens) and compared it against seven medieval reference corpora.
  • Quantified noise floors for character entropy and word-order analysis to evaluate linguistic properties.
  • Simulated Latin scribal abbreviation effects and developed a generative model based on the manuscript's text.
  • Character entropy for the manuscript is significantly lower at h2 = 2.17 bits compared to medieval reference corpora (3.02-3.52 bits).
  • Word reuse decreases across folio and paragraph boundaries, indicating that repetition depends on the physical page layout rather than the linear text.
  • The generative model reproduces 9 of 14 target statistics, indicating systematic residuals suggesting stronger real bindings compared to those the model predicts.

Cite This Study

Lloyd Stellar (2026) studied this question.

synapsesocial.com/papers/6a72e823226790f370657a6ehttps://doi.org/10.5281/zenodo.21773097
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