# Turenne 2026: A Generative Grammar Underlying the Voynich Manuscript, the Pastiche Hypothesis: Evidence from Large Language Models

> Nicolas Turenne, 2026. 5 records on Mysteries Department cite it. The surveys cite it as the only LLM-based Voynich paper in their material and note that…

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# A Generative Grammar Underlying the Voynich Manuscript, the Pastiche Hypothesis: Evidence from Large Language Models

Nicolas Turenne, 2026. _arXiv_.

Proposes that the Voynich text is a generative imitation of language, using position-dependent probabilistic grammars, phonetic comparison with other languages and large language models to match the plant drawings to herbal manuscripts.

**Voynich Manuscript** PreprintChecked against the original0

## What it's used for here

The surveys cite it as the only LLM-based Voynich paper in their material and note that its image matching reports no baseline.

## Cited by on this site 5 records

[5 methods surveys]

Signal processing, cryptanalysis, mathematics, linguistics, inductive methods

SRC

## Cite it

```
Turenne, N. (2026). A Generative Grammar Underlying the Voynich Manuscript, the Pastiche Hypothesis: Evidence from Large Language Models. arXiv. https://arxiv.org/abs/2609.20835
```

[Read it free at arxiv.org](https://arxiv.org/abs/2609.20835)[PDF stored here · 37 pages](https://mysteriesdept.com/sources/SRC0D8MTBSY0GB9/a-generative-grammar-underlying-the-voynich-manuscript-the/pdf)

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**SRC** 0D8MTBSY0GB9

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Preprint

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