28-10-2025, 11:20 AM
When you analyse the Voynich Manuscript as a network, you can measure things that ordinary cryptographic tests don't touch normally: reciprocity, clustering, modularity, assortativity, small-world index... These values describe how words connect to one another, not how often they appear. If the text were a simple cipher (monoalphabetic, polyalphabetic or transposition) those structures would be almost flat. In encrypted writing, the relationships between words are destroyed: clustering drops to the level of random noise, modularity disappears, the network stops being small-world, and reciprocity goes close to zero. None of that happens in the Voynich data.
The Voynich graph shows a moderate reciprocity (about 0.10), strong clustering (0.076 compared to 0.0009 for a random graph), a very high small-world index (around 114), negative assortativity, and modularity near 0.32 with 30-plus lexical communities. These are all signatures of a structured language system. The entropy is moderate: not random, not rigid. The Voynich text behaves like human language in network space.
From these results, three interpretations remain possible:
First, it could be a real but unknown language with unusually strong morphological regularity. The network structure looks natural: high modularity and clustering suggest syntax and phrase boundaries, while the negative assortativity shows the presence of functional “hub” words linking content words. The repetitive affixes could belong to a genuine inflectional system, perhaps from a lost or artificial dialect that never developed full orthographic variation. Under my opinion, strange, but feasible.
Second, it might be an invented but rule-driven system that behaves like a proto-language. The graph shows the kind of pattern expected in early or simplified linguistic systems: many unique word forms built from a small set of stems, frequent local repetition, and short connection paths between tokens. The result is a network that mimics the topology of a real language but with less semantic depth, consistent with an experiment in structured speech or a semi-linguistic code. A sort of proto-Esperanto, a deliberately basic but functional invented language.
Third, it could represent a mnemonic code: a designed scheme to store or recall knowledge through structured word forms. In that case the recurring prefixes and suffixes act as markers for categories or concepts. The strong clustering and modularity indicate grouped ideas, while the small-world property would make the network easy to navigate in memory. The entropy and redundancy match what you would expect from a system intended for memorisation, not encryption. This would also fit well with cabalistic or alchemical contexts, and with the thematic organisation of the Voynich, which notably lacks theological content.
Each of these possibilities fits the observed network properties. What the graph makes very unlikely is that the Voynich Manuscript is a random or straightforward cipher. The structure is too human, too internally consistent, and too optimised for association to be pure disguise.
The Voynich graph shows a moderate reciprocity (about 0.10), strong clustering (0.076 compared to 0.0009 for a random graph), a very high small-world index (around 114), negative assortativity, and modularity near 0.32 with 30-plus lexical communities. These are all signatures of a structured language system. The entropy is moderate: not random, not rigid. The Voynich text behaves like human language in network space.
From these results, three interpretations remain possible:
First, it could be a real but unknown language with unusually strong morphological regularity. The network structure looks natural: high modularity and clustering suggest syntax and phrase boundaries, while the negative assortativity shows the presence of functional “hub” words linking content words. The repetitive affixes could belong to a genuine inflectional system, perhaps from a lost or artificial dialect that never developed full orthographic variation. Under my opinion, strange, but feasible.
Second, it might be an invented but rule-driven system that behaves like a proto-language. The graph shows the kind of pattern expected in early or simplified linguistic systems: many unique word forms built from a small set of stems, frequent local repetition, and short connection paths between tokens. The result is a network that mimics the topology of a real language but with less semantic depth, consistent with an experiment in structured speech or a semi-linguistic code. A sort of proto-Esperanto, a deliberately basic but functional invented language.
Third, it could represent a mnemonic code: a designed scheme to store or recall knowledge through structured word forms. In that case the recurring prefixes and suffixes act as markers for categories or concepts. The strong clustering and modularity indicate grouped ideas, while the small-world property would make the network easy to navigate in memory. The entropy and redundancy match what you would expect from a system intended for memorisation, not encryption. This would also fit well with cabalistic or alchemical contexts, and with the thematic organisation of the Voynich, which notably lacks theological content.
Each of these possibilities fits the observed network properties. What the graph makes very unlikely is that the Voynich Manuscript is a random or straightforward cipher. The structure is too human, too internally consistent, and too optimised for association to be pure disguise.
![[+]](https://www.voynich.ninja/images/collapse_collapsed.png)