Run · Voynich Manuscript

Element-vocabulary solver for mixed keys, with unit discovery and planted-key ladder: held-out element score, real minus spelling-permuted null…

Element-vocabulary solver for mixed keys, with unit discovery and planted-key ladder: Held-out element score, real minus spelling-permuted null (nats/element), word spacing, learned units.

Untested beyond rung L4 (registered rule); exploratory gap = sequential structure inside words that the content-free generators lack, not Latin wordsVoynich Latin +0.27 / +0.18 (seeds 3, 4); Italian +0.440

Result

Run	Measured	Result	Against	Decision	Date
RUN-081	Held-out element score, real minus spelling-permuted null (nats/element), word spacing, learned units	Voynich Latin +0.27 / +0.18 (seeds 3, 4); Italian +0.44	Planted-key control (L5-type) +0.60 / +0.50 · content-free texts with Voynich word structure: slot grammar +0.00, self-copying +0.02 · stream: control -0.36, Voynich -0.22. Dictionary coverage real <= permuted for every text incl. the control (0.33 vs 0.36)	Untested beyond rung L4 (registered rule); exploratory gap = sequential structure inside words that the content-free generators lack, not Latin words	22 Oct

What it used and found

Element-vocabulary solver for mixed keys, with unit discovery and planted-key ladder

Method

MTH

ZL3b transcription

Dataset

DAT

Latin or Italian under a chancery mixed key

Answer it tests

ANS

Parameters

T22b-manuscript (exploratory: control fails at L5)

Cite it

Mysteries Department. (2026). Element-vocabulary solver for mixed keys, with unit discovery and planted-key ladder: held-out element score, real minus spelling-permuted null… [Run RUN0D8EQ6Y062H7]. https://mysteriesdept.com/r/RUN0D8EQ6Y062H7

@misc{mysteriesdept_run0d8eq6y062h7,
  title     = {Element-vocabulary solver for mixed keys, with unit discovery and planted-key ladder: held-out element score, real minus spelling-permuted null…},
  author    = {{Mysteries Department}},
  year      = {2026},
  note      = {Run, catalog key RUN0D8EQ6Y062H7},
  url       = {https://mysteriesdept.com/r/RUN0D8EQ6Y062H7}
}