{
  "abstract": "rule: Run transformer model on Voynich text with constraint layer forcing output sequences to satisfy E8 symmetry rules; measure loss drop as evidence of geometric encoding. source: rlab #486\n\nAuthor: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com",
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      "name": "Andrew Stewart Caldin"
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  "bibtex": "https://research.draconitic.com/paper/4mw23944pfgrp.bib",
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  "doi": "10.5281/zenodo.23616883",
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  "id": "4mw23944pfgrp",
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  "published": "2026-10-24",
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  "title": "EXTRACTED METHOD: e8_constrained_transformer_analysis — E8 Intelligence Research",
  "title_text": "EXTRACTED METHOD: e8_constrained_transformer_analysis — E8 Intelligence Research",
  "type": "preprint",
  "updated_at": "2026-11-07T12:20:48Z",
  "url": "https://research.draconitic.com/paper/4mw23944pfgrp",
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