EXTRACTED METHOD: decoded_text_entropy_ngram_validation — E8 Intelligence Research

rule: Run independent entropy and n-gram analysis on AI-decoded text; compare statistical coherence against random substitution baseline; if coherence not significantly higher, flag as overfitting. source: rlab #221 Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-06
DOI
https://doi.org/10.5281/zenodo.22470894
Primary Topic
Authorship Attribution and Profiling
Type
preprint
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preprint

EXTRACTED METHOD: decoded_text_entropy_ngram_validation — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Authorship Attribution and Profiling
preprint

EXTRACTED METHOD: decoded_text_entropy_ngram_validation — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

rule: Run independent entropy and n-gram analysis on AI-decoded text; compare statistical coherence against random substitution baseline; if coherence not significantly higher, flag as overfitting. source: rlab #221 Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Authorship Attribution and Profiling
DOIOpen Access PDFOpenAlex
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