EXTRACTED METHOD: decoded_text_entropy_ngram_validation — E8 Intelligence Research
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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
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View paper (DOI)Open access versionOpenAlexZenodo (CERN European Organization for Nuclear Research)Published 2026-09-06
Authors: Andrew Stewart Caldin