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Validation protocol demonstrates statistical coherence testing in AI-decoded text, highlighting baseline comparisons to detect model overfitting.
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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Andrew Stewart Caldin (2026) studied this question.
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