Dimensional Decoupling: Resolving Man-Made Hallucinations through Epistemic Transparency

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Main Author: Tantisukarom, Chaiya
Format: Recurso digital
Published: Zenodo 2026
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author Tantisukarom, Chaiya
author_facet Tantisukarom, Chaiya
contents <p>The "Man-Made Hallucination" (MMH) is an inherent systemic failure of current Large Language Model architectures. By blending three distinct and irrelevant logic altitudes into a single output string, the AI commits an <strong>Absolute Error</strong>: it presents a projection as a truth. Until the system explicitly separates these dimensions, the user is trapped in a "c-only" reality.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18115268
institution Zenodo
language
publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle Dimensional Decoupling: Resolving Man-Made Hallucinations through Epistemic Transparency
Tantisukarom, Chaiya
<p>The "Man-Made Hallucination" (MMH) is an inherent systemic failure of current Large Language Model architectures. By blending three distinct and irrelevant logic altitudes into a single output string, the AI commits an <strong>Absolute Error</strong>: it presents a projection as a truth. Until the system explicitly separates these dimensions, the user is trapped in a "c-only" reality.</p>
title Dimensional Decoupling: Resolving Man-Made Hallucinations through Epistemic Transparency
url https://doi.org/10.5281/zenodo.18115268