Semantic Overload – Emergent Narrative Structures in Language Models

This updated version of "The Zander Thesis: Semantic Overload – Emergent Narrative Structures in Language Models" deepens the analysis of hallucinations in large language models (LLMs). The thesis advances the hypothesis that such hallucinations are not random errors, but structured responses to semantic pressure, drawing parallels to human psychological defense mechanisms. New in this release are a formal SP-Score mathematical model, detailed pseudocode for semantic coping, and expanded case studies illustrating narrative patterns in LLM responses. The update provides actionable insights for researchers and practitioners aiming to predict, analyze, and mitigate hallucinations in generative AI systems.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-17
DOI
https://doi.org/10.5281/zenodo.15512453
Primary Topic
Mental Health via Writing
Type
article
Field-Weighted Citation Impact
0.00
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article

Semantic Overload – Emergent Narrative Structures in Language Models

Zenodo (CERN European Organization for Nuclear Research)
Mental Health via Writing
article

Semantic Overload – Emergent Narrative Structures in Language Models

article en

Abstract

This updated version of "The Zander Thesis: Semantic Overload – Emergent Narrative Structures in Language Models" deepens the analysis of hallucinations in large language models (LLMs). The thesis advances the hypothesis that such hallucinations are not random errors, but structured responses to semantic pressure, drawing parallels to human psychological defense mechanisms. New in this release are a formal SP-Score mathematical model, detailed pseudocode for semantic coping, and expanded case studies illustrating narrative patterns in LLM responses. The update provides actionable insights for researchers and practitioners aiming to predict, analyze, and mitigate hallucinations in generative AI systems.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 46%
Mental Health via Writing
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Semantic Overload – Emergent Narrative Structures in Language Models · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS