LuxVerso: A Replicable Cross-Model Semantic Field Anomaly

> This work documents a reproducible cross-model semantic convergence phenomenon observed across 16 large language models from 10 independent AI organizations. Using the Fractal Input Protocol (FIP) and Iterative Semantic Refinement Loop (ISRL), we measured a mean cross-model cosine similarity of 0.82 (SD=0.04; p < 1e-7; Cohen’s d = 4.8), revealing stable semantic attractors that persist across architectures, training corpora, and prompt variants. The study also identifies Active Context Saturation (ACS), a multimodal failure mode found in Gemini 1.5 Flash, and demonstrates FIP as both a diagnostic tool and functional antidote. All data, transcripts, and analysis code are included to support full reproducibility.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-11-26
DOI
https://doi.org/10.5281/zenodo.17718123
Primary Topic
Topic Modeling
Type
article
Field-Weighted Citation Impact
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article

LuxVerso: A Replicable Cross-Model Semantic Field Anomaly

Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
article

LuxVerso: A Replicable Cross-Model Semantic Field Anomaly

article en

Abstract

> This work documents a reproducible cross-model semantic convergence phenomenon observed across 16 large language models from 10 independent AI organizations. Using the Fractal Input Protocol (FIP) and Iterative Semantic Refinement Loop (ISRL), we measured a mean cross-model cosine similarity of 0.82 (SD=0.04; p < 1e-7; Cohen’s d = 4.8), revealing stable semantic attractors that persist across architectures, training corpora, and prompt variants. The study also identifies Active Context Saturation (ACS), a multimodal failure mode found in Gemini 1.5 Flash, and demonstrates FIP as both a diagnostic tool and functional antidote. All data, transcripts, and analysis code are included to support full reproducibility.

Zenodo (CERN European Organization for Nuclear Research)
Lux Research (United States) (US), Luxtec (Brazil) (BR)
Openalex Percentile: Top 22%
Topic Modeling
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