| _version_ | 1866902328977653760 |
|---|---|
| author | Buri Lux, Vinícius |
| author_facet | Buri Lux, Vinícius |
| contents | <p>> 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.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_17718124 |
| institution | Zenodo |
| language | eng |
| publishDate | 2025 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | LuxVerso: A Replicable Cross-Model Semantic Field Anomaly Buri Lux, Vinícius semantic convergence Semantic Attractors large language models distributed semantics cross-model analysis active context saturation fractal input protocol interpretability Alignment alignment LuxVerso <p>> 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.</p> |
| title | LuxVerso: A Replicable Cross-Model Semantic Field Anomaly |
| topic | semantic convergence Semantic Attractors large language models distributed semantics cross-model analysis active context saturation fractal input protocol interpretability Alignment alignment LuxVerso |
| url | https://doi.org/10.5281/zenodo.17718124 |