METACORE_Architectural_Constraint_Layer_for_Reasoning_Defensive_Paper_EN_v1

This paper formally defines METACORE as an external invariant architectural layer for constraining reasoning in Large Language Models (LLMs, Large Language Models — большие языковые модели).The purpose of this work is not to demonstrate performance gains or intelligence amplification, but to evaluate METACORE’s robustness under direct engineering scrutiny: terminological, methodological, computational, energetic, and regulatory.METACORE is presented as a mechanism for constraining the admissible semantic space of reasoning, with explicitly fixed boundaries of applicability and non-removable limitations.The paper establishes clear distinctions between METACORE and prompt-based approaches, RAG systems, agent architectures, and internal model modifications, positioning METACORE as an external architectural standard rather than a heuristic technique or product.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-12-17
DOI
https://doi.org/10.5281/zenodo.17964411
Primary Topic
Natural Language Processing Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

METACORE_Architectural_Constraint_Layer_for_Reasoning_Defensive_Paper_EN_v1

Zenodo (CERN European Organization for Nuclear Research)
Natural Language Processing Techniques
article

METACORE_Architectural_Constraint_Layer_for_Reasoning_Defensive_Paper_EN_v1

article en

Abstract

This paper formally defines METACORE as an external invariant architectural layer for constraining reasoning in Large Language Models (LLMs, Large Language Models — большие языковые модели).The purpose of this work is not to demonstrate performance gains or intelligence amplification, but to evaluate METACORE’s robustness under direct engineering scrutiny: terminological, methodological, computational, energetic, and regulatory.METACORE is presented as a mechanism for constraining the admissible semantic space of reasoning, with explicitly fixed boundaries of applicability and non-removable limitations.The paper establishes clear distinctions between METACORE and prompt-based approaches, RAG systems, agent architectures, and internal model modifications, positioning METACORE as an external architectural standard rather than a heuristic technique or product.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 19%
Natural Language Processing Techniques
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