Deterministic Artificial Intelligence Algorithm – a hybrid neuro-symbolic architecture based on semantic fields, fuzzy logic, and predicative notation.

This article presents an innovative neuro-symbolic approach that processes logical structures and semantic fields built using fuzzy logic. The presented algorithm limits the LLM's role exclusively to the generative and interpretive layers, while the core of reasoning is a deterministic mechanism based on semantic fields, fuzzy logic and predicative notation. Such a solution ensures full process auditability, reproducibility of results, and a drastic reduction in the risk of generating false information, while preserving the naturalness of the dialogue.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-14
DOI
https://doi.org/10.5281/zenodo.20684025
Primary Topic
Cognitive Computing and Networks
Type
article
Field-Weighted Citation Impact
0.00
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article

Deterministic Artificial Intelligence Algorithm – a hybrid neuro-symbolic architecture based on semantic fields, fuzzy logic, and predicative notation.

Jerzy Wawro
Zenodo (CERN European Organization for Nuclear Research)
Cognitive Computing and Networks
article

Deterministic Artificial Intelligence Algorithm – a hybrid neuro-symbolic architecture based on semantic fields, fuzzy logic, and predicative notation.

Jerzy Wawro
article en

Abstract

This article presents an innovative neuro-symbolic approach that processes logical structures and semantic fields built using fuzzy logic. The presented algorithm limits the LLM's role exclusively to the generative and interpretive layers, while the core of reasoning is a deterministic mechanism based on semantic fields, fuzzy logic and predicative notation. Such a solution ensures full process auditability, reproducibility of results, and a drastic reduction in the risk of generating false information, while preserving the naturalness of the dialogue.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 4%
Cognitive Computing and Networks
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Deterministic Artificial Intelligence Algorithm – a hybrid neuro-symbolic architecture based on semantic fields, fuzzy logic, and predicative notation. — Jerzy Wawro · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS