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.
Jerzy Wawro (Sun,) studied this question.