Hyperon AI Algorithms+Semantic Parsing (LLM/NLP)

Responsible: Leung Man Hin, Roman Treutlein

A neural-symbolic bridge that converts ambiguous human language into executable logic using SENF (Semantic Elegant Normal Form). It collapses idiomatic variations into canonical graph structures, creating grounded atoms for the Hyperon ecosystem.

GitHub

</> Example Implementation

Natural language to atoms

Shows how the semantic parser converts natural language into canonical graph structures (SENF).

; Semantic Parsing: NL -> SENF -> Atoms ; "The cat sat on the mat" !(parse-to-senf "The cat sat on the mat") ; => (EvaluationLink ; (Predicate "sat-on") ; (ListLink ; (Concept "cat") ; (Concept "mat")))

Technical Deep Dive: Semantic Parsing Full — SENF canonicalization, legacy pipeline, Hyperon-era approaches, and implementation findings.