A formal protocol that turns LLMs into semantic compilers: given a concept, it generates a symmetric tetralectic structure with definitions, lookup tables, and validation. No pre‑defined lexicon required.
nlp ontology knowledge-representation reasoning knowledge-engineering semantic-compiler prompt-engineering generative-ai llm-structured-output llm-compiler generative-semantics concept-generation
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Updated
Mar 28, 2026