Defines a new category of language generation systems focusing on deterministic architecture, indicating a shift from probabilistic methods.
Canon³ — The Lume Synthetic Organism Canon (L-SOC) Language Architecture Volume I. This paper formally defines Deterministic Language Architecture (DLA) — a new category of language generation system in which output is governed by deterministic architecture rather than probabilistic inference. Version 2.0.0 includes: a new Related Work section positioning DLA against hallucination research, expert systems, and NLG literature; a formal Limitations section; expanded AXIOM reference implementation coverage at 1,550,000+ verified topics across 9,272 domain packs; autonomous knowledge expansion architecture documentation; cryptographic audit ledger specification; and the DLA qualification checklist. 14 numbered sections, 4 appendices, 28 references.
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Ronald Jason Andrews (2026) studied this question.
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