kaal:claim:6421319-024

Hybrid neuro symbolic architectures structurally shrink the hallucination surface because the probabilistic layer generates candidate outputs while a symbolic layer filters, validates, and rejects any output violating formally specified rules, known ontological relations, or deductively verifiable constraints.

The probabilistic layer generates candidate outputs; the symbolic layer filters, validates, and rejects any output that violates formally specified rules, known ontological relations, or deductively verifiable constraints.

Wulf A. Kaal, The Collapse of Scarcity Economics (2026), V.D. The Hallucination Objection: Residual Imperfection and the Persistence of Signaling, p. 22
https://ssrn.com/abstract=6421319 · source PDF

Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319

• demonstrated in retrieval augmented generation and formal verification pipelines for code generation

designsupport: arguedinstitutional-design

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