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Never the Number: Structural Abstention for AI Systems Whose Answers Are Consumed as Fact

arXiv cs.AI ↗ · 2026-08-17 Cached

The paper proposes a structural abstention pattern for AI systems to prevent hallucinations in text-to-SQL applications by separating a trusted kernel for deterministic execution from a generative shell for interpretation, enhancing reliability in enterprise deployments.

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