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cs.AI2026

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

Zhelun, Wu

Large language models have made natural language interfaces to databases (NLIDB) newly credible, but LLM text-to-SQL systems fail in a way that matters for deployment: a hallucinat…