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…