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

#Never #Number #Structural #Abstention #Systems

arXiv:2608.13926v1 Announce Type: cross Abstract: 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 hallucinated column or a mis-aggregated total yields a fluent wrong answer,…