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Probing Ambiguity: Adversarial Intent Resolution for Robust Text-to-SQL

arXiv:2610.24248v1 Announce Type: new Abstract: Text-to-SQL systems typically assume a one-to-one mapping between natural-language queries and correct SQL translations. In practice, however, many queries are inherently ambiguous, admitting multiple valid interpretations that yield distinct outputs.…

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  1. 2026-10-20 04:00 · arXiv cs.AI
    Probing Ambiguity: Adversarial Intent Resolution for Robust Text-to-SQL

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