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ResearchOctober 20, 2026

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…

Youbing Yin, Xujun Peng, Muhammad S. Uddin, Erin Babinsky, Daben Liu, Anoop Kumar·arXiv — cs.AI
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  • 01.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
  • 02.In practice, however, many queries are inherently ambiguous, admitting multiple valid interpretations that…

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