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Research1 min read

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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Youbing Yin, Xujun Peng, Muhammad S. Uddin, Erin Babinsky, Daben Liu, Anoop KumarOctober 20, 2026 (2 days ago)
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  • 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…
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Probing Ambiguity: Adversarial Intent Resolution for Robust Text-to-SQL

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