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

**Published:** October 20, 2026
**Author:** Youbing Yin, Xujun Peng, Muhammad S. Uddin, Erin Babinsky, Daben Liu, Anoop Kumar
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.24248)

**Tags:** #Papers with Code #arXiv

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