Author

Leonhard Liu

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Two Surfaces of Ambiguity: Complementary Detection for Text-to-SQL

This work shows that introspection and sampling are complementary but not disjoint on BIRD-Interact-Lite, a Text-to-SQL benchmark with 300 tasks, annotated ambiguities, and an LLM-based user simulator, and proposes a proposed multi-label grammar that substantially narrows it without affecting downstream context.

Leonhard Liu, Patrick K. Erdelt, Two · 0 citations