NL2SQL with Iterative Self-Refinement.

arXiv:2610.22968v1 Announce Type: cross Abstract: Bridging the gap between human intent and machine logic remains a critical challenge in data access for non-technical users, yet Large Language Models (LLMs) remain unreliable: they hallucinate schema elements,