
Empirical testing on the BIRD benchmark demonstrated that ORM-guided verification improves accuracy by over four percentage points compared to standard best-of-N methods. This advancement marks a critical turning point in the evolution of natural language interfaces for databases, where the focus has historically been on the creative capacity of models rather than their analytical precision. As large language models have










