ESQ-Bench: A New Benchmark for Enterprise NL2SQL

The ESQ-Bench benchmark introduces systematic complexity tiers and silent-divergence evaluation for Natural Language to SQL (NL2SQL) models, addressing the gap between academic and enterprise environments.

ESQ-Bench focuses on Oracle databases, reflecting real-world enterprise complexity.

The benchmark aims to improve the accuracy and reliability of NL2SQL models in practical settings.

It highlights the need for more sophisticated evaluation methods in AI development.

Source: https://arxiv.org/abs/2608.23569