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ESQ-Bench: A New Benchmark for Enterprise-Grade NL2SQL Models

ESQ-Bench introduces a multi-tier Oracle-first benchmark to evaluate NL2SQL models, addressing the limitations of simplified academic schemas.

The benchmark includes systematic complexity tiers and silent-divergence evaluation.

It aims to better reflect the complexity of real-world enterprise database environments.

This tool could drive improvements in enterprise AI applications by providing more realistic testing conditions.

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