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Enterprise-grade natural language to SQL generation using LLMs: Balancing accuracy, latency, and scale | AWS Machine Learning Blog

  • By Renuka Kumar, Toby Fotherby, Shweta Keshavanarayana, Thomas Matthew, Daniel Vaquero, Atul Varshneya, and Jessica Wu
  • Apr 24, 2025

Enterprise-grade natural language to SQL generation using LLMs: Balancing accuracy, latency, and scale | AWS Machine Learning Blog

In this post, the AWS and Cisco teams unveil a new methodical approach that addresses the challenges of enterprise-grade SQL generation. The teams were able to reduce the complexity of the NL2SQL process while delivering higher accuracy and better overall performance.

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