To develop a robust NL to SQL system, it's essential to create a structured framework that addresses the complexities and requirements of converting natural language queries into SQL commands. Here’s a detailed framework:
1. Understanding User Needs and Use Cases
Objective: Identify and prioritize primary use cases to ensure the NL to SQL system meets user requirements.
- User Research: Conduct surveys and interviews to understand the types of queries users will make and their technical proficiency.
- Use Case Identification: Pinpoint common and critical use cases across various industries and departments.
- Scenario Development: Create user scenarios
