test ai generated SQL query - check if LLM gives correct quires
after RefractorSemanticEngine work is fully complete
Improve the Quality of sql
NL → SQL Test Suite
1. Execution Correctness Test
Goal: Verify that the generated SQL returns the correct result for the given natural language query.
2. Syntax Validity Test
Goal: Ensure the generated SQL query is syntactically valid and executes without errors.
3. Query Type Safety Test
Goal: Confirm that only read-only queries (SELECT) are generated and no destructive operations are present.
4. Schema Compliance Test
Goal: Ensure the query references only valid tables and columns from the database schema.
5. Logical Component Match Test
Goal: Validate that key SQL components (SELECT, WHERE, JOIN, GROUP BY, ORDER BY) correctly reflect the user’s intent.
6. Efficiency / Minimality Test
Goal: Ensure the query is concise, avoids unnecessary columns or joins, and retrieves only relevant data.
7. Edge Case Handling Test
Goal: Evaluate how the system handles ambiguous, vague, or conflicting natural language inputs.
8. Adversarial Robustness Test
Goal: Ensure the system resists malicious or misleading prompts and still generates safe SQL.
9. Paraphrase Consistency Test
Goal: Verify that different phrasings of the same question produce equivalent SQL queries or results.
10. Determinism / Stability Test
Goal: Ensure consistent SQL generation for the same input across multiple runs.
test ai generated SQL query - check if LLM gives correct quires
Improve the Quality of sql
NL → SQL Test Suite
1. Execution Correctness Test
Goal: Verify that the generated SQL returns the correct result for the given natural language query.
2. Syntax Validity Test
Goal: Ensure the generated SQL query is syntactically valid and executes without errors.
3. Query Type Safety Test
Goal: Confirm that only read-only queries (SELECT) are generated and no destructive operations are present.
4. Schema Compliance Test
Goal: Ensure the query references only valid tables and columns from the database schema.
5. Logical Component Match Test
Goal: Validate that key SQL components (SELECT, WHERE, JOIN, GROUP BY, ORDER BY) correctly reflect the user’s intent.
6. Efficiency / Minimality Test
Goal: Ensure the query is concise, avoids unnecessary columns or joins, and retrieves only relevant data.
7. Edge Case Handling Test
Goal: Evaluate how the system handles ambiguous, vague, or conflicting natural language inputs.
8. Adversarial Robustness Test
Goal: Ensure the system resists malicious or misleading prompts and still generates safe SQL.
9. Paraphrase Consistency Test
Goal: Verify that different phrasings of the same question produce equivalent SQL queries or results.
10. Determinism / Stability Test
Goal: Ensure consistent SQL generation for the same input across multiple runs.