Schema-First Retrieval: Embedding Catalogs for Natural Language Analytics

Adarsh Agrawal, Shashank Indukuri

Enterprise text-to-SQL systems often fail before SQL is generated: the model receives the wrong schema context. Modern warehouses contain thousands of tables, abbreviated columns,…