Databricks research shows multi-step agents consistently outperform single-turn RAG when answers span databases and documents

Data teams building AI agents keep running into the same failure mode. Questions that require joining structured data with ...

Demystifying structured data: How to speak an LLM’s native language

Elk Marketing reports that structured data enhances AI understanding, enabling accurate entity recognition and improved ...
IEEE

Talk-To-Your-Data: Bridging Human Language and SQL with AI

Abstract: By enabling natural language explores driven by Large Language Models (LLMs), the “SQL Chatbot” project SEKS to modify the interaction between users and databases. For nontechnical users, ...
IEEE

NL2SQL-OLM: A Novel Framework for Natural Language to SQL with Schema-Aware LLM Prompting and Zero-Shot Query Generation

Abstract: This paper presents NL2SQL-OLM, a novel framework for converting natural language queries to SQL statements utilizing DeepSeek-Coder large language model, that is integrated with automatic ...