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 unstructured content, sales figures alongside customer reviews or citation ...
AOL

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

Large language models (LLMs) have fundamentally changed what it means to be found online. These systems do not read content the way a person does, nor do they rank pages the way traditional search ...
WFMZ-TV

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

Bulletin: ...FREEZE WATCH IN EFFECT FROM LATE TUESDAY NIGHT THROUGH WEDNESDAY MORNING... * WHAT...Sub-freezing temperatures as low as 24 possible. * WHERE...Portions ...
The Daily Gazette

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

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InfoWorld

The revenge of SQL: How a 50-year-old language reinvents itself

Prototyping is my favorite part of programming. I like building new stuff and getting things working. It’s no surprise, then, that I am a big fan of MongoDB and NoSQL in general. Don’t get me wrong: I ...
IEEE

A Secure and Efficient LLM-Based System for Natural Language Query-to-SQL Translation in IoT Data Management

Abstract: Structured data embodies vast reservoirs of actionable knowledge, yet non-technical users often lack the tools to effectively access or leverage these resources. This paper presents a novel ...