IEEE

Automated SQL Query Generation for an Intelligent Sewer Management System Using Large Language Models

Abstract: The aging U.S. wastewater infrastructure poses significant environmental and public health risks. While municipalities collect data for asset management, handling large datasets can ...

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 ...
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 ...
IEEE

Structured Gradient Guidance for Few-Shot Adaptation in Large Language Models

In recent years, Large Language Models (LLMs) have achieved remarkable success in natural language processing tasks, driving intelligent upgrades in many downstream applications. With strong ...