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

Structured KV Cache Selection with RoPE Correction for Efficient Multi-Query Large Table Question Answering

Abstract: The application of Large Language Models to complex reasoning tasks over large-scale, structured data, such as enterprise tables, is becoming increasingly prevalent. However, this ...