Structure-Aware RAG: Structured Retrieval Augmented Generation from Noisy Data for Conversational Agents

In three linesSA-RAG uses structured tables as intermediate representation to improve RAG for conversational agents. A quality-aware metadata generation framework enhances table quality from noisy data. Generation validation and direct preference optimization outperform RAG baselines on two real-world datasets.

Summary generated by Claude — human-verified