SAG: SQL-Retrieval Augmented Generation with Query-Time Dynamic Hyperedges

While retrieval-augmented generation (RAG) has proven effective at giving LLMs access to external knowledge, mainstream dense-retrieval implementations remain inherently limited in handling structured constraints and multi-hop reasoning. Graph-based methods address this by constructing knowledge gra...