AdaKG-RAG: Adaptive KG-guided retrieval-augmented generation with hypothesis-and-verification retrieval for multi-hop question answering
Experiments show that AdaKG-RAG improves both answer quality and evidence retrieval quality over representative RAG and KG-RAG baselines, and indicates that HVR contributes the largest performance gain, while graph-based modules provide complementary improvements in evidence coverage and organization.