Walters, M.; Song, Q.; Jiang, A. Risk-Controlled Adaptive Multi-Hop RAG With Evidence-Chain Retrieval, Word-Level Hallucination Detection, Attribution, and Calibrated Abstention. J.I.S.B.T 2026, 2 (4), 122-131.