Li-Lin Luo

Closed-loop medical knowledge graph question answering with adaptive planning and consistency verification

Medical knowledge graph question answering (KGQA) becomes unreliable when a question contains several coupled conditions and requires multi-hop evidence. In medical settings, failures often come from early commitment to locally plausible paths, omission of key constraints, and weak alignment between the final answer an...