Jiaxue Liu

SAR: A Structure-Aligned Reasoning Framework for Temporal Knowledge Graph Question Answering

Large language models (LLMs) augmented with retrieval have shown impressive performance in open-domain question answering, yet struggle significantly with temporal knowledge graph question answering (TKGQA). The core issue lies in structural misalignment: treating structured, temporally sensitive gr