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Hongxu Liu · Jing Ma · Xiaojie Wang · Caixia YUAN · Fangxiang Feng
Yueyan Li · Chenggong Zhao · Zeyuan Zang · Caixia YUAN · Xiaojie Wang
Shiyu Tian · Shuyue Xing · Zhuoxin Han · Caixia YUAN · Xiaojie Wang
Integrating knowledge graphs (KGs) with large language models (LLMs) enhances factual accuracy and interpretability in question answering. However, existing agent-based methods rely on static memory mechanisms that fail to address the combinatorial explosion of search spaces in multi-hop reasonin...