作者位次 #4/6SIGIR 2026Oral· Information Retrieval (Full)
Exploration-and-Thinking: Agentic Reasoning over Knowledge Graphs via an LLM-RL Synergized Framework
Yi Xia · Gang Zhou · Jing Chen · Xiaohui Chen · Qinlong Fan · Shunhang Li
摘要
While Knowledge Graphs (KGs) can ground Large Language Models (LLMs) in factual knowledge, existing LLM-KG integration methods for complex reasoning are plagued by computational inefficiency and semantic inconsistency. The tight coupling of LLM inference and KG traversal leads to prohibitive cost...