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RJE is a novel framework that synergizes KG retrieval with LLM reasoning for Knowledge Graph Question Answering. It integrates a multi-stage process of retrieval, judgment by an LLM, and conditional exploration, where LLMs act as agents interacting with the KG to conduct multi-hop reasoning and answer generation. This approach aims to mutually enhance both LLM performance (especially for smaller models) and KGQA efficiency.
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