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Xiao-Hui Chen

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Book Open access Jul 2026

Exploration-and-Thinking: Agentic Reasoning over Knowledge Graphs via an LLM-RL Synergized Framework

EAT (Exploration-and-Thinking), a novel agentic framework that synergizes LLMs with Reinforcement Learning (RL) for efficient and faithful reasoning on KGs, which surpasses the reasoning capability of GPT-4o while utilizing a significantly smaller 8B-parameter LLM.

Yi Xia, Gang Zhou, Jing Chen et al. · 0 citations

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