Peng Qi

R3Check: Reinforcement Learning for Iterative Retrieval and Structured Reasoning in Complex Fact Checking

R3Check is proposed, a rule-guided reinforcement learning framework that enables LLMs to perform iterative retrieval–reasoning for multi-hop fact-checking under weak supervision, and demonstrates the potential of pure reinforcement learning to induce effective retrieval–reasoning behaviors for fact-checking under weak supervision.