most citedEnhance Reasoning for Large Language Models in the Game Werewolf

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cs.CL2026

DeepRefine: Agentic Knowledge Refinement via Reinforcement Learning

Haoyu Huang, Jiaxin Bai, Shujie Liu +7

External knowledge enables large language model (LLM) agents to ground their actions and decisions beyond intrinsic parametric memory in open-ended, knowledge-intensive downstream…