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Thinking by Doing: Building Efficient World Model Reasoning in LLMs via Multi-turn Interaction

Thinking by Doing: Building Efficient World Model Reasoning in LLMs via Multi-turn Interaction

28 November 2025

Bao Shu

Yan Cai

Jianjian Sun

Chunrui Han

En Yu

Liang Zhao

Jingcheng Hu

Yinmin Zhang

Haoran Lv

Yuang Peng

Zheng Ge

Xiangyu Zhang

Daxin Jiang

Xiangyu Yue

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