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This dataset is designed to improve the ability of small‑parameter language models to convert articles into markmaps (markdown‑based mind maps). The source documents were collected from WeChat public accounts and CSDN, then processed through multiple rounds of transformation and cleaning using large language models and complex prompting. The dataset is intended for research and educational purposes only.