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Chao Chen and Chuanyi Liu are with Harbin Institute of Technology (Shenzhen). Yanhui Chen, Shanshan Lin, Dongsheng Hong, and Xiangwen Liao are with Fuzhou University. Shu Wu is with NLPR, MAIS, Institute of Automation, Chinese Academy of Sciences.Chao Chen and Chuanyi Liu were supported by the National Key Research and Development Program of China under Grant 2023YFB3106504. Chao Chen, Yanhui Chen, Shanshan Lin, Dongsheng Hong, and Xiangwen Liao were supported by National Natural Science Foundation of China under Grant 62476060. Shu Wu was supported by National Natural Science Foundation of China under Grant 62372454
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A tabular LLM, TAP-GPT, rivals state-of-the-art general-purpose LLMs in few-shot Alzheimer's prediction while offering interpretable reasoning and robustness to missing data, opening the door to more transparent and reliable clinical AI.