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H-LoRA\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u901f\u5ea6\u3002H-LoRA \u4e0d\u4ec5\u9002\u7528\u4e8e\u533b\u7597\u9886\u57df\uff0c\u4e5f\u53ef\u7528\u4e8e\u901a\u7528\u591a\u6a21\u6001\u67b6\u6784\uff0c\u5728\u663e\u8457\u51cf\u5c11\u8bad\u7ec3\u5ef6\u8fdf\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002\u6570\u636e\u6536\u96c6\u540c\u6837\u662f\u5173\u952e\u6311\u6218\u3002\u7814\u7a76\u56e2\u961f\u5728\u907f\u514d\u4f9d\u8d56\u6d77\u91cf\u6570\u636e\u7684\u524d\u63d0\u4e0b\uff0c\u9700\u786e\u4fdd\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u5185\u5404\u6a21\u6001\u6570\u636e\u53ca\u6307\u4ee4\u7c7b\u578b\u7684\u5e73\u8861\uff0c\u4ee5\u7ef4\u6301\u77e5\u8bc6\u591a\u6837\u6027\u548c\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u5f20\u6587\u6865\u5f3a\u8c03\uff1a\u201c\u533b\u7597\u751f\u6210\u4efb\u52a1\u6570\u636e\u5c24\u4e3a\u7a00\u7f3a\uff0c\u6211\u4eec\u9700\u5728\u7ebf\u641c\u96c6\u8d44\u6e90\u5e76\u4f9d\u8d56\u533b\u751f\u6807\u6ce8\uff0c\u56e0\u6b64\u5728\u6570\u636e\u5904\u7406\u4e0a\u6295\u5165\u4e86\u5927\u91cf\u7cbe\u529b\u3002\u201d\u5206\u5c42\u89c6\u89c9\u611f\u77e5\u673a\u5236\u5728\u9002\u5e94\u533b\u7597\u573a\u666f\u590d\u6742\u4efb\u52a1\u4e2d\u53d1\u6325\u4e86\u6838\u5fc3\u4f5c\u7528\u3002\u8be5\u673a\u5236\u57fa\u4e8e\u524d\u4eba\u7814\u7a76\u2014\u2014\u6d45\u5c42\u7f51\u7edc\u7279\u5f81\u66f4\u5177\u4f53\uff0c\u6df1\u5c42\u7279\u5f81\u66f4\u62bd\u8c61\u3002\u56e0\u6b64\uff0c\u56e2\u961f\u8bbe\u8ba1\u7406\u89e3\u4efb\u52a1\u4fa7\u91cd\u9ad8\u5c42\u8bed\u4e49\uff08\u62bd\u8c61\u7279\u5f81\uff09\uff0c\u800c\u751f\u6210\u4efb\u52a1\u4fdd\u7559\u5e95\u5c42\u7ec6\u8282\uff08\u5177\u8c61\u7279\u5f81\uff09\uff0c\u4ece\u800c\u9488\u5bf9\u6027\u4fdd\u7559\u533b\u5b66\u5f71\u50cf\u7684\u7279\u5f81\u7c92\u5ea6\u3002\u4e0d\u8fc7\uff0c\u73b0\u6709\u673a\u5236\u867d\u6709\u6548\uff0c\u56e2\u961f\u4ecd\u5e0c\u671b\u63a2\u7d22\u62bd\u8c61\u4e0e\u5177\u8c61\u7279\u5f81\u7684\u4e92\u8865\u6027\uff0c\u800c\u975e\u5b8c\u5168\u5272\u88c2\u3002\u4f8b\u5982\uff0c\u5c1d\u8bd5\u7528\u62bd\u8c61\u7279\u5f81\u8f85\u52a9\u751f\u6210\uff0c\u6216\u5229\u7528\u5177\u8c61\u7279\u5f81\u589e\u5f3a\u7406\u89e3\u3002\u672a\u6765\u4ed6\u4eec\u8fd8\u8ba1\u5212\u5f15\u5165\u7279\u5f81\u878d\u5408\u673a\u5236\uff0c\u7ed3\u5408\u4e24\u8005\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u4efb\u52a1\u6027\u80fd\u3002\uff08\u6765\u6e90\uff1aarXiv\uff09HealthGPT \u6a21\u578b\u5728\u9ad8\u6548\u8bad\u7ec3\u4e0e\u8fed\u4ee3\u3001\u8f7b\u91cf\u5316\u90e8\u7f72\u548c\u591a\u6a21\u6001\u533b\u7597\u5f71\u50cf\u7b49\u573a\u666f\u5177\u6709\u5e94\u7528\u6f5c\u529b\u3002\u4e00\u65b9\u9762\uff0cHealthGPT \u6a21\u578b\u652f\u6301\u9ad8\u6548\u8bad\u7ec3\uff08H-LoRA\uff09\uff0c\u533b\u9662\u6570\u636e\u6301\u7eed\u66f4\u65b0\u65f6\uff0c\u57fa\u4e8e\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u5c0f\uff0c\u53ef\u5feb\u901f\u8fed\u4ee3\u6a21\u578b\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u57fa\u4e8e\u6a21\u578b\u8f7b\u91cf\u7ea7\uff08\u53c2\u6570\u89c4\u6a21\u5c0f\uff09\u7279\u6027\uff0c\u53ef\u90e8\u7f72\u5728\u7aef\u4fa7\u8bbe\u5907\uff08\u5982\u624b\u673a\uff09\u3002\u5728\u591a\u6a21\u6001\u533b\u7597\u5f71\u50cf\u652f\u6301\u65b9\u9762\uff0c\u533b\u751f\u7aef\u53ef\u7528\u4e8e\u8f85\u52a9\u8bca\u65ad\u3001\u67e5\u8be2\u77e5\u8bc6\uff1b\u60a3\u8005\u7aef\u5219\u80fd\u591f\u8fdb\u884c\u57fa\u7840\u75be\u75c5\u54a8\u8be2\uff0c\u51cf\u5c11\u5c31\u533b\u6210\u672c\u3002\u636e\u4ecb\u7ecd\uff0c\u76ee\u524d\u8be5\u56e2\u961f\u5df2\u4e0e\u6d59\u6c5f\u5927\u5b66\u533b\u5b66\u9662\u9644\u5c5e\u7b2c\u4e8c\u533b\u9662\u3001\u6d59\u6c5f\u5927\u5b66\u90b5\u9038\u592b\u533b\u9662\u6d3d\u8c08\u5408\u4f5c\uff0c\u8ba1\u5212\u5728\u533b\u751f\u7aef\u548c\u60a3\u8005\u7aef\u90e8\u7f72\u6a21\u578b\uff0c\u5b9e\u73b0\u5b9e\u9645\u533b\u7597\u5e94\u7528\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u8be5\u6a21\u578b\u5177\u5907\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u7814\u7a76\u56e2\u961f\u76ee\u524d\u5e0c\u671b\u5148\u5e94\u7528\u4e8e\u533b\u7597\u5f71\u50cf\u9886\u57df\uff08\u5982 CT \u548c\u6838\u78c1\u5171\u632f\u6210\u50cf\uff09\uff0c\u534f\u52a9\u533b\u751f\u9605\u7247\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4ed6\u4eec\u4e5f\u6b63\u5728\u63a2\u7d22\u8be5\u6a21\u578b\u662f\u5426\u53ef\u6269\u5c55\u81f3\u7f55\u89c1\u75c5\u8bca\u65ad\uff0c\u5e76\u4e0e\u6d59\u6c5f\u5927\u5b66\u533b\u5b66\u9662\u9644\u5c5e\u7b2c\u4e8c\u533b\u9662\u7b49\u673a\u6784\u5408\u4f5c\uff0c\u5f00\u5c55\u521d\u6b65\u5c1d\u8bd5\u3002\u5728\u672a\u6765\u7684\u7814\u7a76\u4e2d\uff0c\u8be5\u56e2\u961f\u8ba1\u5212\u5728\u4ee5\u4e0b\u4e24\u65b9\u9762\u7ee7\u7eed\u63a2\u7d22\uff1a\u7b2c\u4e00\uff0c\u5f00\u53d1\u66f4\u5927\u89c4\u6a21\u7684 HealthGPT \u6a21\u578b\u3002\u73b0\u6709\u6a21\u578b\u53c2\u6570\u4e3a 38 \u4ebf\u548c 140 \u4ebf\uff0c\u4ed6\u4eec\u6253\u7b97\u7ee7\u7eed\u63a2\u7d22\u66f4\u5f3a\u5927\u7684\u7edf\u4e00\u67b6\u6784\u548c\u53c2\u6570\u6269\u5c55\u65b9\u6cd5\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002\u7b2c\u4e8c\uff0c\u7814\u7a76\u533b\u7597 Agent \u7cfb\u7edf\uff0c\u63a8\u52a8\u5927\u5c0f\u6a21\u578b\u534f\u540c\u3002\u6b63\u5982 OpenAI \u7684 CEO \u5c71\u59c6\u5965\u7279\u66fc\u6240\u8bf4\uff0c\u6a21\u578b\u534f\u4f5c\u662f\u672a\u6765\u8d8b\u52bf\u3002\u5b9e\u9645\u4e0a\uff0c\u8bb8\u591a\u75be\u75c5\u65e0\u9700\u5927\u6a21\u578b\u5373\u53ef\u89e3\u51b3\uff0c\u4e5f\u5c31\u662f\u8bf4\u6a21\u578b\u95f4\u80fd\u591f\u4e92\u8865\u3002\u5f20\u6587\u6865\u8868\u793a\uff1a\u201c\u6211\u4eec\u8ba1\u5212\u5c06\u5355\u4e00\u6a21\u578b\u5347\u7ea7\u4e3a Health Agent\uff0c\u7531\u4e0d\u540c\u89d2\u8272\uff08\u5982\u533b\u751f\u3001\u60a3\u8005\uff09\u53c2\u4e0e\u6570\u636e\u66f4\u65b0\u548c\u53c2\u6570\u4f18\u5316\uff0c\u6784\u5efa\u66f4\u5b8c\u5584\u7684\u667a\u80fd\u4f53\u7ea7\u522b\u7684\u6a21\u578b\uff0c\u8fd9\u6709\u671b\u5e2e\u52a9\u533b\u7597\u4eba\u5458\u548c\u60a3\u8005\u63d0\u4f9b\u66f4\u9ad8\u8d28\u91cf\u7684\u533b\u7597\u670d\u52a1\u3002\u201d\u53c2\u8003\u8d44\u6599\uff1a1.https:\/\/arxiv.org\/pdf\/2502.098382.https:\/\/github.com\/DCDmllm\/HealthGPT\u8fd0\u8425\/\u6392\u7248\uff1a\u4f55\u6668\u9f99","content":"<p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5728\u533b\u7597\u9886\u57df\uff0c\u4f20\u7edf\u5927\u6a21\u578b\u7684\u5e94\u7528\u5f80\u5f80\u9762\u4e34\u201c\u987e\u6b64\u5931\u5f7c\u201d\u7684\u6280\u672f\u74f6\u9888\uff0c\u8fd9\u4e00\u6311\u6218\u4e3b\u8981\u4f53\u73b0\u5728\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u7684\u5931\u8861\u4e0a\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5177\u4f53\u800c\u8a00\uff0c\u5f53\u6a21\u578b\u5f15\u5165\u6db5\u76d6\u533b\u5b66\u5f71\u50cf\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u7684\u6df7\u5408\u6570\u636e\u65f6\uff0c\u4e24\u79cd\u4efb\u52a1\u7684\u6027\u80fd\u90fd\u663e\u8457\u5f31\u4e8e\u4f7f\u7528\u5355\u4e00\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u3002\u8fd9\u79cd\u6027\u80fd\u5931\u8861\u73b0\u8c61\u6e90\u4e8e\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u9996\u5148\uff0c\u591a\u6a21\u6001\u533b\u7597\u8bad\u7ec3\u8bed\u6599\u7f3a\u4e4f\u7c7b\u4f3c\u901a\u7528\u9886\u57df\u7684\u9ad8\u8d28\u91cf\u548c\u5927\u89c4\u6a21\u6570\u636e\uff0c\u96be\u4ee5\u4fdd\u8bc1\u7406\u89e3\u4e0e\u751f\u6210\u6570\u636e\u7684\u5b8c\u5907\u6027\u3002\u4ee5 DeepSeek \u7684\u7edf\u4e00\u6a21\u578b Janus \u4e3a\u4f8b\uff0c\u5176\u8bad\u7ec3\u9700\u8981\u6d77\u91cf\u6570\u636e\u652f\u6301\uff0c\u800c\u533b\u7597\u6570\u636e\u7684\u7a00\u7f3a\u6027\u6210\u4e3a\u4e3b\u8981\u5236\u7ea6\u56e0\u7d20\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5176\u6b21\uff0c\u66f4\u6df1\u5c42\u6b21\u7684\u6280\u672f\u77db\u76fe\u5728\u4e8e\uff0c\u7406\u89e3\u4efb\u52a1\u548c\u751f\u6210\u4efb\u52a1\u5728\u7a7a\u95f4\u8868\u5f81\u6a21\u5f0f\u4e0a\u5b58\u5728\u672c\u8d28\u6027\u51b2\u7a81\u3002\u4f20\u7edf\u6a21\u578b\u67b6\u6784\u7531\u4e8e\u7f3a\u4e4f\u6709\u6548\u7684\u4efb\u52a1\u534f\u8c03\u673a\u5236\uff0c\u5f80\u5f80\u5c06\u4e24\u79cd\u4efb\u52a1\u8868\u5f81\u5f3a\u884c\u6df7\u5408\u5230\u540c\u4e00\u7ef4\u5ea6\uff0c\u96be\u4ee5\u540c\u65f6\u6ee1\u8db3\u201c\u53cc\u5411\u9700\u6c42\u201d\uff0c\u6700\u7ec8\u5bfc\u81f4\u6027\u80fd\u5931\u8861\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u6d59\u6c5f\u5927\u5b66\u8054\u5408\u963f\u91cc\u5df4\u5df4\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u7535\u5b50\u79d1\u6280\u5927\u5b66\u7b49\u56e2\u961f\uff0c\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u57fa\u4e8e\u5f02\u6784\u77e5\u8bc6\u9002\u5e94\u7684\u533b\u7597\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b HealthGPT\u3002<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u8be5\u6a21\u578b\u9996\u6b21\u5b9e\u73b0\u4e86\u533b\u7597\u591a\u6a21\u6001\u5728\u7edf\u4e00\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u4e0a\u7684\u534f\u540c\u4f18\u5316\u3002<\/span><\/strong><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u4e24\u5927\u6280\u672f\u521b\u65b0\u7a81\u7834\u4e86\u4f20\u7edf\u5c40\u9650\uff1a\u4e00\u662f\u63d0\u51fa\u89c6\u89c9\u611f\u77e5\u7684\u5c42\u7ea7\u5206\u914d\u65b9\u6cd5\uff0c\u4e8c\u662f\u5f00\u53d1\u4e86\u4efb\u52a1\u5c42\u9762\u7684\u7279\u5f81\u89e3\u8026\u6280\u672f\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u8fd9\u4e9b\u521b\u65b0\u6784\u5efa\u4e86\u72ec\u7279\u7684\u201c\u53cc\u901a\u9053\u201d\u667a\u80fd\u5904\u7406\u673a\u5236\uff1a\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u5206\u5c42\u611f\u77e5\u5b9e\u73b0\u591a\u5c3a\u5ea6\u7279\u5f81\u63d0\u53d6\uff0c\u53e6\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u7279\u5f81\u89e3\u8026\u4e3a\u4e0d\u540c\u4efb\u52a1\u914d\u5907\u72ec\u7acb\u7684\u5f71\u50cf\u5206\u6790\u548c\u751f\u6210\u6a21\u5757\uff0c\u4ece\u800c\u52a8\u6001\u8c03\u53d6\u4e0d\u540c\u4efb\u52a1\u6a21\u5f0f\u9700\u8981\u7684\u77e5\u8bc6\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5176\u4e0d\u4ec5\u80fd\u591f\u7edf\u4e00\u5904\u7406\u533b\u7597\u89c6\u89c9\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u2014\u2014\u65e2\u80fd\u7cbe\u51c6\u89e3\u8bfb\u533b\u5b66\u5f71\u50cf\uff0c\u4e5f\u80fd\u751f\u6210\u4e13\u4e1a\u7ea7\u7684\u533b\u5b66\u5f71\u50cf\uff0c\u8fd8\u663e\u8457\u63d0\u5347\u4e86\u591a\u6a21\u6001\u4efb\u52a1\u7684\u6027\u80fd\u548c\u6548\u7387\uff0c\u6700\u7ec8\u5b9e\u73b0 CT \u5230\u6838\u78c1\u5171\u632f\u6210\u50cf\u7684\u6a21\u6001\u8f6c\u6362\u6216\u4ece\u75c7\u72b6\u5230 X \u5149\u5f71\u50cf\u751f\u6210\u7b49\u591a\u79cd\u6a21\u6001\u4efb\u52a1\u3002<\/span><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u521b\u65b0\u7684\u9ad8\u6548\u53c2\u6570\u5fae\u8c03\u3001\u4e0e\u4e4b\u9002\u914d\u7684\u5c42\u7ea7\u89c6\u89c9\u611f\u77e5\u4ee5\u53ca\u591a\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\uff0c\u5b9e\u73b0\u4e86\u201c\u56db\u4e24\u62e8\u5343\u65a4\u201d\u7684\u6548\u679c\u2014\u2014<\/span><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">\u53ea\u9700\u5c11\u91cf\u53c2\u6570\u548c\u6570\u636e\uff0c\u5c31\u80fd\u8ba9\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u5728\u533b\u7597\u573a\u666f\u4e2d\u9010\u6b65\u638c\u63e1\u5f71\u50cf\u89e3\u8bfb\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u4e14\u5c3d\u53ef\u80fd\u5ffd\u7565\u6570\u636e\u914d\u6bd4\u7b49\u4f20\u7edf\u67b6\u6784\u9762\u4e34\u7684\u5173\u952e\u74f6\u9888\u3002<\/span><\/strong><\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u8be5\u8bba\u6587\u901a\u8baf\u4f5c\u8005\u3001\u6d59\u6c5f\u5927<\/span>\u5b66\u5f20\u6587\u6865\u7814\u7a76\u5458\u5bf9 DeepTech \u89e3\u91ca\u8bf4\u9053\uff1a\u201c\u8fd9\u76f8\u5f53\u4e8e\u5728\u539f\u6709\u533b\u7597 AI \u4f53\u7cfb\u67b6\u6784\u4e4b\u5916\uff0c\u7528\u8f7b\u91cf\u65b9\u5f0f\u6784\u5efa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u8f85\u52a9\u7a7a\u95f4\uff0c\u4e3a\u667a\u6167\u533b\u7597\u7684\u521b\u65b0\u53d1\u5c55\u5f00\u8f9f\u4e86\u66f4\u591a\u53ef\u80fd\u6027\u3002\u201d<\/span><\/p><p style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><\/p><div style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/a10e6ff8480946c08cc8f6a24a8353bb~tplv-obj.image?lk3s=ef143cfe&amp;traceid=202506111445106ED7FA1C4315844072E1&amp;x-expires=2147483647&amp;x-signature=Xqul5Immc%2B822DZkNJPSwuUKK%2Bs%3D\"\/>\u56fe\u4e28\u5f20\u6587\u6865\uff08\u6765\u6e90\uff1a\u5f20\u6587\u6865\uff09<\/div><div style=\"caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);\"><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u76f8\u5173\u8bba\u6587\u4ee5\u300aHealthGPT\uff1a\u4e00\u79cd\u901a\u8fc7\u5f02\u6784\u77e5\u8bc6\u9002\u5e94\u5b9e\u73b0\u7406\u89e3\u4e0e\u751f\u6210\u7edf\u4e00\u7684\u533b\u5b66\u5927\u578b\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u300b\uff08HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation\uff09\u4e3a\u9898\u53d1\u8868\u5728\u9884\u5370\u672c\u7f51\u7ad9<\/span><\/span><em><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">&nbsp;arXiv&nbsp;<\/span><\/span><\/em><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4e0a [1]\u3002\u76ee\u524d\uff0c\u8bba\u6587\u5df2\u88ab\u56fd\u9645\u4eba\u5de5\u667a\u80fd\u9876\u7ea7\u4f1a\u8bae ICML 2025\uff08Spotlight\uff09\u63a5\u53d7\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u6797\u5929\u536b\u662f\u7b2c\u4e00\u4f5c\u8005\uff0c\u6d59\u6c5f\u5927\u5b66\u767e\u4eba\u8ba1\u5212\u7814\u7a76<\/span>\u5458\u5f20\u6587\u6865\u62c5\u4efb\u901a\u8baf\u4f5c\u8005\u3002<\/span><\/p><div><img src=\"https:\/\/p26-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/06f7be7a5cd641a39130e093751d157f~tplv-obj.image?lk3s=ef143cfe&amp;traceid=202506111445106ED7FA1C4315844072E1&amp;x-expires=2147483647&amp;x-signature=1aHBRRTsAwpkYwwzuk5gmxNPCFM%3D\"\/>\u56fe\u4e28\u76f8\u5173\u8bba\u6587\uff08\u6765\u6e90\uff1aarXiv\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">HealthGPT \u5728 7 \u79cd\u6a21\u6001\u5747\u53d6\u5f97\u6700\u4f73\u6027\u80fd\uff0c\u4e14\u53c2\u6570\u89c4\u6a21\u76f8\u5bf9\u8f83\u5c0f\uff0c\u6700\u5c0f\u7248\u672c\u4ec5\u4e3a 38 \u4ebf\u53c2\u6570\u91cf\u3002\u6b64\u5916\uff0c\u5728 OmniMedVQA \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u66f4\u5927\u53c2\u6570\u7248\u672c\u5982 HealthGPT-L14 \u7684\u5e73\u5747\u51c6\u786e\u7387\u8fbe\u5230\u4e86 74.4%\uff0c\u663e\u8457\u8d85\u8d8a\u5176\u4ed6\u6a21\u578b\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5176\u4e2d\uff0c38 \u4ebf\u53c2\u6570\u7684\u8f83\u5c0f\u7248\u672c\u4ee5 68.5 \u5206\u7684\u51c6\u786e\u7387\u8d85\u8d8a\u6b64\u524d 70 \u4ebf\u53c2\u6570\u7684\u533b\u7597\u4e13\u4e1a\u6a21\u578b\uff0850 \u5206\uff09\uff0c\u5e76\u4f18\u4e8e\u901a\u7528\u9886\u57df\u7684\u7edf\u4e00\u7406\u89e3\u751f\u6210\u6a21\u578b\uff1b\u800c 140 \u4ebf\u53c2\u6570\u7684\u66f4\u5927\u7248\u672c\u8fdb\u4e00\u6b65\u63d0\u5347\u81f3 74.4 \u5206\uff0c\u8f83\u6b64\u524d\u6700\u4f18\u6a21\u578b\u63d0\u5347\u8fd1 1.5 \u500d\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u5176\u5728\u7406\u89e3\u4efb\u52a1\u4e0a\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/10bd6ca5979e48669b9e769caab25088~tplv-obj.image?lk3s=ef143cfe&amp;traceid=202506111445106ED7FA1C4315844072E1&amp;x-expires=2147483647&amp;x-signature=t6TbI2SU9yzWLk6AMtCJ2lfcT%2BM%3D\"\/>\u8868\u4e28OmniMedVQA \u57fa\u51c6\u6027\u80fd\u6bd4\u8f83\uff08\u6765\u6e90\uff1aarXiv\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5728\u533b\u7597\u89c6\u89c9\u751f\u6210\u4efb\u52a1\uff08\u5982\u6a21\u6001\u8f6c\u5316\uff09\u4e0a\uff0cHealthGPT \u76f8\u6bd4\u4f20\u7edf\u65b9\u6cd5\u4e5f\u5927\u5e45\u63d0\u5347\u3002\u5f20\u6587\u6865\u6307\u51fa\uff0c\u8be5\u6a21\u578b\u6700\u5173\u952e\u7684\u7a81\u7834\u5728\u4e8e\u7edf\u4e00\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u2014\u2014\u5373\u4fbf\u5728\u4e24\u8005\u4efb\u52a1\u76ee\u6807\u76f8\u6096\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u6027\u80fd\u4ecd\u4f18\u4e8e\u4f20\u7edf\u6a21\u578b\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4f18\u8d8a\u6027\u80fd\u7684\u80cc\u540e\uff0c\u662f\u7814\u7a76\u56e2\u961f\u4e0d\u65ad\u5730\u63a2\u7d22\u548c\u8bd5\u9519\u3002\u5728\u7814\u7a76\u521d\u671f\uff0c\u4ed6\u4eec\u5c1d\u8bd5\u7c7b\u4f3c Unified-IO \u548c Janus \u7684\u601d\u8def\uff0c\u901a\u8fc7\u6536\u96c6\u5927\u91cf\u6570\u636e\u8fdb\u884c\u201c\u66b4\u529b\u201d\u7edf\u4e00\u8bad\u7ec3\uff0c\u4f46\u6548\u679c\u5e76\u4e0d\u7406\u60f3\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u968f\u540e\uff0c\u4ed6\u4eec\u8f6c\u5411\u9ad8\u6548\u53c2\u6570\u5fae\u8c03\uff0c\u5c06\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u7684\u77e5\u8bc6\u901a\u8fc7\u521b\u65b0\u7684\u5f02\u8d28 LoRA\uff08Low-Rank Adaptation\uff09\u5f62\u5f0f\u5b58\u50a8\u5728\u72ec\u7acb\u63d2\u4ef6\u4e2d\uff0c\u907f\u514d\u4f20\u7edf\u67b6\u6784\u5728\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u95f4\u7684\u51b2\u7a81\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4e0e\u4f20\u7edf LoRA\uff08\u4ec5\u51bb\u7ed3\u539f\u6a21\u578b\u53c2\u6570\u5e76\u8bad\u7ec3\u65c1\u8def\u6a21\u5757\uff09\u4e0d\u540c\uff0c\u5f02\u8d28 LoRA \u4e3a\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u5206\u522b\u5206\u914d\u4e24\u7ec4\u4e13\u5bb6\u6a21\u5757\uff0c\u6bcf\u7ec4\u4e13\u6ce8\u4e8e\u5355\u4e00\u4efb\u52a1\u7c7b\u578b\uff0c\u4ece\u800c\u907f\u514d\u4e0d\u540c\u8868\u5f81\u6a21\u5f0f\u51b2\u7a81\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/356144da1d6b479b9b149750e872612d~tplv-obj.image?lk3s=ef143cfe&amp;traceid=202506111445106ED7FA1C4315844072E1&amp;x-expires=2147483647&amp;x-signature=BZpgsGWnvWd%2BbqDXXqDGbJBh7No%3D\"\/>\uff08\u6765\u6e90\uff1aarXiv\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6b64\u5916\uff0c\u9488\u5bf9\u540c\u7c7b\u4efb\u52a1\uff08\u5982\u4e0d\u540c\u7406\u89e3\u4efb\u52a1\uff09\uff0c\u8be5\u56e2\u961f\u5f15\u5165\u6df7\u5408\u4e13\u5bb6\u673a\u5236\uff08MoE\uff0cMixture of Experts\uff09\uff0c\u8ba9\u591a\u4e2a\u4e13\u5bb6\u5171\u4eab\u77e5\u8bc6\u4ee5\u63d0\u5347\u6027\u80fd\uff0c\u751f\u6210\u4efb\u52a1\u540c\u7406\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4f46\u5c06\u5355\u4e00 LoRA \u89c6\u4e3a\u4e13\u5bb6\u7684 MOE-LoRA \u67b6\u6784\u5b58\u5728\u8bad\u7ec3\u6210\u672c\u9ad8\u548c\u63a8\u7406\u5ef6\u8fdf\u7684\u95ee\u9898\uff0c\u56e0\u6b64\u4ed6\u4eec\u4ece\u77e9\u9635\u4e58\u6cd5\u53ef\u9006\u6027\u51fa\u53d1\uff0c\u5728\u67b6\u6784\u4e0a\u4f18\u5316 H-LoRA\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u8bad\u7ec3\u548c\u63a8\u7406\u901f\u5ea6\u3002H-LoRA \u4e0d\u4ec5\u9002\u7528\u4e8e\u533b\u7597\u9886\u57df\uff0c\u4e5f\u53ef\u7528\u4e8e\u901a\u7528\u591a\u6a21\u6001\u67b6\u6784\uff0c\u5728\u663e\u8457\u51cf\u5c11\u8bad\u7ec3\u5ef6\u8fdf\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6570\u636e\u6536\u96c6\u540c\u6837\u662f\u5173\u952e\u6311\u6218\u3002\u7814\u7a76\u56e2\u961f\u5728\u907f\u514d\u4f9d\u8d56\u6d77\u91cf\u6570\u636e\u7684\u524d\u63d0\u4e0b\uff0c\u9700\u786e\u4fdd\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u5185\u5404\u6a21\u6001\u6570\u636e\u53ca\u6307\u4ee4\u7c7b\u578b\u7684\u5e73\u8861\uff0c\u4ee5\u7ef4\u6301\u77e5\u8bc6\u591a\u6837\u6027\u548c\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002\u5f20\u6587\u6865\u5f3a\u8c03\uff1a\u201c\u533b\u7597\u751f\u6210\u4efb\u52a1\u6570\u636e\u5c24\u4e3a\u7a00\u7f3a\uff0c\u6211\u4eec\u9700\u5728\u7ebf\u641c\u96c6\u8d44\u6e90\u5e76\u4f9d\u8d56\u533b\u751f\u6807\u6ce8\uff0c\u56e0\u6b64\u5728\u6570\u636e\u5904\u7406\u4e0a\u6295\u5165\u4e86\u5927\u91cf\u7cbe\u529b\u3002\u201d<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5206\u5c42\u89c6\u89c9\u611f\u77e5\u673a\u5236\u5728\u9002\u5e94\u533b\u7597\u573a\u666f\u590d\u6742\u4efb\u52a1\u4e2d\u53d1\u6325\u4e86\u6838\u5fc3\u4f5c\u7528\u3002\u8be5\u673a\u5236\u57fa\u4e8e\u524d\u4eba\u7814\u7a76\u2014\u2014\u6d45\u5c42\u7f51\u7edc\u7279\u5f81\u66f4\u5177\u4f53\uff0c\u6df1\u5c42\u7279\u5f81\u66f4\u62bd\u8c61\u3002\u56e0\u6b64\uff0c\u56e2\u961f\u8bbe\u8ba1\u7406\u89e3\u4efb\u52a1\u4fa7\u91cd\u9ad8\u5c42\u8bed\u4e49\uff08\u62bd\u8c61\u7279\u5f81\uff09\uff0c\u800c\u751f\u6210\u4efb\u52a1\u4fdd\u7559\u5e95\u5c42\u7ec6\u8282\uff08\u5177\u8c61\u7279\u5f81\uff09\uff0c\u4ece\u800c\u9488\u5bf9\u6027\u4fdd\u7559\u533b\u5b66\u5f71\u50cf\u7684\u7279\u5f81\u7c92\u5ea6\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u4e0d\u8fc7\uff0c\u73b0\u6709\u673a\u5236\u867d\u6709\u6548\uff0c\u56e2\u961f\u4ecd\u5e0c\u671b\u63a2\u7d22\u62bd\u8c61\u4e0e\u5177\u8c61\u7279\u5f81\u7684\u4e92\u8865\u6027\uff0c\u800c\u975e\u5b8c\u5168\u5272\u88c2\u3002\u4f8b\u5982\uff0c\u5c1d\u8bd5\u7528\u62bd\u8c61\u7279\u5f81\u8f85\u52a9\u751f\u6210\uff0c\u6216\u5229\u7528\u5177\u8c61\u7279\u5f81\u589e\u5f3a\u7406\u89e3\u3002\u672a\u6765\u4ed6\u4eec\u8fd8\u8ba1\u5212\u5f15\u5165\u7279\u5f81\u878d\u5408\u673a\u5236\uff0c\u7ed3\u5408\u4e24\u8005\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u4efb\u52a1\u6027\u80fd\u3002<\/span><\/span><\/p><div><img src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-6w9my0ksvp\/282b2ac0ebc940a88eff943478c35c7d~tplv-obj.image?lk3s=ef143cfe&amp;traceid=202506111445106ED7FA1C4315844072E1&amp;x-expires=2147483647&amp;x-signature=svn5OKNkZijSkg1%2FDVEDFYB0bAI%3D\"\/>\uff08\u6765\u6e90\uff1aarXiv\uff09<\/div><div><br\/><a><\/a><p><span style=\"letter-spacing: 1px;\"><strong><span style=\"color: rgb(14, 23, 50); --tt-darkmode-color: #94A2CE;\">HealthGPT \u6a21\u578b\u5728\u9ad8\u6548\u8bad\u7ec3\u4e0e\u8fed\u4ee3\u3001\u8f7b\u91cf\u5316\u90e8\u7f72\u548c\u591a\u6a21\u6001\u533b\u7597\u5f71\u50cf\u7b49\u573a\u666f\u5177\u6709\u5e94\u7528\u6f5c\u529b\u3002<\/span><\/strong>\u4e00\u65b9\u9762\uff0cHealthGPT \u6a21\u578b\u652f\u6301\u9ad8\u6548\u8bad\u7ec3\uff08H-LoRA\uff09\uff0c\u533b\u9662\u6570\u636e\u6301\u7eed\u66f4\u65b0\u65f6\uff0c\u57fa\u4e8e\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u5c0f\uff0c\u53ef\u5feb\u901f\u8fed\u4ee3\u6a21\u578b\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u57fa\u4e8e\u6a21\u578b\u8f7b\u91cf\u7ea7\uff08\u53c2\u6570\u89c4\u6a21\u5c0f\uff09\u7279\u6027\uff0c\u53ef\u90e8\u7f72\u5728\u7aef\u4fa7\u8bbe\u5907\uff08\u5982\u624b\u673a\uff09\u3002<\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5728\u591a\u6a21\u6001\u533b\u7597\u5f71\u50cf\u652f\u6301\u65b9\u9762\uff0c\u533b\u751f\u7aef\u53ef\u7528\u4e8e\u8f85\u52a9\u8bca\u65ad\u3001\u67e5\u8be2\u77e5\u8bc6\uff1b\u60a3\u8005\u7aef\u5219\u80fd\u591f\u8fdb\u884c\u57fa\u7840\u75be\u75c5\u54a8\u8be2\uff0c\u51cf\u5c11\u5c31\u533b\u6210\u672c\u3002\u636e\u4ecb\u7ecd\uff0c\u76ee\u524d\u8be5\u56e2\u961f\u5df2\u4e0e\u6d59\u6c5f\u5927\u5b66\u533b\u5b66\u9662\u9644\u5c5e\u7b2c\u4e8c\u533b\u9662\u3001\u6d59\u6c5f\u5927\u5b66\u90b5\u9038\u592b\u533b\u9662\u6d3d\u8c08\u5408\u4f5c\uff0c\u8ba1\u5212\u5728\u533b\u751f\u7aef\u548c\u60a3\u8005\u7aef\u90e8\u7f72\u6a21\u578b\uff0c\u5b9e\u73b0\u5b9e\u9645\u533b\u7597\u5e94\u7528\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u6b64\u5916\uff0c\u7531\u4e8e\u8be5\u6a21\u578b\u5177\u5907\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u7814\u7a76\u56e2\u961f\u76ee\u524d\u5e0c\u671b\u5148\u5e94\u7528\u4e8e\u533b\u7597\u5f71\u50cf\u9886\u57df\uff08\u5982 CT \u548c\u6838\u78c1\u5171\u632f\u6210\u50cf\uff09\uff0c\u534f\u52a9\u533b\u751f\u9605\u7247\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4ed6\u4eec\u4e5f\u6b63\u5728\u63a2\u7d22\u8be5\u6a21\u578b\u662f\u5426\u53ef\u6269\u5c55\u81f3\u7f55\u89c1\u75c5\u8bca\u65ad\uff0c\u5e76\u4e0e\u6d59\u6c5f\u5927\u5b66\u533b\u5b66\u9662\u9644\u5c5e\u7b2c\u4e8c\u533b\u9662\u7b49\u673a\u6784\u5408\u4f5c\uff0c\u5f00\u5c55\u521d\u6b65\u5c1d\u8bd5\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5728\u672a\u6765\u7684\u7814\u7a76\u4e2d\uff0c\u8be5\u56e2\u961f\u8ba1\u5212\u5728\u4ee5\u4e0b\u4e24\u65b9\u9762\u7ee7\u7eed\u63a2\u7d22\uff1a<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7b2c\u4e00\uff0c\u5f00\u53d1\u66f4\u5927\u89c4\u6a21\u7684 HealthGPT \u6a21\u578b\u3002\u73b0\u6709\u6a21\u578b\u53c2\u6570\u4e3a 38 \u4ebf\u548c 140 \u4ebf\uff0c\u4ed6\u4eec\u6253\u7b97\u7ee7\u7eed\u63a2\u7d22\u66f4\u5f3a\u5927\u7684\u7edf\u4e00\u67b6\u6784\u548c\u53c2\u6570\u6269\u5c55\u65b9\u6cd5\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u7b2c\u4e8c\uff0c\u7814\u7a76\u533b\u7597 Agent \u7cfb\u7edf\uff0c\u63a8\u52a8\u5927\u5c0f\u6a21\u578b\u534f\u540c\u3002\u6b63\u5982 OpenAI \u7684 CEO \u5c71\u59c6\u5965\u7279\u66fc\u6240\u8bf4\uff0c\u6a21\u578b\u534f\u4f5c\u662f\u672a\u6765\u8d8b\u52bf\u3002\u5b9e\u9645\u4e0a\uff0c\u8bb8\u591a\u75be\u75c5\u65e0\u9700\u5927\u6a21\u578b\u5373\u53ef\u89e3\u51b3\uff0c\u4e5f\u5c31\u662f\u8bf4\u6a21\u578b\u95f4\u80fd\u591f\u4e92\u8865\u3002<\/span><\/span><\/p><p><span style=\"letter-spacing: 1px;\"><span style=\"--tt-darkmode-color: #A3A3A3;\">\u5f20\u6587\u6865\u8868\u793a\uff1a\u201c\u6211\u4eec\u8ba1\u5212\u5c06\u5355\u4e00\u6a21\u578b\u5347\u7ea7\u4e3a Health Agent\uff0c\u7531\u4e0d\u540c\u89d2\u8272\uff08\u5982\u533b\u751f\u3001\u60a3\u8005\uff09\u53c2\u4e0e\u6570\u636e\u66f4\u65b0\u548c\u53c2\u6570\u4f18\u5316\uff0c\u6784\u5efa\u66f4\u5b8c\u5584\u7684\u667a\u80fd\u4f53\u7ea7\u522b\u7684\u6a21\u578b\uff0c\u8fd9\u6709\u671b\u5e2e\u52a9\u533b\u7597\u4eba\u5458\u548c\u60a3\u8005\u63d0\u4f9b\u66f4\u9ad8\u8d28\u91cf\u7684\u533b\u7597\u670d\u52a1\u3002\u201d<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u53c2\u8003\u8d44\u6599\uff1a<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">1.https:\/\/arxiv.org\/pdf\/2502.09838<\/span><\/span><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">2.https:\/\/github.com\/DCDmllm\/HealthGPT<\/span><\/span><\/p><p style=\"line-height: 1;\"><\/p><p style=\"line-height: 1;\"><span style=\"letter-spacing: 1px;\"><span style=\"color: rgb(178, 178, 178); --tt-darkmode-color: #A3A3A3;\">\u8fd0\u8425\/\u6392\u7248\uff1a\u4f55\u6668\u9f99<\/span><\/span><\/p><\/div><\/div><\/div><\/div><\/div>","content_en":null,"content_all":null,"article_url":"http:\/\/www.sciphi.cn\/article\/view\/14886","typeName":"\u751f\u7269\u533b\u5b66"},"code":10000,"message":"\u6210\u529f"}