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data-id=\"ld70c578-bO6nnIiR\"><strong>\u5b9e\u73b0\u8981\u70b9<\/strong>\uff1a<\/li>\n<\/ul>\n<p>\u63d0\u793a\u5de5\u7a0b\u662f\u5173\u952e\uff1a\u9700\u7cbe\u51c6\u7f16\u7801\u4efb\u52a1\u76ee\u6807\u3001\u4e0a\u4e0b\u6587\u7ea6\u675f\u548c\u8f93\u51fa\u683c\u5f0f\uff08\u5982\u8981\u6c42\u4ee5JSON\u683c\u5f0f\u8fd4\u56de\u836f\u54c1\u5242\u91cf\uff09\u3002<\/p>\n<p>\u9002\u7528\u573a\u666f\uff1a\u7b80\u5355\u95ee\u7b54\uff08\u5982\u201c\u4e8c\u7532\u53cc\u80cd\u7684\u7981\u5fcc\u75c7\u201d\uff09\u3001\u6587\u672c\u6458\u8981\u3001\u6a21\u677f\u5316\u6587\u4e66\u751f\u6210\u3002<\/p>\n<ul data-id=\"u738a58b-aiQC7dP6\">\n<li data-id=\"ld70c578-3Hre60Hn\"><strong>\u6848\u4f8b<\/strong>\uff1a\u67d0\u8bca\u6240\u7684\u7528\u836f\u54a8\u8be2\u673a\u5668\u4eba\uff0c\u901a\u8fc7GPT-3.5\u7684\u5355\u8f6e\u63d0\u793a\u5b9e\u73b092%\u7684\u5e38\u89c1\u7528\u836f\u95ee\u9898\u89e3\u7b54\uff0c\u90e8\u7f72\u6210\u672c\u4ec5\u4e3a\u4f20\u7edf\u89c4\u5219\u5f15\u64ce\u76841\/3\u3002<\/li>\n<\/ul>\n<h4>\uff08\u4e8c\uff09\u601d\u7ef4\u5f15\u64ce\uff1aReAct\u6a21\u5f0f\uff08\u63a8\u7406-\u884c\u52a8\u5faa\u73af\uff09<\/h4>\n<ul data-id=\"u738a58b-T3VMQ2OI\">\n<li data-id=\"ld70c578-asbAqLCq\"><strong>\u7cbe\u76ca\u8bc4\u5206\uff1a\u2605\u2605\u2605\u2606\u2606<\/strong><\/li>\n<li data-id=\"ld70c578-Q6RIhUmm\"><strong>\u6838\u5fc3\u7279\u5f81<\/strong>\uff1a\u901a\u8fc7\u201c\u601d\u8003-\u884c\u52a8-\u89c2\u5bdf\u201d\u5faa\u73af\u5b9e\u73b0\u5206\u6b65\u63a8\u7406\uff0c\u652f\u6301\u6709\u9650\u5de5\u5177\u8c03\u7528\u3002<\/li>\n<li data-id=\"ld70c578-i9EcfIVj\"><strong>\u5173\u952e\u8bbe\u8ba1<\/strong>\uff1a<\/li>\n<\/ul>\n<p>\u52a8\u4f5c\u7a7a\u95f4\u9650\u5236\uff1a\u9884\u8bbe\u5141\u8bb8\u8c03\u7528\u7684\u5de5\u5177\u96c6\u5408\uff08\u5982\u836f\u54c1\u6570\u636e\u5e93API\u3001\u68c0\u9a8c\u503c\u8ba1\u7b97\u5668\uff09\u3002<\/p>\n<p>\u63a8\u7406\u6b65\u6570\u7ea6\u675f\uff1a\u901a\u8fc7<code>max_steps<\/code>\u53c2\u6570\u9650\u5236\u5faa\u73af\u6b21\u6570\uff08\u5982\u533b\u7597\u5ba1\u6279\u4e0d\u8d85\u8fc75\u6b65\u63a8\u7406\uff09\u3002<\/p>\n<ul data-id=\"u738a58b-o0GRGPRm\">\n<li data-id=\"ld70c578-1wbfATFX\"><strong>\u5e94\u7528\u573a\u666f<\/strong>\uff1a\u79d1\u7814\u6587\u732e\u68c0\u7d22\uff08\u5982\u201c\u67e5\u627e2023\u5e74\u4ee5\u6765PD-1\u6291\u5236\u5242\u5728\u80c3\u764c\u4e2d\u7684III\u671f\u4e34\u5e8a\u8bd5\u9a8c\u201d\uff09\u3001\u6cbb\u7597\u65b9\u6848\u521d\u6b65\u89c4\u5212\u3002<\/li>\n<li data-id=\"ld70c578-YDMn18iZ\"><strong>\u98ce\u9669\u63d0\u793a<\/strong>\uff1a\u82e5\u52a8\u4f5c\u7a7a\u95f4\u5931\u63a7\uff0c\u53ef\u80fd\u9000\u5316\u4e3a\u590d\u6742\u67b6\u6784\uff0c\u9700\u5b9a\u671f\u5ba1\u8ba1\u5de5\u5177\u8c03\u7528\u65e5\u5fd7\u3002<\/li>\n<\/ul>\n<h4>\uff08\u4e09\uff09\u65e0\u7f1d\u96c6\u6210\uff1aToolformer\u98ce\u683c\uff08LLM\u5185\u5d4c\u5de5\u5177\u8c03\u7528\uff09<\/h4>\n<ul data-id=\"u738a58b-mAMhMYqN\">\n<li data-id=\"ld70c578-rxFlck8B\"><strong>\u7cbe\u76ca\u8bc4\u5206\uff1a\u2605\u2605\u2605\u2605\u2606<\/strong><\/li>\n<li data-id=\"ld70c578-eRt3ajsP\"><strong>\u6280\u672f\u4eae\u70b9<\/strong>\uff1aLLM\u5728\u751f\u6210\u6587\u672c\u65f6\u81ea\u52a8\u51b3\u5b9a\u662f\u5426\u8c03\u7528\u5de5\u5177\uff0c\u5e76\u5d4c\u5165\u53c2\u6570\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-5tx2fbCQ\"><strong>\u5178\u578b\u573a\u666f<\/strong>\uff1a<\/li>\n<\/ul>\n<p>\u6570\u636e\u5206\u6790\uff1a\u201c\u6839\u636e\u60a3\u8005\u8fd13\u4e2a\u6708\u7684\u8840\u7cd6\u76d1\u6d4b\u6570\u636e\uff0c\u751f\u6210\u8d8b\u52bf\u5206\u6790\u56fe\u8868\u201d\uff08LLM\u81ea\u52a8\u8c03\u7528Pandas\u548cMatplotlib API\uff09\u3002<\/p>\n<p>\u8ba1\u7b97\u8f85\u52a9\uff1a\u201c\u8ba1\u7b97BMI=28.5\u3001\u8170\u56f490cm\u7684\u60a3\u8005\u662f\u5426\u7b26\u5408\u4ee3\u8c22\u7efc\u5408\u5f81\u8bca\u65ad\u6807\u51c6\u201d\uff08\u8c03\u7528\u81ea\u5b9a\u4e49\u7b97\u6cd5\u51fd\u6570\uff09\u3002<\/p>\n<ul data-id=\"u738a58b-A0jHXMIb\">\n<li data-id=\"ld70c578-fhz0AQh4\"><strong>\u4f18\u52bf<\/strong>\uff1a\u4fdd\u6301\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7684\u6d41\u7545\u6027\uff0c\u907f\u514d\u4f20\u7edf\u67b6\u6784\u4e2d\u201c\u4eba\u673a\u4ea4\u4e92-\u5de5\u5177\u8c03\u7528\u201d\u7684\u5272\u88c2\u611f\u3002<\/li>\n<\/ul>\n<h4>\uff08\u56db\uff09\u8bb0\u5fc6\u4e2d\u67a2\uff1a\u5185\u5b58\u589e\u5f3a\u578b\u667a\u80fd\u4f53\uff08LLM+\u5411\u91cf\u5b58\u50a8\uff09<\/h4>\n<ul data-id=\"u738a58b-laTpEUEX\">\n<li data-id=\"ld70c578-T67phWmo\"><strong>\u7cbe\u76ca\u8bc4\u5206\uff1a\u2605\u2605\u2606\u2606\u2606<\/strong><\/li>\n<li data-id=\"ld70c578-veBMHmre\"><strong>\u590d\u6742\u6027\u6765\u6e90<\/strong>\uff1a\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982Milvus\uff09\u3001\u5d4c\u5165\u6a21\u578b\uff08\u5982Sentence-BERT\uff09\u3001\u8bb0\u5fc6\u68c0\u7d22\u7b56\u7565\uff08\u5982BM25+\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff09\u7684\u5f15\u5165\u3002<\/li>\n<li data-id=\"ld70c578-6xiyOQfc\"><strong>\u9002\u7528\u6761\u4ef6<\/strong>\uff1a<\/li>\n<\/ul>\n<p>\u5fc5\u987b\u573a\u666f\uff1a\u9700\u8981\u5904\u7406\u957f\u5bf9\u8bdd\u5386\u53f2\uff08\u5982\u6162\u6027\u75c5\u7ba1\u7406\u968f\u8bbf\uff09\u6216\u4e2a\u6027\u5316\u63a8\u8350\uff08\u5982\u57fa\u4e8e\u60a3\u8005\u75c5\u5386\u7684\u7528\u836f\u5efa\u8bae\uff09\u3002<\/p>\n<ul data-indent=\"1\" data-id=\"udcdd064-5sDanzdE\">\n<li data-id=\"ld70c578-CJyfsmMX\">\u907f\u514d\u6ee5\u7528\uff1a\u5bf9\u4e8e\u5355\u6b21\u4ea4\u4e92\u5373\u53ef\u5b8c\u6210\u7684\u4efb\u52a1\uff08\u5982\u836f\u54c1\u8bf4\u660e\u4e66\u67e5\u8be2\uff09\uff0c\u65e0\u9700\u5f15\u5165\u8bb0\u5fc6\u6a21\u5757\u3002<\/li>\n<\/ul>\n<ul data-id=\"u738a58b-96mc6EmN\">\n<li data-id=\"ld70c578-l5Bh8Cto\"><strong>\u6210\u672c\u8003\u91cf<\/strong>\uff1a\u5185\u5b58\u7ba1\u7406\u6a21\u5757\u7684\u5f00\u53d1\u6210\u672c\u5360\u6574\u4f53\u67b6\u6784\u768430%-40%\uff0c\u4e14\u9700\u8981\u5b9a\u671f\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u7d22\u5f15\u4f18\u5316\u3002<\/li>\n<\/ul>\n<h4>\uff08\u4e94\uff09\u9886\u57df\u4e13\u5bb6\uff1a\u6a21\u5757\u5316\u667a\u80fd\u4f53\uff08\u7ed3\u6784\u5316\u591a\u4ee3\u7406\uff09<\/h4>\n<ul data-id=\"u738a58b-1Dta3sYC\">\n<li data-id=\"ld70c578-XRuZKWf7\"><strong>\u7cbe\u76ca\u8bc4\u5206\uff1a\u2605\u2605\u2605\u2605\u2606<\/strong><\/li>\n<li data-id=\"ld70c578-FZSykDoC\"><strong>\u67b6\u6784\u7cbe\u9ad3<\/strong>\uff1a\u6bcf\u4e2a\u4ee3\u7406\u627f\u62c5\u5355\u4e00\u804c\u8d23\uff0c\u901a\u8fc7\u6807\u51c6\u5316\u6570\u636e\u7ed3\u6784\u534f\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-XZKlwsI4\"><strong>\u533b\u7597\u5b9e\u8df5<\/strong>\uff1a<\/li>\n<\/ul>\n<p><strong>\u8d44\u683c\u9a8c\u8bc1\u4ee3\u7406<\/strong>\uff1a\u5bf9\u63a5\u533b\u4fdd\u6570\u636e\u5e93\uff0c\u9a8c\u8bc1\u60a3\u8005\u4fdd\u9669\u8986\u76d6\u8303\u56f4\u3002<\/p>\n<p><strong>\u533b\u5b66\u5fc5\u8981\u6027\u4ee3\u7406<\/strong>\uff1a\u57fa\u4e8e\u4e34\u5e8a\u6307\u5357\uff08\u5982NCCN\u6307\u5357\uff09\u8bc4\u4f30\u6cbb\u7597\u65b9\u6848\u5408\u7406\u6027\u3002<\/p>\n<p><strong>\u5408\u89c4\u5ba1\u67e5\u4ee3\u7406<\/strong>\uff1a\u68c0\u67e5\u5ba1\u6279\u6d41\u7a0b\u662f\u5426\u7b26\u5408CMS\uff08\u7f8e\u56fd\u533b\u7597\u4fdd\u9669\u548c\u533b\u7597\u8865\u52a9\u670d\u52a1\u4e2d\u5fc3\uff09\u8981\u6c42\u3002<\/p>\n<ul data-id=\"u738a58b-6mRBbleo\">\n<li data-id=\"ld70c578-9kQMGFH4\"><strong>\u6280\u672f\u6846\u67b6<\/strong>\uff1aADK\uff08Agent Development Kit\uff09\u7b49\u5de5\u5177\u63d0\u4f9bSchema\u9a8c\u8bc1\u548c\u4ee3\u7406\u534f\u8c03\u673a\u5236\uff0c\u786e\u4fdd\u8de8\u6a21\u5757\u6570\u636e\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<h4>\uff08\u516d\uff09\u6df7\u5408\u5de8\u517d\uff1aRL+LLM\u67b6\u6784<\/h4>\n<ul data-id=\"u738a58b-OFwvfErg\">\n<li data-id=\"ld70c578-2dqWyQwf\"><strong>\u7cbe\u76ca\u8bc4\u5206\uff1a\u2605\u2606\u2606\u2606\u2606<\/strong><\/li>\n<li data-id=\"ld70c578-RXczXom2\"><strong>\u590d\u6742\u6027\u5c42\u7ea7<\/strong>\uff1a\u9700\u6574\u5408\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff08\u5982Stable Baselines3\uff09\u3001\u7279\u5f81\u5de5\u7a0b\u6a21\u5757\u3001\u6a21\u578b\u670d\u52a1\u7cfb\u7edf\u548cLLM\u63a5\u53e3\u3002<\/li>\n<li data-id=\"ld70c578-ZFtSzuUq\"><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9ad8\u98ce\u9669\u51b3\u7b56\u4f18\u5316\uff08\u5982\u764c\u75c7\u5316\u7597\u65b9\u6848\u9009\u62e9\uff09\u3001\u957f\u671f\u7b56\u7565\u89c4\u5212\uff08\u5982\u533b\u9662\u8d44\u6e90\u8c03\u5ea6\uff09\u3002<\/li>\n<li data-id=\"ld70c578-B5iu7Aev\"><strong>\u5b9e\u65bd\u58c1\u5792<\/strong>\uff1a<\/li>\n<\/ul>\n<p>\u6570\u636e\u8981\u6c42\uff1a\u9700\u6570\u4e07\u4f8b\u6807\u6ce8\u597d\u7684\u6210\u529f\/\u5931\u8d25\u6848\u4f8b\uff08\u5982\u6709\u6548\/\u65e0\u6548\u7684\u672f\u524d\u5ba1\u6279\u8bb0\u5f55\uff09\u3002<\/p>\n<p>\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\uff1a\u9700\u5e73\u8861\u533b\u7597\u6548\u679c\uff08\u5982\u60a3\u8005\u9884\u540e\uff09\u3001\u5408\u89c4\u6027\uff08\u5982\u533b\u4fdd\u653f\u7b56\uff09\u548c\u6210\u672c\uff08\u5982\u6cbb\u7597\u8d39\u7528\uff09\u7b49\u591a\u7ef4\u5ea6\u76ee\u6807\uff0c\u8fd9\u5f80\u5f80\u9700\u8981\u4e34\u5e8a\u4e13\u5bb6\u4e0e\u7b97\u6cd5\u5de5\u7a0b\u5e08\u7684\u6df1\u5ea6\u534f\u4f5c\u3002<\/p>\n<h4>\uff08\u4e03\uff09\u89c4\u5219\u6df7\u5408\uff1a\u7b26\u53f7\u7cfb\u7edf+LLM\u67b6\u6784<\/h4>\n<ul data-id=\"u738a58b-taM5QEAP\">\n<li data-id=\"ld70c578-L2KWsggT\"><strong>\u7cbe\u76ca\u8bc4\u5206\uff1a\u2605\u2605\u2605\u2605\u2606\uff08\u6a21\u5757\u5316\u8bbe\u8ba1\u65f6\uff09<\/strong><\/li>\n<li data-id=\"ld70c578-25yPOwGp\"><strong>\u878d\u5408\u7b56\u7565<\/strong>\uff1a<\/li>\n<\/ul>\n<p>\u5173\u952e\u51b3\u7b56\u7531\u89c4\u5219\u5f15\u64ce\u8d1f\u8d23\uff08\u5982\u201c\u6536\u7f29\u538b\u2265180mmHg\u4e14\u8212\u5f20\u538b\u2265110mmHg\u65f6\u5fc5\u987b\u542f\u52a8\u7d27\u6025\u964d\u538b\u6d41\u7a0b\u201d\uff09\u3002<\/p>\n<p>\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7531LLM\u5904\u7406\uff08\u5982\u89e3\u6790\u533b\u751f\u624b\u5199\u7684\u75c5\u5386\u63cf\u8ff0\uff09\u3002<\/p>\n<ul data-id=\"u738a58b-xOkuHaY5\">\n<li data-id=\"ld70c578-yPTgyfWM\"><strong>\u5178\u578b\u5e94\u7528<\/strong>\uff1a\u57fa\u5c42\u533b\u7597\u8bca\u65ad\u8f85\u52a9\u7cfb\u7edf\uff0cLLM\u5c06\u60a3\u8005\u4e3b\u8bc9\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u75c7\u72b6\u6570\u636e\uff0c\u89c4\u5219\u5f15\u64ce\u6839\u636e\u300a\u4e34\u5e8a\u8bca\u7597\u6307\u5357\u300b\u751f\u6210\u9274\u522b\u8bca\u65ad\u5217\u8868\u3002<\/li>\n<li data-id=\"ld70c578-RGr6TBje\"><strong>\u4f18\u52bf<\/strong>\uff1a\u7ed3\u5408\u7b26\u53f7\u7cfb\u7edf\u7684\u786e\u5b9a\u6027\uff08\u51c6\u786e\u7387\u53ef\u8fbe99%\uff09\u548cLLM\u7684\u7075\u6d3b\u6027\uff08\u81ea\u7136\u8bed\u8a00\u5904\u7406\u53ec\u56de\u7387\u63d0\u534740%\uff09\u3002<\/li>\n<\/ul>\n<h4>\uff08\u516b\uff09\u534f\u540c\u7f51\u7edc\uff1a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08\u667a\u80fd\u4f53\u793e\u4f1a\uff09<\/h4>\n<ul data-id=\"u738a58b-tJb6Wu4T\">\n<li data-id=\"ld70c578-Wt3JwO3X\"><strong>\u7cbe\u76ca\u8bc4\u5206\uff1a\u2605\u2606\u2606\u2606\u2606<\/strong><\/li>\n<li data-id=\"ld70c578-7s6jTzHH\"><strong>\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u9e3f\u6c9f<\/strong>\uff1a<\/li>\n<\/ul>\n<p>\u901a\u4fe1\u534f\u8bae\u590d\u6742\u6027\uff1a\u9700\u5b9a\u4e49FIPA\uff08\u667a\u80fd\u4f53\u901a\u4fe1\u8bed\u8a00\uff09\u6216\u81ea\u5b9a\u4e49\u6d88\u606f\u683c\u5f0f\uff0c\u5f00\u53d1\u6210\u672c\u589e\u52a050%\u3002<\/p>\n<p>\u5171\u4eab\u5185\u5b58\u7ba1\u7406\uff1a\u591a\u4e2a\u4ee3\u7406\u5bf9\u540c\u4e00\u60a3\u8005\u6570\u636e\u7684\u5e76\u53d1\u8bbf\u95ee\u53ef\u80fd\u5f15\u53d1\u4e00\u81f4\u6027\u95ee\u9898\uff0c\u9700\u5f15\u5165\u5206\u5e03\u5f0f\u9501\u673a\u5236\u3002<\/p>\n<p>\u6d8c\u73b0\u884c\u4e3a\u98ce\u9669\uff1a\u4ee3\u7406\u95f4\u7684\u975e\u9884\u671f\u4ea4\u4e92\u53ef\u80fd\u5bfc\u81f4\u7cfb\u7edf\u7ea7\u6545\u969c\uff0c\u5982\u201c\u836f\u623f\u5e93\u5b58\u4ee3\u7406\u201d\u4e0e\u201c\u5904\u65b9\u5ba1\u6279\u4ee3\u7406\u201d\u56e0\u4f18\u5148\u7ea7\u51b2\u7a81\u5bfc\u81f4\u836f\u7269\u77ed\u7f3a\u3002<\/p>\n<ul data-id=\"u738a58b-8tjYY35v\">\n<li data-id=\"ld70c578-iVXkrVIs\">\u7406\u8bba\u4f18\u52bf\uff1a\u6a21\u62df\u4eba\u7c7b\u56e2\u961f\u534f\u4f5c\uff0c\u5982\u6025\u8bca\u5ba4\u4e2d\u201c\u5206\u8bca\u4ee3\u7406-\u68c0\u9a8c\u4ee3\u7406-\u4e3b\u6cbb\u533b\u751f\u4ee3\u7406\u201d\u7684\u534f\u540c\u3002<\/li>\n<li data-id=\"ld70c578-jJzvWfkj\">\u5b9e\u9645\u6311\u6218\uff1a<\/li>\n<\/ul>\n<h3>\u4e94\u3001\u7cbe\u76ca\u5b9e\u8df5\u6307\u5357\uff1a\u4ece\u67b6\u6784\u9009\u578b\u5230\u843d\u5730\u90e8\u7f72<\/h3>\n<h4>\uff08\u4e00\uff09\u4f18\u5148\u7ea7\u6cd5\u5219\uff1a80\/20\u539f\u5219\u7684\u667a\u80fd\u4f53\u5e94\u7528<\/h4>\n<ul data-id=\"u738a58b-s9TQr9UT\">\n<li data-id=\"ld70c578-hdZjdqbZ\"><strong>\u7b2c\u4e00\u9636\u6bb5\uff08\u7b80\u5355\u4efb\u52a1\uff09<\/strong>\uff1a\u7528\u7eafLLM\u67b6\u6784\u89e3\u51b380%\u7684\u57fa\u7840\u9700\u6c42\uff0c\u5982\u533b\u7597\u6587\u4e66\u81ea\u52a8\u751f\u6210\u3001\u533b\u4fdd\u653f\u7b56\u95ee\u7b54\u3002<\/li>\n<li data-id=\"ld70c578-LscK6wF4\"><strong>\u7b2c\u4e8c\u9636\u6bb5\uff08\u5de5\u5177\u589e\u5f3a\uff09<\/strong>\uff1a\u5f53\u7eafLLM\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u65f6\uff08\u5982\u9700\u8981\u5b9e\u65f6\u6570\u636e\u67e5\u8be2\uff09\uff0c\u5f15\u5165Toolformer\u6216ReAct\u6a21\u5f0f\uff0c\u589e\u52a0\u5de5\u5177\u8c03\u7528\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-kLXvLMbt\"><strong>\u7b2c\u4e09\u9636\u6bb5\uff08\u590d\u6742\u573a\u666f\uff09<\/strong>\uff1a\u4ec5\u5728\u5fc5\u987b\u573a\u666f\uff08\u5982\u9700\u8981\u5904\u7406\u957f\u7a0b\u533b\u7597\u8bb0\u5f55\uff09\u4e2d\u4f7f\u7528\u5185\u5b58\u589e\u5f3a\u6216\u6a21\u5757\u5316\u67b6\u6784\uff0c\u4e14\u9700\u8fdb\u884c\u6210\u672c-\u6536\u76ca\u5206\u6790\u3002<\/li>\n<\/ul>\n<h4>\uff08\u4e8c\uff09\u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u9ec4\u91d1\u6cd5\u5219<\/h4>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-Em3OceiG\">\n<li data-id=\"ld70c578-7nWY2MZ1\"><strong>\u5355\u4e00\u804c\u8d23\u539f\u5219\uff08SRP\uff09<\/strong>\uff1a\u6bcf\u4e2a\u4ee3\u7406\u4ec5\u8d1f\u8d23\u4e00\u4e2a\u660e\u786e\u4efb\u52a1\uff0c\u5982\u201c\u8fc7\u654f\u53f2\u6838\u67e5\u4ee3\u7406\u201d\u4e0d\u6d89\u53ca\u6cbb\u7597\u65b9\u6848\u63a8\u8350\u3002<\/li>\n<li data-id=\"ld70c578-PR9abGjY\"><strong>\u63a5\u53e3\u6807\u51c6\u5316<\/strong>\uff1a\u5b9a\u4e49\u7edf\u4e00\u7684\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\uff08\u5982\u57fa\u4e8eFHIR\u7684\u533b\u7597\u6570\u636e\u6807\u51c6\uff09\uff0c\u786e\u4fdd\u4ee3\u7406\u95f4\u7684\u677e\u8026\u5408\u3002<\/li>\n<li data-id=\"ld70c578-JNZkjA0w\"><strong>\u53ef\u6d4b\u8bd5\u6027\u8bbe\u8ba1<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u4ee3\u7406\u7f16\u5199\u72ec\u7acb\u6d4b\u8bd5\u7528\u4f8b\uff0c\u5982\u4f7f\u7528LangTest\u7b49\u5de5\u5177\u9a8c\u8bc1LLM\u4ee3\u7406\u7684\u54cd\u5e94\u51c6\u786e\u6027\u3002<\/li>\n<\/ol>\n<h4>\uff08\u4e09\uff09\u533b\u7597\u9886\u57df\u7684\u5408\u89c4\u6027\u8003\u91cf<\/h4>\n<ul data-id=\"u738a58b-yJh7SioU\">\n<li data-id=\"ld70c578-USdw7rBY\"><strong>\u53ef\u89e3\u91ca\u6027\u8981\u6c42<\/strong>\uff1a\u5728\u533b\u7597\u5ba1\u6279\u573a\u666f\u4e2d\uff0c\u9700\u4e3a\u6bcf\u4e2a\u51b3\u7b56\u751f\u6210\u53ef\u8ffd\u6eaf\u7684\u89e3\u91ca\u94fe\u6761\u3002\u6a21\u5757\u5316\u67b6\u6784\u901a\u8fc7\u8bb0\u5f55\u6bcf\u4e2a\u4ee3\u7406\u7684\u8f93\u5165\u8f93\u51fa\uff08\u5982\u201c\u533b\u5b66\u5fc5\u8981\u6027\u4ee3\u7406\u57fa\u4e8eNCCN\u6307\u5357\u7b2c3.2024\u7248\u5efa\u8bae\u9a73\u56de\u8bf7\u6c42\u201d\uff09\uff0c\u6ee1\u8db3HIPAA\u5bf9\u51b3\u7b56\u900f\u660e\u6027\u7684\u8981\u6c42\u3002<\/li>\n<li data-id=\"ld70c578-Uz2IQdMJ\"><strong>\u5ba1\u8ba1\u652f\u6301<\/strong>\uff1a\u7cbe\u76ca\u4ee3\u7406\u7684\u72ec\u7acb\u65e5\u5fd7\u7cfb\u7edf\uff08\u6bcf\u4e2a\u4ee3\u7406\u751f\u6210\u5355\u72ec\u7684\u64cd\u4f5c\u65e5\u5fd7\uff09\uff0c\u4f7f\u5f97\u5408\u89c4\u5ba1\u8ba1\u6548\u7387\u63d0\u534770%\u4ee5\u4e0a\uff0c\u663e\u8457\u964d\u4f4e\u76d1\u7ba1\u98ce\u9669\u3002<\/li>\n<\/ul>\n<h4>\uff08\u56db\uff09\u6210\u672c\u63a7\u5236\u7b56\u7565<\/h4>\n<ul data-id=\"u738a58b-jQs06etv\">\n<li data-id=\"ld70c578-eyBDEdE7\"><strong>\u7b97\u529b\u4f18\u5316<\/strong>\uff1a\u5bf9\u9ad8\u9891\u4f4e\u590d\u6742\u5ea6\u4efb\u52a1\uff08\u5982\u533b\u4fdd\u8d44\u683c\u67e5\u8be2\uff09\u4f7f\u7528\u8f7b\u91cf\u7ea7\u6a21\u578b\uff08\u5982DistilGPT-2\uff09\uff0c\u5bf9\u4f4e\u9891\u9ad8\u590d\u6742\u5ea6\u4efb\u52a1\uff08\u5982\u80bf\u7624\u591a\u5b66\u79d1\u4f1a\u8bca\uff09\u4f7f\u7528\u6309\u9700\u8c03\u7528\u7684\u5927\u578b\u6a21\u578b\u3002<\/li>\n<li data-id=\"ld70c578-22WxwYgZ\"><strong>\u51b7\u542f\u52a8\u65b9\u6848<\/strong>\uff1a\u91c7\u7528\u201c\u70ed\u542f\u52a8\u201d\u673a\u5236\uff0c\u5bf9\u5e38\u89c1\u4efb\u52a1\u9884\u5148\u751f\u6210\u63d0\u793a\u6a21\u677f\uff0c\u5c06\u9996\u6b21\u54cd\u5e94\u65f6\u95f4\u4ece3\u79d2\u7f29\u77ed\u81f3800\u6beb\u79d2\u3002<\/li>\n<\/ul>\n<h3>\u516d\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u7cbe\u76ca\u4ee3\u7406\u7684\u8fdb\u5316\u8def\u5f84<\/h3>\n<h4>\uff08\u4e00\uff09\u8fb9\u7f18\u8ba1\u7b97\u4e2d\u7684\u8f7b\u91cf\u5316\u90e8\u7f72<\/h4>\n<p>\u968f\u7740\u533b\u7597\u7269\u8054\u7f51\uff08IoMT\uff09\u7684\u666e\u53ca\uff0c\u7cbe\u76ca\u4ee3\u7406\u5c06\u5411\u8fb9\u7f18\u8bbe\u5907\u6e17\u900f\u3002\u4f8b\u5982\uff0c\u53ef\u7a7f\u6234\u8bbe\u5907\u4e2d\u7684\u201c\u5b9e\u65f6\u5fc3\u7387\u5f02\u5e38\u9884\u8b66\u4ee3\u7406\u201d\uff0c\u91c7\u7528\u91cf\u5316\u540e\u7684LLM\u6a21\u578b\uff08\u6a21\u578b\u5927\u5c0f\u538b\u7f29\u81f3100MB\u4ee5\u4e0b\uff09\uff0c\u5728\u672c\u5730\u5b8c\u6210\u6570\u636e\u5904\u7406\uff0c\u907f\u514d\u4e91\u7aef\u5ef6\u8fdf\u548c\u9690\u79c1\u6cc4\u9732\u98ce\u9669\u3002<\/p>\n<h4>\uff08\u4e8c\uff09\u8054\u90a6\u5b66\u4e60\u4e0e\u9690\u79c1\u4fdd\u62a4<\/h4>\n<p>\u5728\u533b\u7597\u6570\u636e\u5171\u4eab\u573a\u666f\u4e2d\uff0c\u7cbe\u76ca\u4ee3\u7406\u5c06\u4e0e\u8054\u90a6\u5b66\u4e60\u6280\u672f\u7ed3\u5408\u3002\u4f8b\u5982\uff0c\u591a\u4e2a\u533b\u9662\u7684\u201c\u7f55\u89c1\u75c5\u8bca\u65ad\u4ee3\u7406\u201d\u901a\u8fc7\u8054\u90a6\u8bad\u7ec3\u66f4\u65b0\u6a21\u578b\uff0c\u65e0\u9700\u5171\u4eab\u60a3\u8005\u539f\u59cb\u6570\u636e\uff0c\u65e2\u6ee1\u8db3GDPR\u8981\u6c42\uff0c\u53c8\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<h4>\uff08\u4e09\uff09\u4eba\u673a\u534f\u4f5c\u7684\u589e\u5f3a\u578b\u67b6\u6784<\/h4>\n<p>\u672a\u6765\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u5c06\u66f4\u6ce8\u91cd\u201c\u4eba\u5728\u56de\u8def\u201d\u7684\u8bbe\u8ba1\u3002\u4f8b\u5982\uff0c\u5728\u533b\u7597\u5ba1\u6279\u6d41\u7a0b\u4e2d\uff0c\u201c\u521d\u7ea7\u5ba1\u6279\u4ee3\u7406\u201d\u5b8c\u621090%\u7684\u5e38\u89c4\u5ba1\u6838\uff0c\u5c06\u590d\u6742\u6848\u4f8b\u81ea\u52a8\u8f6c\u4ea4\u201c\u4e13\u5bb6\u4ee3\u7406\u201d\uff08\u4eba\u7c7b\u533b\u751f\u7684\u6570\u5b57\u5b6a\u751f\uff09\u5904\u7406\uff0c\u5f62\u6210\u201c\u673a\u5668\u521d\u5ba1-\u4eba\u7c7b\u7cbe\u4fee\u201d\u7684\u534f\u540c\u6a21\u5f0f\uff0c\u63d0\u5347\u51b3\u7b56\u8d28\u91cf\u7684\u540c\u65f6\u964d\u4f4e\u4eba\u529b\u6210\u672c\u3002<\/p>\n<h3>\u4e03\u3001\u5728\u590d\u6742\u6027\u4e0e\u53ef\u9760\u6027\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u70b9<\/h3>\n<p>\u5f53\u6211\u4eec\u544a\u522b\u201c\u5168\u80fd\u578b\u667a\u80fd\u4f53\u201d\u7684\u5e7b\u60f3\uff0c\u56de\u5f52\u201c\u505a\u4e00\u4ef6\u4e8b\u5e76\u505a\u597d\u201d\u7684\u672c\u8d28\u65f6\uff0c\u6211\u4eec\u5b9e\u9645\u4e0a\u662f\u5728\u91cd\u65b0\u5b9a\u4e49AI\u7cfb\u7edf\u7684\u6210\u529f\u6807\u51c6\u2014\u2014\u4e0d\u662f\u529f\u80fd\u7684\u5806\u780c\uff0c\u800c\u662f\u5bf9\u7279\u5b9a\u95ee\u9898\u7684\u6df1\u5ea6\u89e3\u51b3\u80fd\u529b\u3002\u7cbe\u76ca\u4ee3\u7406\u7684\u4ef7\u503c\uff0c\u4e0d\u4ec5\u5728\u4e8e\u89c4\u907f\u590d\u6742\u6027\u9677\u9631\uff0c\u66f4\u5728\u4e8e\u4e3a\u533b\u7597\u3001\u91d1\u878d\u7b49\u5f3a\u5408\u89c4\u9886\u57df\u63d0\u4f9b\u53ef\u4fe1\u8d56\u7684AI\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u6b63\u5982Unix\u4e4b\u7236\u80af\u00b7\u6c64\u666e\u900a\u6240\u8a00\uff1a\u201c 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