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class=\"wp-block-list\">\n<li>\u6536\u96c6\uff1a\u640d\u58de\u7684\u4f86\u6e90\u8cc7\u6599\u3001\u6293\u53d6\u7684\u8cc7\u6599\u3001\u516c\u5171\u8cc7\u6599\u96c6\u3001\u4f7f\u7528\u8005\u63d0\u4ea4\u7684\u8a18\u9304\u6216\u611f\u6e2c\u5668\u8cc7\u6599\u3002<\/li>\n\n\n\n<li>\u6a19\u8a3b\uff1a\u64cd\u4f5c\u4eba\u5de5\u6a19\u8a3b\u3001\u773e\u5305\u6a19\u8a3b\u6216\u4f9b\u61c9\u5546\u6a19\u8a3b\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li>\u805a\u5408\uff1a\u7be1\u6539\u4f86\u81ea\u591a\u500b\u4f86\u6e90\u7684\u8cc7\u6599\u3002<\/li>\n\n\n\n<li>\u9810\u8655\u7406\uff1a\u5728\u6e05\u6d17\u3001\u8f49\u63db\u3001\u53bb\u91cd\u6216\u7279\u5fb5\u5de5\u7a0b\u904e\u7a0b\u4e2d\u5c0d\u8cc7\u6599\u9032\u884c\u8b8a\u66f4\u3002<\/li>\n\n\n\n<li>\u8a13\u7df4\u8207\u5fae\u8abf\uff1a\u5c0d\u7528\u65bc\u8a13\u7df4\u6a21\u578b\u6216\u8abf\u6574\u73fe\u6709\u6a21\u578b\u7684\u8cc7\u6599\u9032\u884c\u6295\u6bd2\u3002<\/li>\n\n\n\n<li>\u6aa2\u7d22\uff1a\u5c07\u6575\u5c0d\u6587\u4ef6\u65b0\u589e\u81f3 RAG \u7cfb\u7d71\u5728\u4f7f\u7528\u904e\u7a0b\u4e2d\u67e5\u8a62\u7684\u8a9e\u6599\u5eab\u4e2d\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7a2e\u751f\u547d\u9031\u671f\u8996\u89d2\u5f88\u91cd\u8981\uff0c\u56e0\u70ba\u50c5\u5728\u8a13\u7df4\u968e\u6bb5\u90e8\u7f72\u7684\u9632\u79a6\u63aa\u65bd\u6703\u932f\u904e\u5148\u524d\u767c\u52d5\u7684\u653b\u64ca\u3002RAG \u53c8\u9020\u6210\u4e86\u53e6\u4e00\u500b\u6f0f\u6d1e\uff1a\u653b\u64ca\u53ef\u4ee5\u5728\u90e8\u7f72\u5f8c\u900f\u904e\u6a21\u578b\u6aa2\u7d22\u5230\u7684\u6750\u6599\u9032\u5165\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-data-poisoning-is-hard-to-detect\">\u70ba\u4ec0\u9ebc\u8cc7\u6599\u6295\u6bd2\u96e3\u4ee5\u6aa2\u6e2c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u731b\u70c8\u7684\u6295\u6bd2\u653b\u64ca\u65e8\u5728\u4f7f\u6a21\u578b\u770b\u8d77\u4f86\u5065\u5eb7\u3002\u6574\u9ad4\u6e96\u78ba\u7387\u53ef\u80fd\u4e0d\u6703\u4e0b\u964d\u3002\u9a57\u8b49\u6e2c\u8a66\u53ef\u80fd\u901a\u904e\u3002\u53ea\u6709\u7576\u5b58\u5728\u89f8\u767c\u5668\u3001\u76ee\u6a19\u985e\u5225\u6216\u7279\u5b9a\u8f38\u5165\u6a21\u5f0f\u6642\uff0c\u624d\u6703\u51fa\u73fe\u4e2d\u6bd2\u884c\u70ba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u7814\u7a76\u6848\u4f8b\u5f88\u6709\u7528\uff0c\u4f46\u9700\u8981\u4ed4\u7d30\u89e3\u8b80\u7684\u539f\u56e0\u3002\u5f8c\u9580\u7814\u7a76\u8868\u660e\uff0c\u6a21\u578b\u5728\u4e7e\u6de8\u7684\u8f38\u5165\u4e0a\u53ef\u80fd\u8868\u73fe\u826f\u597d\uff0c\u4f46\u5728\u89f8\u767c\u7684\u8f38\u5165\u4e0a\u53ef\u80fd\u8868\u73fe\u4e0d\u4f73\u3002RAG \u6295\u6bd2\u5be6\u9a57\u8868\u660e\uff0c\u60e1\u610f\u6aa2\u7d22\u6587\u4ef6\u5f88\u96e3\u900f\u904e\u7c21\u55ae\u7684\u6d41\u66a2\u6027\u6216\u56f0\u60d1\u5ea6\u6aa2\u67e5\u4f86\u6a19\u8a18\u3002\u5be6\u969b\u7684\u6559\u8a13\u4e0d\u662f\u8aaa\u6aa2\u6e2c\u662f\u4e0d\u53ef\u80fd\u7684\uff1b\u800c\u662f\u8aaa\u50c5\u50c5\u6aa2\u6e2c\u662f\u4e0d\u5920\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8b66\u544a\u4fe1\u865f\u53ef\u80fd\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6e96\u78ba\u7387\u7a81\u7136\u4e0b\u964d\uff0c\u4e14\u7121\u6cd5\u7528\u5df2\u77e5\u7684\u8cc7\u6599\u3001\u6a21\u578b\u6216\u7a0b\u5f0f\u78bc\u8b8a\u66f4\u4f86\u89e3\u91cb\u3002<\/li>\n\n\n\n<li>\u4e0d\u540c\u7fa4\u9ad4\u3001\u73ed\u7d1a\u6216\u8f38\u5165\u985e\u578b\u4e4b\u9593\u51fa\u73fe\u610f\u6599\u4e4b\u5916\u7684\u504f\u5dee\u6216\u4e0d\u4e00\u81f4\u7684\u8868\u73fe\u3002<\/li>\n\n\n\n<li>\u932f\u8aa4\u5206\u985e\u96c6\u4e2d\u5728\u7279\u5b9a\u7684\u985e\u5225\u3001\u77ed\u8a9e\u3001\u7279\u5fb5\u3001\u4f86\u6e90\u6216\u6587\u4ef6\u7cfb\u5217\u3002<\/li>\n\n\n\n<li>\u8a72\u6a21\u578b\u5728\u5ee3\u6cdb\u7684\u6e2c\u8a66\u4e2d\u8868\u73fe\u6b63\u5e38\uff0c\u4f46\u5728\u7279\u5b9a\u7684\u89f8\u767c\u689d\u4ef6\u4e0b\u537b\u53cd\u8986\u5931\u6548\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-data-poisoning-differs-from-related-threats\">\u8cc7\u6599\u6295\u6bd2\u8207\u5176\u4ed6\u76f8\u95dc\u5a01\u8105\u6709\u4f55\u4e0d\u540c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u6295\u6bd2\u5c6c\u65bc\u5c0d\u6297\u6027\u4eba\u5de5\u667a\u6167\u9019\u4e00\u66f4\u5ee3\u6cdb\u7684\u9818\u57df\uff0c\u5728\u9019\u500b\u9818\u57df\u4e2d\uff0c\u985e\u4f3c\u7684\u8853\u8a9e\u7d93\u5e38\u88ab\u96a8\u610f\u4f7f\u7528\u3002\u6700\u6e05\u6670\u7684\u5dee\u7570\u5728\u65bc\u6642\u6a5f\uff1a\u8cc7\u6599\u6295\u6bd2\u6703\u7834\u58de\u7cfb\u7d71\u5b78\u7fd2\u5230\u7684\u8cc7\u8a0a\uff1b\u8a31\u591a\u5176\u4ed6\u653b\u64ca\u6703\u64cd\u7e31\u7cfb\u7d71\u5728\u4f7f\u7528\u904e\u7a0b\u4e2d\u7684\u884c\u70ba\u3002<\/p>\n\n\n<section class=\"c-block b-title-text-buttons--default c-margin c-margin--bottom-default c-padding c-padding--top-default c-padding--bottom-default c-block b-title-text-buttons b-title-text-buttons--page-data-poisoning  align b-title-text-buttons-layout-default b-title-text-buttons-style-default\" id=\"How_to_Implement_ZTNA\">\n\t<div class=\"c-background c-background--container\">\n    \n    \n    <div class=\"c-background__content\">\n\t\t<div class=\"container\">\n\t\t\t<div class=\"b-title-text-buttons__content\">\n\t\t\t\t\t\t\t\t<div class=\"c-text\" >\n\t\t<table>\n<tbody>\n<tr>\n<td><b>\u5a01\u8105<\/b><\/td>\n<td><b>\u5b83\u8207\u6578\u64da\u4e2d\u6bd2\u6709\u4f55\u4e0d\u540c\uff1f<\/b><\/td>\n<\/tr>\n<tr>\n<td>\u7acb\u5373\u8a3b\u5c04<\/td>\n<td>\u91dd\u5c0dLLM\u6307\u4ee4\u6216\u4e0a\u4e0b\u6587\u7684\u57f7\u884c\u6642\u9593\u653b\u64ca\u3002\u8cc7\u6599\u4e2d\u6bd2\u6703\u6539\u8b8a\u5b78\u7fd2\u8cc7\u6599\u6216\u6aa2\u7d22\u8cc7\u6599\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u5c0d\u6297\u6a23\u672c<\/td>\n<td>\u8f38\u5165\u8cc7\u6599\u662f\u5728\u63a8\u7406\u968e\u6bb5\u7cbe\u5fc3\u8a2d\u8a08\u7684\uff0c\u76ee\u7684\u662f\u6b3a\u9a19\u8a13\u7df4\u597d\u7684\u6a21\u578b\u3002\u6295\u6bd2\u6703\u5728\u5b78\u7fd2\u524d\u6216\u5b78\u7fd2\u904e\u7a0b\u4e2d\u6539\u8b8a\u6578\u64da\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u4e2d\u6bd2<\/td>\n<td>\u653b\u64ca\u8005\u76f4\u63a5\u66f4\u6539\u6a21\u578b\u53c3\u6578\u3001\u68af\u5ea6\u6216\u66f4\u65b0\u3002\u8cc7\u6599\u6295\u6bd2\u662f\u900f\u904e\u6a21\u578b\u5b78\u7fd2\u7684\u8cc7\u6599\u4f86\u5be6\u73fe\u7684\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u76dc\u7aca<\/td>\n<td>\u653b\u64ca\u8005\u63d0\u53d6\u6216\u6a21\u4eff\u6a21\u578b\u3002\u4e2d\u6bd2\u6703\u7834\u58de\u6a21\u578b\u7684\u884c\u70ba\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u8cc7\u6599\u640d\u58de<\/td>\n<td>\u6578\u64da\u53ef\u80fd\u56e0\u610f\u5916\u800c\u51fa\u932f\u3002\u6295\u6bd2\u662f\u84c4\u610f\u7684\u3001\u5e36\u6709\u6575\u610f\u7684\u884c\u70ba\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\t<\/div>\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n<\/section>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c21\u800c\u8a00\u4e4b\uff1a\u8cc7\u6599\u6295\u6bd2\u767c\u751f\u5728\u5b78\u7fd2\u4e4b\u524d\u6216\u5b78\u7fd2\u671f\u9593\uff0c\u800c\u63d0\u793a\u6ce8\u5165\u548c\u5c0d\u6297\u6a23\u672c\u5247\u767c\u751f\u5728\u4f7f\u7528\u671f\u9593\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-to-prevent-and-mitigate-data-poisoning\">\u5982\u4f55\u9810\u9632\u548c\u7de9\u89e3\u6578\u64da\u4e2d\u6bd2<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u65bc\u4e00\u65e6\u6a21\u578b\u5f9e\u88ab\u6c61\u67d3\u7684\u8cc7\u6599\u4e2d\u5b78\u7fd2\uff0c\u6e05\u7406\u5de5\u4f5c\u5c31\u8b8a\u5f97\u56f0\u96e3\uff0c\u56e0\u6b64\u6700\u597d\u7684\u9632\u79a6\u63aa\u65bd\u662f\u5f9e\u8a13\u7df4\u4e4b\u524d\u958b\u59cb\uff0c\u4e26\u8cab\u7a7f\u6574\u500b\u90e8\u7f72\u904e\u7a0b\u3002\u76ee\u6a19\u662f\u4f7f\u6578\u64da\u5f71\u97ff\u53ef\u898b\u3001\u53ef\u63a7\uff0c\u4e26\u5728\u53ef\u80fd\u7684\u60c5\u6cc1\u4e0b\u53ef\u9006\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-before-training\">\u8a13\u7df4<\/h3>\n\n\n\n<ul 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id=\"h-for-rag-and-llm-systems\">\u5c0d\u65bc RAG \u548c LLM \u7cfb\u7d71<\/h3>\n\n\n\n<ul 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