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class=\"wp-block-heading\" id=\"h-targeted-poisoning\">\u30bf\u30fc\u30b2\u30c3\u30c8\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bf\u30fc\u30b2\u30c3\u30c8\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u3001\u7279\u5b9a\u306e\u5165\u529b\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u5909\u66f4\u3057\u306a\u304c\u3089\u3001\u4e00\u822c\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u5927\u304d\u304f\u640d\u306a\u308f\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u9632\u5fa1\u8005\u304c\u6700\u3082\u61f8\u5ff5\u3059\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u666e\u901a\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f\u5168\u4f53\u7684\u306a\u7cbe\u5ea6\u304c\u5065\u5eb7\u7684\u306b\u898b\u3048\u308b\u4e00\u65b9\u3067\u3001\u30e2\u30c7\u30eb\u304c\u72ed\u3044\u9ad8\u4fa1\u5024\u306e\u30b1\u30fc\u30b9\u3067\u9759\u304b\u306b\u9593\u9055\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-availability-attacks\">\u53ef\u7528\u6027\u653b\u6483<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u7528\u6027\u653b\u6483\u306f\u3001\u3088\u308a\u5fae\u5999\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u76ee\u6a19\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5e83\u304f\u4f4e\u4e0b\u3055\u305b\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u4fe1\u983c\u3067\u304d\u306a\u304f\u306a\u308b\u304b\u3001\u4f7f\u7528\u3067\u304d\u306a\u304f\u306a\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u653b\u6483\u306f\u3001\u5931\u6557\u304c\u591a\u304f\u306e\u30b1\u30fc\u30b9\u3067\u76ee\u306b\u898b\u3048\u308b\u305f\u3081\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u3088\u308a\u3082\u691c\u51fa\u304c\u5bb9\u6613\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-retrieval-poisoning-in-rag-systems\">RAG\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u4ee3\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30e2\u30c7\u30eb\u304c\u56de\u7b54\u3059\u308b\u524d\u306b\u5916\u90e8\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u53c2\u7167\u3059\u308b\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u306f\u5225\u306e\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306e\u8868\u9762\u3092\u4f5c\u308a\u51fa\u3057\u307e\u3059\u3002\u60aa\u610f\u306e\u3042\u308b\u6587\u66f8\u304c\u30ea\u30c8\u30ea\u30fc\u30d0\u30eb\u30b3\u30fc\u30d1\u30b9\u306b\u5165\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u5f8c\u3067\u305d\u308c\u3092\u53d6\u5f97\u3057\u3001\u4fe1\u983c\u3067\u304d\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u6271\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u8fd1\u306eSilentRetrieval\u306e\u3088\u3046\u306a\u653b\u6483\u306b\u95a2\u3059\u308b\u7814\u7a76\u306f\u3001\u3053\u308c\u304c\u306a\u305c\u91cd\u8981\u3067\u3042\u308b\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\uff1a\u6bd2\u3055\u308c\u305f\u6587\u66f8\u306f\u6d41\u66a2\u3067\u95a2\u9023\u6027\u304c\u3042\u308b\u3088\u3046\u306b\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5358\u7d14\u306a\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u306f\u5f31\u3044\u9632\u5fa1\u3068\u306a\u308a\u307e\u3059\u3002RAG\u30b7\u30b9\u30c6\u30e0\u306b\u3068\u3063\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u5143\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u63a8\u8ad6\u6642\u306b\u30e2\u30c7\u30eb\u304c\u8aad\u3080\u77e5\u8b58\u30d9\u30fc\u30b9\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-where-poisoning-can-enter-the-ai-lifecycle\">\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u304cAI\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306b\u5165\u308b\u5834\u6240<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u7684\u306a\u8aa4\u89e3\u306f\u3001\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u304c\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u306e\u307f\u767a\u751f\u3059\u308b\u3082\u306e\u3060\u3068\u8003\u3048\u308b\u3053\u3068\u3067\u3059\u3002\u5b9f\u969b\u306b\u306f\u3001\u6c5a\u67d3\u306f\u30c7\u30fc\u30bf\u304c\u53ce\u96c6\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u79fb\u52d5\u3001\u5909\u63db\u3001\u307e\u305f\u306f\u53d6\u5f97\u3055\u308c\u308b\u307b\u307c\u3069\u3053\u306b\u3067\u3082\u5165\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ce\u96c6\uff1a\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u3001\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u30c7\u30fc\u30bf\u3001\u516c\u958b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30e6\u30fc\u30b6\u30fc\u63d0\u51fa\u306e\u8a18\u9332\u3001\u307e\u305f\u306f\u30bb\u30f3\u30b5\u30fc\u30d5\u30a3\u30fc\u30c9\u3092\u6c5a\u67d3\u3059\u308b\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u6ce8\u91c8\uff1a\u4eba\u9593\u306e\u30e9\u30d9\u30eb\u3001\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u3055\u308c\u305f\u30e9\u30d9\u30eb\u3001\u307e\u305f\u306f\u30d9\u30f3\u30c0\u30fc\u306e\u30e9\u30d9\u30ea\u30f3\u30b0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u96c6\u7d04\uff1a\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u7d50\u5408\u3059\u308b\u969b\u306e\u6539\u3056\u3093\u3002<\/li>\n\n\n\n<li>\u524d\u51e6\u7406\uff1a\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u5909\u63db\u3001\u91cd\u8907\u6392\u9664\u3001\u307e\u305f\u306f\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u4e2d\u306b\u30c7\u30fc\u30bf\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff1a\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3084\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u3092\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u3092\u6c5a\u67d3\u3059\u308b\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u53d6\u5f97\uff1aRAG\u30b7\u30b9\u30c6\u30e0\u304c\u4f7f\u7528\u4e2d\u306b\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u30b3\u30fc\u30d1\u30b9\u306b\u6575\u5bfe\u7684\u306a\u6587\u66f8\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u8996\u70b9\u306f\u91cd\u8981\u3067\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b9\u30c6\u30c3\u30d7\u306e\u307f\u306b\u9632\u5fa1\u3092\u7f6e\u304f\u3068\u3001\u65e9\u671f\u306b\u4fb5\u5165\u3057\u305f\u653b\u6483\u3092\u898b\u9003\u3059\u304b\u3089\u3067\u3059\u3002RAG\u306f\u5225\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\uff1a\u653b\u6483\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5c55\u958b\u5f8c\u306b\u53d6\u5f97\u3059\u308b\u8cc7\u6599\u3092\u901a\u3058\u3066\u5f8c\u304b\u3089\u4fb5\u5165\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-data-poisoning-is-hard-to-detect\">\u30c7\u30fc\u30bf\u6c5a\u67d3\u304c\u691c\u51fa\u3057\u306b\u304f\u3044\u7406\u7531<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u3082\u56f0\u96e3\u306a\u6c5a\u67d3\u653b\u6483\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5065\u5eb7\u306b\u898b\u3048\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5168\u4f53\u7684\u306a\u7cbe\u5ea6\u306f\u4f4e\u4e0b\u3057\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u691c\u8a3c\u30c6\u30b9\u30c8\u306f\u5408\u683c\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u6c5a\u67d3\u3055\u308c\u305f\u6319\u52d5\u306f\u3001\u30c8\u30ea\u30ac\u30fc\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30af\u30e9\u30b9\u3001\u307e\u305f\u306f\u72ed\u3044\u5165\u529b\u30d1\u30bf\u30fc\u30f3\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u306b\u306e\u307f\u73fe\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u304c\u3001\u7814\u7a76\u306e\u4f8b\u304c\u6709\u7528\u3067\u3042\u308b\u7406\u7531\u3067\u3059\u304c\u3001\u614e\u91cd\u306a\u89e3\u91c8\u304c\u5fc5\u8981\u306a\u7406\u7531\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u30d0\u30c3\u30af\u30c9\u30a2\u7814\u7a76\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30af\u30ea\u30fc\u30f3\u306a\u5165\u529b\u306b\u5bfe\u3057\u3066\u306f\u826f\u597d\u306b\u6a5f\u80fd\u3057\u3001\u30c8\u30ea\u30ac\u30fc\u3055\u308c\u305f\u5165\u529b\u306b\u5bfe\u3057\u3066\u306f\u5931\u6557\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002RAG\u306e\u6c5a\u67d3\u4f5c\u696d\u306f\u3001\u60aa\u610f\u306e\u3042\u308b\u53d6\u5f97\u6587\u66f8\u304c\u5358\u7d14\u306a\u6d41\u66a2\u3055\u3084\u56f0\u60d1\u5ea6\u306e\u30c1\u30a7\u30c3\u30af\u3067\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u308b\u306e\u304c\u96e3\u3057\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u306e\u6559\u8a13\u306f\u3001\u691c\u51fa\u304c\u4e0d\u53ef\u80fd\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u691c\u51fa\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8b66\u544a\u30b5\u30a4\u30f3\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e2\u77e5\u306e\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u3001\u307e\u305f\u306f\u30b3\u30fc\u30c9\u306e\u5909\u66f4\u306b\u3088\u3063\u3066\u8aac\u660e\u3067\u304d\u306a\u3044\u7a81\u7136\u306e\u7cbe\u5ea6\u306e\u4f4e\u4e0b\u3002<\/li>\n\n\n\n<li>\u30b0\u30eb\u30fc\u30d7\u3001\u30af\u30e9\u30b9\u3001\u307e\u305f\u306f\u5165\u529b\u30bf\u30a4\u30d7\u9593\u3067\u306e\u4e88\u671f\u3057\u306a\u3044\u30d0\u30a4\u30a2\u30b9\u3084\u4e00\u8cab\u6027\u306e\u306a\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3002<\/li>\n\n\n\n<li>\u7279\u5b9a\u306e\u30af\u30e9\u30b9\u3001\u30d5\u30ec\u30fc\u30ba\u3001\u7279\u5fb4\u3001\u30bd\u30fc\u30b9\u3001\u307e\u305f\u306f\u6587\u66f8\u30d5\u30a1\u30df\u30ea\u30fc\u306b\u96c6\u4e2d\u3057\u305f\u8aa4\u5206\u985e\u3002<\/li>\n\n\n\n<li>\u5e83\u7bc4\u306a\u30c6\u30b9\u30c8\u3067\u306f\u6b63\u5e38\u306b\u6a5f\u80fd\u3059\u308b\u304c\u3001\u72ed\u3044\u30c8\u30ea\u30ac\u30fc\u6761\u4ef6\u4e0b\u3067\u7e70\u308a\u8fd4\u3057\u5931\u6557\u3059\u308b\u30e2\u30c7\u30eb\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\">\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u304c\u95a2\u9023\u3059\u308b\u8105\u5a01\u3068\u3069\u306e\u3088\u3046\u306b\u7570\u306a\u308b\u304b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u3001\u540c\u69d8\u306e\u7528\u8a9e\u304c\u3057\u3070\u3057\u3070\u7de9\u3084\u304b\u306b\u4f7f\u7528\u3055\u308c\u308b\u6575\u5bfe\u7684AI\u306e\u5e83\u3044\u5206\u91ce\u306b\u4f4d\u7f6e\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u3082\u660e\u78ba\u306a\u533a\u5225\u306f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u3059\uff1a\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u5b66\u7fd2\u3059\u308b\u5185\u5bb9\u3092\u8150\u6557\u3055\u305b\u307e\u3059\u304c\u3001\u4ed6\u306e\u591a\u304f\u306e\u653b\u6483\u306f\u30b7\u30b9\u30c6\u30e0\u306e\u4f7f\u7528\u4e2d\u306e\u6319\u52d5\u3092\u64cd\u4f5c\u3057\u307e\u3059\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>\u8105\u5a01<\/b><\/td>\n<td><b>\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u3068\u3069\u306e\u3088\u3046\u306b\u7570\u306a\u308b\u304b<\/b><\/td>\n<\/tr>\n<tr>\n<td>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3<\/td>\n<td>LLM\u306e\u6307\u793a\u3084\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5bfe\u3059\u308b\u30e9\u30f3\u30bf\u30a4\u30e0\u653b\u6483\u3002\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u307e\u305f\u306f\u53d6\u5f97\u30c7\u30fc\u30bf\u3092\u5909\u66f4\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6575\u5bfe\u7684\u306a\u4f8b<\/td>\n<td>\u5165\u529b\u306f\u63a8\u8ad6\u6642\u306b\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u6b3a\u304f\u305f\u3081\u306b\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u5b66\u7fd2\u306e\u524d\u307e\u305f\u306f\u6700\u4e2d\u306b\u30c7\u30fc\u30bf\u3092\u5909\u66f4\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u30e2\u30c7\u30eb\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u3002<\/td>\n<td>\u653b\u6483\u8005\u306f\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u52fe\u914d\u3001\u307e\u305f\u306f\u66f4\u65b0\u3092\u76f4\u63a5\u5909\u66f4\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u901a\u3058\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u2022 \u30e2\u30c7\u30eb\u306e\u76d7\u96e3<\/td>\n<td>\u653b\u6483\u8005\u306f\u30e2\u30c7\u30eb\u3092\u62bd\u51fa\u307e\u305f\u306f\u6a21\u5023\u3057\u307e\u3059\u3002\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u8150\u6557\u3055\u305b\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u30c7\u30fc\u30bf\u306e\u8150\u6557<\/td>\n<td>\u30c7\u30fc\u30bf\u306f\u5076\u7136\u306b\u9593\u9055\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u610f\u56f3\u7684\u3067\u6575\u5bfe\u7684\u3067\u3059\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\">\u77ed\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\uff1a\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u5b66\u7fd2\u306e\u524d\u307e\u305f\u306f\u6700\u4e2d\u306b\u767a\u751f\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3084\u6575\u5bfe\u7684\u306a\u4f8b\u306f\u4f7f\u7528\u4e2d\u306b\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-to-prevent-and-mitigate-data-poisoning\">\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u3092\u9632\u6b62\u3057\u3001\u8efd\u6e1b\u3059\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u304c\u6c5a\u67d3\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3057\u305f\u5f8c\u306e\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u306f\u56f0\u96e3\u3067\u3042\u308b\u305f\u3081\u3001\u6700\u826f\u306e\u9632\u5fa1\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u524d\u306b\u59cb\u307e\u308a\u3001\u5c55\u958b\u3092\u901a\u3058\u3066\u7d9a\u304d\u307e\u3059\u3002\u76ee\u6a19\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5f71\u97ff\u3092\u53ef\u8996\u5316\u3057\u3001\u5236\u5fa1\u53ef\u80fd\u306b\u3057\u3001\u53ef\u80fd\u306a\u9650\u308a\u53ef\u9006\u7684\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-before-training\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u524d<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u306e\u51fa\u6240\u3092\u8ffd\u8de1\u3057\u3001\u30c1\u30fc\u30e0\u304c\u8a18\u9332\u306e\u51fa\u6240\u3068\u4fe1\u983c\u3067\u304d\u308b\u30bd\u30fc\u30b9\u3092\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7279\u306b\u516c\u958b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u63d0\u51fa\u7269\u3001\u7b2c\u4e09\u8005\u306e\u30c7\u30fc\u30bf\u30d5\u30a3\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080\u969b\u306b\u691c\u8a3c\u3068\u30b5\u30cb\u30bf\u30a4\u30ba\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3001\u30d9\u30f3\u30c0\u30fc\u63d0\u4f9b\u306e\u30e2\u30c7\u30eb\u3092\u30ec\u30d3\u30e5\u30fc\u304c\u5fc5\u8981\u306a\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u5165\u529b\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3001\u518d\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u524a\u9664\u3001\u307e\u305f\u306f\u627f\u8a8d\u3067\u304d\u308b\u4eba\u3092\u5236\u9650\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5909\u66f4\u3001\u30e9\u30d9\u30ea\u30f3\u30b0\u306e\u6c7a\u5b9a\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u66f4\u65b0\u306b\u95a2\u3059\u308b\u76e3\u67fb\u30ed\u30b0\u3092\u4fdd\u6301\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-during-training-and-evaluation\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u306e\u969b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u4f53\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u30b9\u30e9\u30a4\u30b9\u3054\u3068\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30c6\u30b9\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7591\u308f\u3057\u3044\u30af\u30e9\u30b9\u30bf\u30fc\u3001\u91cd\u8907\u30d1\u30bf\u30fc\u30f3\u3001\u30e9\u30d9\u30eb\u306e\u7570\u5e38\u3001\u30bd\u30fc\u30b9\u7279\u6709\u306e\u6319\u52d5\u3092\u63a2\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u672c\u756a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u6607\u683c\u3055\u305b\u308b\u524d\u306b\u3001\u30b7\u30e3\u30c9\u30fc\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u307e\u305f\u306f\u30b9\u30c6\u30fc\u30b8\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u304c\u654f\u611f\u306a\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5834\u5408\u3001\u30d0\u30c3\u30af\u30c9\u30a2\u304a\u3088\u3073\u30c8\u30ea\u30ac\u30fc\u30c6\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-for-rag-and-llm-systems\">RAG\u304a\u3088\u3073LLM\u30b7\u30b9\u30c6\u30e0\u306e\u5834\u5408<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96a0\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u4e0d\u6b63\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u542b\u3080\u6587\u66f8\u304c\u691c\u7d22\u30b3\u30fc\u30d1\u30b9\u306b\u5165\u308b\u524d\u306b\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3059\u3079\u3066\u306e\u53d6\u5f97\u3057\u305f\u30d1\u30c3\u30bb\u30fc\u30b8\u3092\u5e73\u7b49\u306b\u6271\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u30bd\u30fc\u30b9\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u6587\u66f8\u306e\u4fe1\u983c\u30ec\u30d9\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9069\u5207\u306a\u5834\u5408\u306b\u306f\u3001\u5358\u4e00\u306e\u691c\u7d22\u65b9\u6cd5\u304c\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u552f\u4e00\u306e\u9053\u306b\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u3001\u8a9e\u5f59\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d1\u30c3\u30bb\u30fc\u30b8\u3092\u9694\u96e2\u3057\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u3092\u6bd4\u8f03\u3057\u3001\u5358\u4e00\u306e\u53d6\u5f97\u3057\u305f\u6587\u66f8\u304c\u9ad8\u5f71\u97ff\u306e\u56de\u7b54\u3092\u5c0e\u304b\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u7528\u7684\u306a\u539f\u5247\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u3059\uff1a\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u554f\u984c\u3067\u3042\u308b\u3068\u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u554f\u984c\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u30a8\u30ad\u30be\u30c1\u30c3\u30af\u306a\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u6b20\u9665\u3088\u308a\u3082\u3001\u5f31\u3044\u51fa\u6240\u3001\u7de9\u3044\u30a2\u30af\u30bb\u30b9\u3001\u8ca7\u5f31\u306a\u30ec\u30d3\u30e5\u30fc\u3001\u4fe1\u983c\u3067\u304d\u306a\u3044\u5165\u529b\u3092\u3088\u308a\u983b\u7e41\u306b\u60aa\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-data-poisoning-and-the-law\">\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u3068\u6cd5\u5f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306e\u6cd5\u7684\u5730\u4f4d\u306f\u3001\u4e8b\u5b9f\u306b\u4f9d\u5b58\u3057\u307e\u3059\uff1a\u610f\u56f3\u3001\u627f\u8a8d\u3001\u7ba1\u8f44\u6a29\u3001\u5f71\u97ff\u3092\u53d7\u3051\u308b\u30b7\u30b9\u30c6\u30e0\u3001\u53ca\u3073\u5f15\u304d\u8d77\u3053\u3055\u308c\u305f\u640d\u5bb3\u3002\u30b7\u30b9\u30c6\u30e0\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3078\u306e\u7121\u8a31\u53ef\u306e\u5e72\u6e09\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u4e0d\u6b63\u4f7f\u7528\u3001\u8a50\u6b3a\u3001\u5951\u7d04\u3001\u77e5\u7684\u8ca1\u7523\u3001\u307e\u305f\u306f\u7279\u5b9a\u306e\u696d\u754c\u306e\u898f\u5247\u306b\u57fa\u3065\u3044\u3066\u3001\u5211\u4e8b\u307e\u305f\u306f\u6c11\u4e8b\u306e\u8cac\u4efb\u3092\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u3005\u304c\u81ea\u5206\u306e\u516c\u958b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u610f\u56f3\u7684\u306b\u5909\u66f4\u3057\u3001\u7121\u65ad\u3067\u305d\u308c\u3092\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3059\u308b\u30e2\u30c7\u30eb\u304c\u52a3\u5316\u3057\u305f\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u3001\u5225\u306e\u8b70\u8ad6\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u7121\u65ad\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306b\u5bfe\u3059\u308b\u81ea\u5df1\u9632\u885b\u3068\u8868\u73fe\u3059\u308b\u4eba\u3082\u3044\u308c\u3070\u3001\u4f9d\u7136\u3068\u3057\u3066\u6cd5\u7684\u304a\u3088\u3073\u904b\u7528\u4e0a\u306e\u30ea\u30b9\u30af\u3092\u751f\u3080\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u4e3b\u5f35\u3059\u308b\u4eba\u3082\u3044\u307e\u3059\u3002\u305d\u306e\u554f\u984c\u306f\u672a\u89e3\u6c7a\u3067\u3042\u308b\u305f\u3081\u3001\u7d44\u7e54\u306f\u305d\u308c\u3092\u7d14\u7c8b\u306a\u6280\u8853\u7684\u6226\u8853\u3067\u306f\u306a\u304f\u3001\u6cd5\u7684\u30ec\u30d3\u30e5\u30fc\u306e\u554f\u984c\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-frequently-asked-questions\">\u3088\u304f\u3042\u308b\u3054\u8cea\u554f\uff08FAQ\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-what-is-an-example-of-data-poisoning\">\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306e\u4f8b\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c21\u5358\u306a\u4f8b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30b9\u30d1\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u610f\u56f3\u7684\u306b\u6b63\u5f53\u306a\u3082\u306e\u3068\u3057\u3066\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u3001\u30e1\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u8a13\u7df4\u3055\u308c\u305f\u30b9\u30d1\u30e0\u30d5\u30a3\u30eb\u30bf\u30fc\u3067\u3059\u3002\u3088\u308a\u9ad8\u5ea6\u306a\u4f8b\u306f\u3001\u7279\u5b9a\u306e\u30c8\u30ea\u30ac\u30fc\u304c\u73fe\u308c\u305f\u3068\u304d\u4ee5\u5916\u306f\u901a\u5e38\u901a\u308a\u306b\u52d5\u4f5c\u3059\u308b\u30d0\u30c3\u30af\u30c9\u30a2\u4ed8\u304d\u306e\u753b\u50cf\u5206\u985e\u5668\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-what-are-the-symptoms-of-data-poisoning\">\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\u306e\u75c7\u72b6\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h3>\n\n\n\n<p 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