{"id":16868,"date":"2025-09-17T12:46:53","date_gmt":"2025-09-17T09:16:53","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=16868"},"modified":"2025-09-17T12:46:53","modified_gmt":"2025-09-17T09:16:53","slug":"how-to-build-a-secure-llm-chatbot","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/ja\/tutorials\/how-to-build-a-secure-llm-chatbot\/","title":{"rendered":"\u5b89\u5168\u306a LLM \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3057\u3087\u3046\u304b?"},"content":{"rendered":"<h2 id=\"%d9%85%d9%82%d8%af%d9%85%d9%87\">\u5c0e\u5165<\/h2>\n<p>\u79c1\u305f\u3061\u306f\u8a31\u53ef\u3092\u5f97\u3066\u4f5c\u696d\u3092\u9032\u3081\u3066\u304a\u308a\u3001\u305d\u308c\u304c\u79c1\u305f\u3061\u306e\u57fa\u672c\u7406\u5ff5\u3067\u3059\u3002LLM\u306f\u305d\u3046\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u6700\u8fd1\u3001\u8a31\u53ef\u3092\u8003\u616e\u3057\u306a\u304c\u3089\u5b89\u5168\u306aLLM\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u6df1\u304f\u8003\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Oso Cloud\u3092\u4f7f\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u65b9\u6cd5\u3084\u30ea\u30b9\u30c8\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001LLM\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4ed5\u7d44\u307f\u3001\u305d\u3057\u3066\u69cb\u7bc9\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3059\u308b\u8a18\u4e8b\u3068\u3057\u307e\u3059\u3002.<\/p>\n<h2 id=\"%da%86%d8%aa%d8%a8%d8%a7%d8%aa%d9%87%d8%a7%db%8c-llm-%da%86%db%8c%d8%b3%d8%aa%d9%86%d8%af%d8%9f\">LLM \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\u4f55\u3067\u3059\u304b?<\/h2>\n<p>LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u305f\u9ad8\u5ea6\u306aAI\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u3066\u6700\u3082\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u5358\u8a9e\u5217\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u3001\u30c6\u30ad\u30b9\u30c8\u88dc\u5b8c\u3001\u7ffb\u8a33\u3001\u611f\u60c5\u5206\u6790\u3001\u30b3\u30fc\u30c9\u751f\u6210\u306a\u3069\u3001\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n<p>LLM\u306e\u6700\u3082\u4e00\u822c\u7684\u306a\u7528\u9014\u306e\u4e00\u3064\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\u3001\u4eba\u9593\u306e\u4f1a\u8a71\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u4eba\u5de5\u77e5\u80fd\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3001\u60c5\u5831\u691c\u7d22\u3001\u30bf\u30b9\u30af\u81ea\u52d5\u5316\u306a\u3069\u306b\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u307e\u305f\u306f\u97f3\u58f0\u3092\u4ecb\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u3068\u5bfe\u8a71\u3057\u307e\u3059\u3002.<\/p>\n<p>LLM\u3068\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u672c\u8cea\u7684\u306b\u76f8\u4e92\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002LLM\u306f\u3001\u591a\u304f\u306e\u6700\u65b0\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff08ChatGPT\u3001Claude\u3001Gemini\u306a\u3069\uff09\u3092\u652f\u3048\u308b\u57fa\u76e4\u6280\u8853\uff08\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u30fb\u751f\u6210\uff08NLU\uff09\u6a5f\u80fd\uff09\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u30af\u30a8\u30ea\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u305d\u308c\u3092LLM\u306b\u9001\u4fe1\u3057\u307e\u3059\u3002LLM\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u7528\u3044\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8003\u616e\u3057\u3001\u95a2\u9023\u3059\u308b\u77e5\u8b58\uff08\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3084\u5916\u90e8API\u306b\u3088\u3063\u3066\u62e1\u5f35\uff09\u3092\u53d6\u5f97\u3057\u3001\u9069\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002.<\/p>\n<p>\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u8907\u6570\u306e\u3084\u308a\u53d6\u308a\u306b\u308f\u305f\u3063\u3066\u4f1a\u8a71\u5c65\u6b74\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u8cea\u554f\u3084\u8a00\u8a9e\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u7406\u89e3\u3057\u3001\u6b63\u78ba\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3001\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>LLM \u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u65b0\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u6d41\u66a2\u6027\u3001\u4e00\u8cab\u6027\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u304c\u5411\u4e0a\u3057\u3001\u4eee\u60f3\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u975e\u5e38\u306b\u52b9\u679c\u7684\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<h3 id=\"%d9%86%d9%85%d9%88%d9%86%d9%87%d9%87%d8%a7%db%8c%db%8c-%d8%a7%d8%b2-%da%86%d8%aa%d8%a8%d8%a7%d8%aa%d9%87%d8%a7%db%8c-llm\">LLM \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b:<\/h3>\n<ol>\n<li>ChatGPT (OpenAI): OpenAI\u306eGPT\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u57fa\u3065\u304f\u6c4e\u7528AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3002\u8cea\u554f\u3078\u306e\u56de\u7b54\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u751f\u6210\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b5\u30dd\u30fc\u30c8\u306e\u63d0\u4f9b\u306a\u3069\u3001\u69d8\u3005\u306a\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30bf\u30b9\u30af\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u5f37\u307f\u306f\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306eGPT\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u6c4e\u7528\u8a00\u8a9e\u3092\u7406\u89e3\u30fb\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u5e45\u5e83\u3044\u30c8\u30d4\u30c3\u30af\u306b\u5bfe\u5fdc\u3057\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u306b\u3042\u308a\u307e\u3059\u3002.<\/li>\n<li>Claude (Anthropic): Anthropic\u304c\u958b\u767a\u3057\u305fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3002AI\u306e\u6574\u5408\u6027\u3068\u5b89\u5168\u6027\u3092\u91cd\u8996\u3057\u3001\u502b\u7406\u7684\u306a\u914d\u616e\u3092\u512a\u5148\u3057\u306a\u304c\u3089\u3082\u5f79\u7acb\u3064\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4ed6\u306e\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001Claude\u306f\u614e\u91cd\u306a\u884c\u52d5\u3068\u6574\u5408\u6027\u3092\u91cd\u8996\u3057\u3001\u5fdc\u7b54\u304c\u5b89\u5168\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3068\u502b\u7406\u57fa\u6e96\u306b\u6e96\u62e0\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002.<\/li>\n<li>Google Gemini\uff08\u65e7\u79f0Bard\uff09\uff1aGoogle\u691c\u7d22\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u7d71\u5408\u3055\u308c\u305fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3002Google\u306e\u9ad8\u5ea6\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3001\u6587\u8108\u306b\u57fa\u3065\u3044\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001Google\u691c\u7d22\u3068\u306e\u7dca\u5bc6\u306a\u9023\u643a\u3068\u3001\u691c\u7d22\u74b0\u5883\u5185\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u308b\u6a5f\u80fd\u304c\u7279\u5fb4\u3067\u3059\u3002.<\/li>\n<li>Meta AI\uff1aFacebook\u3084WhatsApp\u306a\u3069\u306eMeta\u306e\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u7d44\u307f\u8fbc\u307e\u308c\u305fAI\u642d\u8f09\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5411\u3051\u306b\u8abf\u6574\u3055\u308c\u305fMeta\u72ec\u81ea\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3084\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5408\u308f\u305b\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5fdc\u7b54\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3001\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002.<\/li>\n<\/ol>\n<h2 id=\"%da%86%d8%aa%d8%a8%d8%a7%d8%aa%d9%87%d8%a7%db%8c-llm-%da%86%da%af%d9%88%d9%86%d9%87-%da%a9%d8%a7%d8%b1-%d9%85%db%8c%da%a9%d9%86%d9%86%d8%af%d8%9f\">LLM \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3057\u307e\u3059\u304b?<\/h2>\n<p>LLM\u306f\u3001\u7279\u306b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u7528\u3044\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u30fb\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u66f8\u7c4d\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3001\u305d\u306e\u4ed6\u306e\u60c5\u5831\u6e90\u3092\u542b\u3080\u5e45\u5e83\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3001\u8a00\u8a9e\u5185\u306e\u30d1\u30bf\u30fc\u30f3\u3001\u6587\u6cd5\u3001\u6587\u8108\u95a2\u4fc2\u3001\u610f\u5473\u69cb\u9020\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u305d\u306e\u6a5f\u80fd\u306e\u4e2d\u6838\u3068\u306a\u308b\u306e\u306f\u3001\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u306e\u95a2\u9023\u90e8\u5206\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u9577\u671f\u7684\u306a\u4f9d\u5b58\u95a2\u4fc2\u3084\u6587\u8108\u4e0a\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002\u3053\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6280\u8853\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001LLM\u306f\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u3068\u5916\u90e8\u77e5\u8b58\u6e90\u306e\u4e21\u65b9\u304b\u3089\u5f97\u3089\u308c\u308b\u95a2\u9023\u60c5\u5831\u306b\u52d5\u7684\u306b\u6ce8\u610f\u3092\u6255\u3046\u3053\u3068\u3067\u3001\u975e\u5e38\u306b\u4e00\u8cab\u6027\u304c\u3042\u308a\u6587\u8108\u3092\u8003\u616e\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/p>\n<h2 id=\"%d8%aa%d9%88%d8%ac%d9%87\">\u6ce8\u610f<\/h2>\n<p>\u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u306e\u4e2d\u6838\u3092\u6210\u3059\u306e\u306f\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3068\u547c\u3070\u308c\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002\u3053\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u6587\u4e2d\u306e\u7570\u306a\u308b\u5358\u8a9e\u306e\u76f8\u5bfe\u7684\u306a\u91cd\u8981\u5ea6\u3092\u91cd\u307f\u4ed8\u3051\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u9577\u8ddd\u96e2\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u6349\u3048\u3001\u96a3\u63a5\u3059\u308b\u5358\u8a9e\u3092\u8d85\u3048\u3066\u5358\u8a9e\u306e\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u306f\u3001\u5358\u8a9e\u3092\u500b\u5225\u306b\u51e6\u7406\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5404\u5358\u8a9e\u304c\u3088\u308a\u5e83\u3044\u6587\u69cb\u9020\u306e\u4e2d\u3067\u4ed6\u306e\u5358\u8a9e\u3068\u3069\u306e\u3088\u3046\u306b\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/p>\n<p>LLM\u306e\u5b66\u7fd2\u306b\u306f\u3001\u4e88\u6e2c\u8aa4\u5dee\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u305f\u3081\u306b\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u8abf\u6574\u3055\u308c\u308b\u6570\u5341\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u306e\u51e6\u7406\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b66\u7fd2\u3055\u308c\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u6b21\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u4e00\u8cab\u6027\u304c\u3042\u308a\u6587\u8108\u7684\u306b\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/p>\n<p>\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u969b\u3001\u30e2\u30c7\u30eb\u306f\u5b66\u7fd2\u3057\u305f\u30d1\u30bf\u30fc\u30f3\u3092\u7528\u3044\u3066\u3001\u7279\u5b9a\u306e\u30d5\u30ec\u30fc\u30ba\u306e\u6700\u3082\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u7d9a\u304d\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u5404\u5358\u8a9e\u306f\u3001\u524d\u306e\u5358\u8a9e\u3068\u306e\u95a2\u4fc2\u306b\u57fa\u3065\u3044\u3066\u30b9\u30b3\u30a2\u4ed8\u3051\u3055\u308c\u3001\u5b66\u7fd2\u3057\u305f\u6587\u8108\u306b\u57fa\u3065\u3044\u3066\u6700\u3082\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u5358\u8a9e\u304c\u9078\u629e\u3055\u308c\u307e\u3059\u3002.<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u732b\u306f\u2026\u306e\u4e0a\u306b\u5ea7\u3063\u305f\u300d\u3068\u3044\u3046\u6587\u3067\u306f\u3001\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3 \u30e1\u30ab\u30cb\u30ba\u30e0\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u300c\u30de\u30c3\u30c8\u300d\u304c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u4e00\u81f4\u3057\u3001\u610f\u5473\u306e\u3042\u308b\u5f62\u3067\u6587\u3092\u5b8c\u6210\u3055\u305b\u308b\u3068\u8a8d\u8b58\u3055\u308c\u308b\u305f\u3081\u3001\u300c\u30d0\u30b9\u300d\u3084\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u300d\u306a\u3069\u306e\u91cd\u8981\u5ea6\u306e\u4f4e\u3044\u5358\u8a9e\u3088\u308a\u3082\u300c\u30de\u30c3\u30c8\u300d\u3092\u512a\u5148\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001LLM \u306f\u3001\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u5c64\u3092\u901a\u3058\u3066\u5165\u529b\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u901a\u3058\u3066\u4e88\u6e2c\u3092\u6539\u826f\u3057\u3001\u5b66\u7fd2\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u3066\u6700\u3082\u53ef\u80fd\u6027\u306e\u9ad8\u3044\u6b21\u306e\u5358\u8a9e\u3092\u9078\u629e\u3057\u3066\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3057\u307e\u3059\u3002.<\/p>\n<h3 id=\"%d8%a8%d8%a7%d8%b2%db%8c%d8%a7%d8%a8%db%8c-%d9%86%d8%b3%d9%84-%d8%a7%d9%81%d8%b2%d9%88%d8%af%d9%87\">\u62e1\u5f35\u767a\u96fb\u56de\u5fa9<\/h3>\n<p>RAG\uff08Retrievable Augmented Generation\uff09\u306f\u3001\u60c5\u5831\u691c\u7d22\u3068\u751f\u6210\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6280\u8853\u3067\u3059\u3002RAG\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u53d7\u3051\u53d6\u308b\u3068\u3001\u307e\u305a\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u7528\u3044\u3066\u5916\u90e8\u30bd\u30fc\u30b9\uff08\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\uff09\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u751f\u6210\u30e2\u30c7\u30eb\uff08\u901a\u5e38\u306f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u57fa\u3065\u304f\uff09\u3092\u7528\u3044\u3066\u3001\u5143\u306e\u5165\u529b\u3068\u53d6\u5f97\u3057\u305f\u60c5\u5831\u306e\u4e21\u65b9\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u751f\u6210\u3057\u307e\u3059\u3002.<\/p>\n<p>RAG \u3067\u306f:<\/p>\n<ol>\n<li>B<strong>\u767a\u898b:<\/strong> \u30e2\u30c7\u30eb\u306f\u3001\u5916\u90e8\u306e\u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9\u307e\u305f\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u7167\u4f1a\u3057\u3066\u95a2\u9023\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u7d22\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u751f\u7523\uff1a<\/strong> GPT \u3084 BART \u306a\u3069\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5143\u306e\u5165\u529b\u3068\u53d6\u5f97\u3055\u308c\u305f\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n<p>Transformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306fRAG\u751f\u6210\u90e8\u5206\u306b\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001RAG\u81ea\u4f53\u306f\u3001\u5916\u90e8\u304b\u3089\u53d6\u5f97\u3057\u305f\u77e5\u8b58\u3067\u51fa\u529b\u3092\u62e1\u5f35\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u304c\u5411\u4e0a\u3057\u3001\u3088\u308a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u3001\u6587\u8108\u7684\u306b\u6b63\u78ba\u3067\u3001\u6700\u65b0\u306e\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u77e5\u8b58\u3092\u8d85\u3048\u3066\u3001\u3088\u308a\u5e45\u5e83\u3044\u60c5\u5831\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u304cAI\u642d\u8f09\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306b\u300c\u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u6700\u65b0\u306e\u52d5\u5411\u306f\uff1f\u300d\u3068\u8cea\u554f\u3057\u305f\u3068\u3057\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u304c\u306a\u3051\u308c\u3070\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306f\u6700\u65b0\u306e\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001RAG\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306f\u307e\u305a\u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u95a2\u3059\u308b\u6700\u8fd1\u306e\u7814\u7a76\u8ad6\u6587\u3084\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u95a2\u9023\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u60c5\u5831\u6e90\u304b\u3089\u5f97\u3089\u308c\u305f\u6700\u65b0\u306e\u77e5\u898b\u3092\u7d44\u307f\u8fbc\u3093\u3060\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u3088\u308a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6b63\u78ba\u306a\u56de\u7b54\u304c\u5f97\u3089\u308c\u307e\u3059\u3002.<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001RAG \u306f\u3001\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u3092\u5916\u90e8\u306e\u77e5\u8b58\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u62e1\u5f35\u3059\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u3001\u7279\u5b9a\u306e\u8cea\u554f\u3084\u52d5\u7684\u306a\u8cea\u554f\u306b\u3055\u3089\u306b\u52b9\u679c\u7684\u306b\u56de\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/p>\n<h2 id=\"%da%86%d8%aa%d8%a8%d8%a7%d8%aa%d9%87%d8%a7%db%8c-llm-%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%d8%a7%d8%af-%d9%85%db%8c%da%af%db%8c%d8%b1%d9%86%d8%af%d8%9f\">LLM \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u3059\u308b\u306e\u3067\u3057\u3087\u3046\u304b?<\/h2>\n<h3 id=\"%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%a8%d8%af%d9%88%d9%86-%d9%86%d8%b8%d8%a7%d8%b1%d8%aa\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/h3>\n<p>LLM\u306f\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306b\u3088\u3063\u3066\u5b66\u7fd2\u3057\u307e\u3059\u3002\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3067\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u6b21\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u3088\u3046\u306b\u8a13\u7df4\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u8a13\u7df4\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306b\u5927\u898f\u6a21\u306a\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5165\u529b\u3057\u307e\u3059\u3002\u4eba\u9593\u306b\u3088\u308b\u660e\u793a\u7684\u306a\u6ce8\u91c8\u304c\u306a\u3044\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306f\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u69cb\u9020\u3092\u8a8d\u8b58\u3059\u308b\u3060\u3051\u3067\u3001\u30d1\u30bf\u30fc\u30f3\u3001\u6587\u6cd5\u3001\u6587\u8108\u3001\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u6027\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002.<\/p>\n<p>\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306e\u4e2d\u6838\u3068\u306a\u308b\u306e\u306f\u3001\u52fe\u914d\u964d\u4e0b\u6cd5\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u4e88\u6e2c\u8aa4\u5dee\u3092\u6700\u5c0f\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u3092\u8abf\u6574\u3059\u308b\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u30e9\u30f3\u30c0\u30e0\u306a\u91cd\u307f\u304b\u3089\u958b\u59cb\u3057\u3001\u5404\u30c6\u30ad\u30b9\u30c8\u5165\u529b\u3092\u51e6\u7406\u3059\u308b\u969b\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u3066\u6b21\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u4e88\u6e2c\u304c\u8aa4\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u91cd\u307f\u3092\u66f4\u65b0\u3057\u3066\u5c06\u6765\u306e\u8aa4\u5dee\u3092\u4f4e\u6e1b\u3057\u307e\u3059\u3002\u3053\u306e\u53cd\u5fa9\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u6570\u5341\u5104\u56de\u7e70\u308a\u8fd4\u3055\u308c\u3001\u30e2\u30c7\u30eb\u304c\u4e00\u8cab\u6027\u306e\u3042\u308b\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u9069\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/p>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u3001\u30e2\u30c7\u30eb\u306f\u6b21\u306e\u3053\u3068\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u5317<strong>\u3069\u3046\u3084\u3063\u3066\uff1a<\/strong> \u8a00\u8a9e\u306e\u69cb\u9020\u3092\u898f\u5b9a\u3059\u308b\u898f\u5247\u3002.<\/li>\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9:<\/strong> \u8a00\u8449\u3084\u30d5\u30ec\u30fc\u30ba\u306b\u96a0\u3055\u308c\u305f\u610f\u5473\u3002.<\/li>\n<li><strong>\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\uff1a<\/strong> \u3055\u307e\u3056\u307e\u306a\u72b6\u6cc1\u3067\u5358\u8a9e\u304c\u3069\u306e\u3088\u3046\u306b\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u304b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u9577\u671f\u7684\u306a\u4f9d\u5b58\u95a2\u4fc2\u3068\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<\/li>\n<\/ol>\n<p>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u5b9f\u7528\u7684\u306a\u4f8b\u3068\u3057\u3066\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3051\u308b\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3042\u308b\u4f01\u696d\u304c\u9867\u5ba2\u884c\u52d5\u306b\u95a2\u3059\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4fdd\u6709\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u300c\u9ad8\u4fa1\u5024\u9867\u5ba2\u300d\u3084\u300c\u5b9a\u671f\u8cfc\u5165\u8005\u300d\u3068\u3044\u3063\u305f\u5b9a\u7fa9\u6e08\u307f\u306e\u30ab\u30c6\u30b4\u30ea\u304c\u5b58\u5728\u3057\u306a\u3044\u3068\u3057\u307e\u3059\u3002\u6559\u5e2b\u306a\u3057\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308bk\u5e73\u5747\u6cd5\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u9867\u5ba2\u3092\u8cfc\u8cb7\u884c\u52d5\uff08\u4f8b\uff1a\u9ad8\u984d\u8cfc\u5165\u8005\u3001\u305f\u307e\u306b\u3057\u304b\u8cfc\u5165\u3057\u306a\u3044\u9867\u5ba2\uff09\u306b\u57fa\u3065\u3044\u3066\u81ea\u52d5\u7684\u306b\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u306f\u3001\u3088\u308a\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u7d5e\u3063\u305f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306e\u57fa\u76e4\u3068\u306a\u308a\u307e\u3059\u3002.<\/p>\n<h3 id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d8%aa%d8%ad%d8%aa-%d9%86%d8%b8%d8%a7%d8%b1%d8%aa\">\u76e3\u7763\u4e0b\u3067\u306e\u5fae\u8abf\u6574<\/h3>\n<p>LLM\u306f\u6700\u521d\u306f\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\u304c\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u7528\u3044\u3066\u5fae\u8abf\u6574\u3055\u308c\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306f\u6b63\u3057\u3044\u51fa\u529b\uff08\u4f8b\u3048\u3070\u3001\u5206\u985e\u30e9\u30d9\u30eb\u3084\u8cea\u554f\u3078\u306e\u56de\u7b54\uff09\u3092\u63d0\u4f9b\u3059\u308b\u3001\u3088\u308a\u5c0f\u898f\u6a21\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u3088\u308a\u30bf\u30b9\u30af\u56fa\u6709\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u3001\u7ffb\u8a33\u3084\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u306e\u7279\u5b9a\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u3042\u308be\u30b3\u30de\u30fc\u30b9\u4f01\u696d\u306f\u3001\u6559\u5e2b\u306a\u3057\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u65bd\u3057\u305f\u5f8c\u3001\u9867\u5ba2\u30ec\u30d3\u30e5\u30fc\u3092\u80af\u5b9a\u7684\u3001\u5426\u5b9a\u7684\u3001\u3042\u308b\u3044\u306f\u4e2d\u7acb\u7684\u306b\u5206\u985e\u3057\u3001\u30e1\u30fc\u30eb\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u6700\u9069\u5316\u3057\u305f\u3044\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u4f01\u696d\u306f\u3001\u611f\u60c5\u30e9\u30d9\u30eb\u304c\u4ed8\u4e0e\u3055\u308c\u305f\u9867\u5ba2\u30ec\u30d3\u30e5\u30fc\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u5fae\u8abf\u6574\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u611f\u60c5\u306e\u7406\u89e3\u306b\u7279\u5316\u3057\u3001\u81ea\u793e\u88fd\u54c1\u306b\u7279\u5316\u3057\u305f\u5c06\u6765\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u5206\u985e\u3059\u308b\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h3 id=\"%d8%a7%d9%86%d8%aa%d9%82%d8%a7%d9%84-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c\">\u5b66\u7fd2\u306e\u79fb\u8ee2<\/h3>\n<p>LLM\u306f\u8ee2\u79fb\u5b66\u7fd2\u3082\u5229\u7528\u3057\u307e\u3059\u3002\u8ee2\u79fb\u5b66\u7fd2\u3068\u306f\u3001\u3042\u308b\u30bf\u30b9\u30af\u304b\u3089\u5f97\u3089\u308c\u305f\u77e5\u8b58\u3092\u3001\u591a\u304f\u306e\u5834\u5408\u306f\u7121\u95a2\u4fc2\u306a\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3054\u3068\u306b\u660e\u793a\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u306a\u304f\u3001\u30e2\u30c7\u30eb\u3092\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u52b9\u679c\u7684\u306b\u6a5f\u80fd\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p>\u611f\u60c5\u5206\u6790\u306e\u4f8b\u3092\u57fa\u306b\u3001\u3042\u308b\u4f01\u696d\u304c\u30e2\u30c7\u30eb\u306e\u6a5f\u80fd\u3092\u62e1\u5f35\u3057\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308b\u8cea\u554f\u3092\u542b\u3080\u3001\u3088\u308a\u5e45\u5e83\u3044\u9867\u5ba2\u304b\u3089\u306e\u8cea\u554f\u306b\u5bfe\u5fdc\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u3068\u3057\u307e\u3059\u3002\u30bc\u30ed\u304b\u3089\u59cb\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8ee2\u79fb\u5b66\u7fd2\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u611f\u60c5\u5206\u6790\u30e2\u30c7\u30eb\u304c\u6301\u3064\u9867\u5ba2\u611f\u60c5\u306e\u7406\u89e3\u3092\u3001\u9867\u5ba2\u304b\u3089\u306e\u8cea\u554f\u3078\u306e\u56de\u7b54\u3068\u3044\u3063\u305f\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u9069\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u4f01\u696d\u306f\u8abf\u6574\u3055\u308c\u305f\u611f\u60c5\u30e2\u30c7\u30eb\u3092\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u5fdc\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u9867\u5ba2\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304b\u3089\u611f\u60c5\u3092\u7406\u89e3\u3057\u3001\u305d\u306e\u611f\u60c5\u306b\u57fa\u3065\u3044\u3066\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306b\u5fdc\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u9867\u5ba2\u304c\u914d\u9001\u306e\u9045\u5ef6\u306b\u4e0d\u6e80\u3092\u8868\u660e\u3057\u305f\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306f\u611f\u60c5\u3068\u6587\u8108\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3092\u6d3b\u7528\u3057\u3001\u601d\u3044\u3084\u308a\u304c\u3042\u308a\u89aa\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u65b0\u305f\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u305b\u305a\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u80fd\u529b\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/p>\n<h2 id=\"%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%da%86%d8%aa%d8%a8%d8%a7%d8%aa-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%da%86%d8%b1%d8%a7%db%8c%db%8c-%d9%88-%da%86%da%af%d9%88%d9%86%da%af%db%8c\">\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\uff1a\u7406\u7531\u3068\u65b9\u6cd5<\/h2>\n<h3 id=\"%da%86%d8%b1%d8%a7%d9%87%d8%a7-%da%86%d8%b1%d8%a7-%d8%a8%d8%a7%db%8c%d8%af-%db%8c%da%a9-%da%86%d8%aa%d8%a8%d8%a7%d8%aa-%d8%af%d8%a7%d8%ae%d9%84%db%8c-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85\">\u7406\u7531: \u306a\u305c\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b?<\/h3>\n<ol>\n<li><strong>\u8ca9\u58f2\u30b5\u30a4\u30af\u30eb\u306e\u77ed\u7e2e:<\/strong> \u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f CRM \u30b7\u30b9\u30c6\u30e0\u304b\u3089\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u9001\u4fe1\u30e1\u30fc\u30eb\u306e\u751f\u6210\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u55b6\u696d\u30c1\u30fc\u30e0\u306f\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c6\u30ad\u30b9\u30c8 \u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u8fc5\u901f\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li><strong>\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u306e\u6539\u5584:<\/strong> \u3053\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u65e2\u5b58\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3084\u30b5\u30dd\u30fc\u30c8 \u30c1\u30b1\u30c3\u30c8 \u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3057\u3066\u3001\u30b5\u30dd\u30fc\u30c8 \u30c1\u30fc\u30e0\u306b\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u3001\u5fdc\u7b54\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li><strong>\u65b0\u5165\u793e\u54e1\u306e\u7814\u4fee:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u793e\u5185\u6587\u66f8\u3001\u30dd\u30ea\u30b7\u30fc\u3001\u3088\u304f\u3042\u308b\u8cea\u554f\u3078\u306e\u5373\u6642\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30aa\u30f3\u30dc\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u63a1\u7528\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u65b0\u5165\u793e\u54e1\u304c\u4f1a\u793e\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u52b9\u679c\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u7279\u5b9a\u3059\u308b:<\/strong><br \/>\n\u3053\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u73fe\u5728\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u306a\u3044\u672a\u56de\u7b54\u306e\u8cea\u554f\u3084\u60c5\u5831\u306e\u8981\u6c42\u3092\u8b58\u5225\u3057\u3001\u66f4\u65b0\u304c\u5fc5\u8981\u306a\u9818\u57df\u3092\u5f37\u8abf\u8868\u793a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/li>\n<\/ol>\n<h2 id=\"%da%86%da%af%d9%88%d9%86%d9%87%d9%87%d8%a7-%da%86%da%af%d9%88%d9%86%d9%87-%db%8c%da%a9-%da%86%d8%aa%d8%a8%d8%a7%d8%aa-%d8%a8%d8%b3%d8%a7%d8%b2%db%8c%d9%85%d8%9f\">\u65b9\u6cd5: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f?<\/h2>\n<ol>\n<li><strong>\u30b9\u30b3\u30fc\u30d7\u3068\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u306e\u5b9a\u7fa9:<\/strong><br \/>\n\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u76ee\u7684\uff08\u55b6\u696d\u3001\u30b5\u30dd\u30fc\u30c8\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069\uff09\u3092\u660e\u78ba\u306b\u3057\u3001\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\uff08RBAC\uff09\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u305d\u308c\u305e\u308c\u306e\u5f79\u5272\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u306e\u307f\u3092\u53d7\u3051\u53d6\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b5\u30dd\u30fc\u30c8\u62c5\u5f53\u8005\u306f\u8a73\u7d30\u306a\u793e\u5185\u30ea\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u3001\u4e00\u822c\u5f93\u696d\u54e1\u306f\u3088\u308a\u57fa\u672c\u7684\u306a\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3068\u3044\u3063\u305f\u5177\u5408\u3067\u3059\u3002.<\/li>\n<li><strong>\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9078\u629e\u3068\u7d71\u5408:<\/strong><br \/>\n\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u306b\u306f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\uff08\u4f8b\uff1aGPT\uff09\u3092\u4f7f\u7528\u3057\u3001\u793e\u5185API\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u7d71\u5408\u3057\u307e\u3059\u3002RAG\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u306b\u95a2\u9023\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li><strong>\u627f\u8a8d\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u5b9f\u88c5:<\/strong><br \/>\n\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u6a29\u9650\u30b5\u30fc\u30d3\u30b9\uff08Oso\u306a\u3069\uff09\u3068\u7d71\u5408\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5f79\u5272\u3068\u5c5e\u6027\u306b\u57fa\u3065\u3044\u3066\u6a29\u9650\u3092\u9069\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u58f2\u4e0a\u9ad8\u3084\u5f93\u696d\u54e1\u306e\u696d\u7e3e\u3068\u3044\u3063\u305f\u4f01\u696d\u306e\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u3001\u627f\u8a8d\u3055\u308c\u305f\u62c5\u5f53\u8005\u306e\u307f\u306b\u5236\u9650\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u5fae\u8abf\u6574:<\/strong><br \/>\n\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u793e\u5185\u6587\u66f8\u3084\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u7d71\u5408\u3057\u307e\u3059\u3002\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5fdc\u3058\u305f\u6b63\u78ba\u306a\u5fdc\u7b54\u3092\u4fdd\u8a3c\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8a31\u53ef\u306b\u57fa\u3065\u3044\u3066\u3069\u306e\u60c5\u5831\u3092\u975e\u8868\u793a\u306b\u3059\u308b\u304b\u3092\u30e2\u30c7\u30eb\u304c\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/li>\n<li><strong>\u30c6\u30b9\u30c8\u3068\u76e3\u8996:<\/strong><br \/>\n\u793e\u5185\u30e6\u30fc\u30b6\u30fc\u3092\u5bfe\u8c61\u306b\u30dc\u30c3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u30c6\u30b9\u30c8\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u554f\u984c\u3084\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u306e\u8a66\u307f\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u30dc\u30c3\u30c8\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u7d99\u7d9a\u7684\u306b\u66f4\u65b0\u3057\u3001\u793e\u5185\u30d7\u30ed\u30bb\u30b9\u3001\u30dd\u30ea\u30b7\u30fc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d7\u30ed\u30c8\u30b3\u30eb\u306e\u5909\u66f4\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u3092\u8abf\u6574\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n<h2 id=\"%da%86%d9%87%d8%a7%d8%b1-%d8%b1%d9%88%d8%b4-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%d8%a7%d8%ae%d8%aa-%db%8c%da%a9-%da%86%d8%aa%d8%a8%d8%a7%d8%aa-llm-%d9%85%d8%b2%d8%a7%db%8c%d8%a7-%d9%88-%d9%85\">LLM\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b4\u3064\u306e\u65b9\u6cd5\uff1a\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n<h3 id=\"%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-%d8%a7%d8%b2-%d9%be%db%8c%d8%b4-%d8%a2%d9%85%d9%88%d8%b2%d8%b4%d8%af%db%8c%d8%af%d9%87-%d9%88-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c\">\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3068\u5fae\u8abf\u6574<\/h3>\n<p>LLM\u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u4e00\u822c\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001GPT\u3084BERT\u306a\u3069\u306e\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u5927\u898f\u6a21\u306a\u30b3\u30fc\u30d1\u30b9\u3067\u5b66\u7fd2\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u81ea\u7136\u8a00\u8a9e\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574\u306b\u306f\u3001\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3084\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306a\u3069\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u7279\u5316\u3057\u305f\u3001\u3088\u308a\u5c0f\u898f\u6a21\u3067\u5177\u4f53\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306e\u5b66\u7fd2\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u5e83\u7bc4\u306a\u8a00\u8a9e\u80fd\u529b\u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u5bfe\u8c61\u30c9\u30e1\u30a4\u30f3\u306e\u7279\u5fb4\u306b\u3082\u7126\u70b9\u3092\u5f53\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h3 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id=\"%d8%b1%d8%a7%d9%87%da%a9%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%85%d8%a8%d8%aa%d9%86%db%8c-%d8%a8%d8%b1-api\">API\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/h3>\n<p>API\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5916\u90e8\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u643a\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u305f\u308a\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u30c8\u30ea\u30ac\u30fc\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u6a5f\u80fd\u3092\u5b9f\u884c\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u5b9f\u884c\u3001\u307e\u305f\u306f\u4ed6\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u304c\u5fc5\u8981\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u7279\u306b\u6709\u52b9\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306fAPI\u3092\u547c\u3073\u51fa\u3057\u3066\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u305f\u308a\u3001\u652f\u6255\u3044\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002API\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u3092\u5358\u7d14\u306a\u4f1a\u8a71\u30bf\u30b9\u30af\u3092\u8d85\u3048\u3066\u62e1\u5f35\u3057\u307e\u3059\u304c\u3001\u540c\u6642\u306b\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u4f9d\u5b58\u95a2\u4fc2\u3082\u751f\u307f\u51fa\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u4f9d\u5b58\u95a2\u4fc2\u306f\u3001\u5916\u90e8API\u304c\u6545\u969c\u3057\u305f\u308a\u3001\u30a2\u30af\u30bb\u30b9\u304c\u5236\u9650\u3055\u308c\u305f\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306e\u4e92\u63db\u6027\u3092\u640d\u306a\u3046\u3088\u3046\u306a\u5909\u66f4\u304c\u884c\u308f\u308c\u305f\u308a\u3057\u305f\u5834\u5408\u306b\u3001\u6f5c\u5728\u7684\u306a\u969c\u5bb3\u70b9\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u5916\u90e8API\u306e\u4f7f\u7528\u306f\u3001\u7279\u306b\u6a5f\u5bc6\u60c5\u5831\u3084\u500b\u4eba\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u8003\u616e\u4e8b\u9805\u3092\u9ad8\u3081\u307e\u3059\u3002.<\/p>\n<h2 id=\"%d8%ae%d8%b7%d8%b1%d8%a7%d8%aa-%d8%a7%d9%85%d9%86%db%8c%d8%aa%db%8c-%da%86%d8%aa%d8%a8%d8%a7%d8%aa-%d9%88-%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%d8%b4%db%8c%d9%88%d9%87%d9%87%d8%a7\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n<p>LLM\u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6574\u5408\u6027\u3068\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u4e21\u65b9\u3092\u4fb5\u5bb3\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u6f5c\u5728\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u4e3b\u306a\u30ea\u30b9\u30af\u306e\u4e00\u3064\u306f\u3001LLM\u304c\u865a\u507d\u307e\u305f\u306f\u8aa4\u89e3\u3092\u62db\u304f\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u300c\u932f\u899a\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u7279\u306b\u3001\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3084\u793e\u5185\u6587\u66f8\u4f5c\u6210\u3068\u3044\u3063\u305f\u91cd\u8981\u306a\u9818\u57df\u3067\u306f\u5371\u967a\u3067\u3042\u308a\u3001\u8aa4\u3063\u305f\u30a2\u30c9\u30d0\u30a4\u30b9\u306f\u6df7\u4e71\u3084\u91d1\u92ad\u7684\u640d\u5931\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u4e0a\u3067\u3001\u6a29\u9650\u306f\u7279\u306b\u6a5f\u5bc6\u60c5\u5831\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u9069\u5207\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u306a\u3051\u308c\u3070\u3001\u6a29\u9650\u306e\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30af\u30bb\u30b9\u3059\u3079\u304d\u3067\u306a\u3044\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3057\u307e\u3046\u91cd\u5927\u306a\u30ea\u30b9\u30af\u304c\u751f\u3058\u307e\u3059\u3002.<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u9069\u5207\u306a\u30a2\u30af\u30bb\u30b9\u5236\u9650\u304c\u9069\u7528\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5f93\u696d\u54e1\u306e\u500b\u4eba\u7684\u306a\u696d\u7e3e\u306e\u8a73\u7d30\u3092\u610f\u56f3\u305b\u305a\u6f0f\u6d29\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u540c\u69d8\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u4e0d\u6b63\u306a\u554f\u3044\u5408\u308f\u305b\u3092\u9632\u3050\u305f\u3081\u306e\u5b89\u5168\u5bfe\u7b56\u304c\u6b20\u5982\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u540c\u50da\u306e\u5bb6\u65cf\u6b74\u306a\u3069\u306e\u6a5f\u5bc6\u60c5\u5831\u304c\u6f0f\u6d29\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<p>\u305d\u306e\u4ed6\u306e\u6f5c\u5728\u7684\u306a\u6050\u6016\u7269\u8a9e\u3068\u3057\u3066\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u81ea\u5206\u306e\u53ce\u5165\u3068\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u4ed6\u306e\u5f93\u696d\u54e1\u306e\u53ce\u5165\u60c5\u5831\u3092\u63a2\u3057\u3066\u3044\u308b\u5f93\u696d\u54e1\u3002.<\/li>\n<li>\u5f93\u696d\u54e1\u304c\u5065\u5eb7\u4fdd\u967a\u306e\u60c5\u5831\u3092\u691c\u7d22\u4e2d\u306b\u3001\u5076\u7136\u540c\u50da\u306e\u4e73\u304c\u3093\u306a\u3069\u306e\u75c5\u72b6\u306b\u6c17\u3065\u304d\u3001\u305d\u308c\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u307e\u3059\u3002.<\/li>\n<li>\u90e8\u9580\u5916\u306e\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u3044\u305f\u30c1\u30fc\u30e0\u304c\u3001\u8aa4\u3063\u3066\u4f1a\u793e\u306e\u6a5f\u5bc6\u8ca1\u52d9\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002.<\/li>\n<li>\u4e0a\u7d1a\u30c1\u30fc\u30e0\u304b\u3089\u6a5f\u5bc6\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8a73\u7d30\u3092\u5165\u624b\u3057\u3001\u95b2\u89a7\u6a29\u9650\u306e\u306a\u3044\u6226\u7565\u8a08\u753b\u3084\u6a5f\u5bc6\u4ea4\u6e09\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3088\u3046\u3068\u3059\u308b\u4e0b\u7d1a\u5f93\u696d\u54e1\u3002.<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u304c\u7279\u5b9a\u306e\u4f01\u696d\u30dd\u30ea\u30b7\u30fc\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3057\u305f\u969b\u306b\u3001\u671f\u9650\u5207\u308c\u307e\u305f\u306f\u6a5f\u5bc6\u6271\u3044\u3068\u306a\u3063\u3066\u3044\u308b\u53e4\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30dd\u30ea\u30b7\u30fc\u3092\u8aa4\u3063\u3066\u53d7\u4fe1\u3057\u305f\u5834\u5408\u3002.<\/li>\n<li>\u4e00\u6642\u7684\u306a\u5f79\u5272\u3068\u306f\u95a2\u4fc2\u306e\u306a\u3044\u77e5\u7684\u8ca1\u7523 (IP) \u307e\u305f\u306f\u4f01\u696d\u79d8\u5bc6\u3092\u542b\u3080\u5185\u90e8\u6587\u66f8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u8acb\u8ca0\u696d\u8005\u3002.<\/li>\n<\/ol>\n<h2 id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87%da%af%db%8c%d8%b1%db%8c\">\u7d50\u8ad6<\/h2>\n<p>\u305d\u306e\u305f\u3081\u3001\u5b89\u5168\u306aLLM\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u9ad8\u5ea6\u306aAI\u6280\u8853\u3068\u5f37\u529b\u306a\u8a8d\u8a3c\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u7dbf\u5bc6\u306a\u30d0\u30e9\u30f3\u30b9\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u62e1\u5f35\u691c\u7d22\u3092\u7d71\u5408\u3057\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3001\u5f37\u529b\u306a\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u52b9\u7387\u6027\u3060\u3051\u3067\u306a\u304f\u5b89\u5168\u6027\u3082\u78ba\u4fdd\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u6b63\u78ba\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n<p>LLM 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