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{"id":14444,"date":"2025-12-12T12:01:00","date_gmt":"2025-12-12T03:01:00","guid":{"rendered":"https:\/\/taskhub.jp\/?post_type=useful&p=14444"},"modified":"2025-12-09T11:30:00","modified_gmt":"2025-12-09T02:30:00","slug":"rag-free","status":"publish","type":"useful","link":"https:\/\/taskhub.jp\/?useful=rag-free","title":{"rendered":"RAG\u3092\u7121\u6599\u3067\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u5b8c\u5168\u30ac\u30a4\u30c9\uff01\u304a\u3059\u3059\u3081\u30c4\u30fc\u30eb5\u9078\u3068\u81ea\u4f5c\u624b\u9806"},"content":{"rendered":"\n

\u300c\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305fRAG\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308a\u305f\u3044\u3051\u308c\u3069\u3001\u30b3\u30b9\u30c8\u306f\u304b\u3051\u3089\u308c\u306a\u3044\u300d<\/p>\n\n\n\n

\u300c\u7121\u6599\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u69cb\u7bc9\u3057\u3066\u307f\u305f\u3082\u306e\u306e\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u304c\u4f4e\u304f\u3066\u5b9f\u7528\u5316\u3067\u304d\u306a\u3044\u300d<\/p>\n\n\n\n

\u3053\u306e\u3088\u3046\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u958b\u767a\u8005\u3084\u62c5\u5f53\u8005\u306e\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n

RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306f\u3001\u751f\u6210AI\u306b\u5916\u90e8\u77e5\u8b58\u3092\u4e0e\u3048\u308b\u5f37\u529b\u306a\u6280\u8853\u3067\u3059\u304c\u3001\u6709\u6599\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084API\u3092\u5229\u7528\u3059\u308b\u3068\u7dad\u6301\u8cbb\u304c\u9ad8\u984d\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u8fd1\u5e74\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u6280\u8853\u3084\u5404\u793e\u306e\u7121\u6599\u30d7\u30e9\u30f3\u3092\u3046\u307e\u304f\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30b3\u30b9\u30c8\u3092\u304b\u3051\u305a\u306b\u9ad8\u6027\u80fd\u306aRAG\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306f\u5341\u5206\u306b\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001\u7121\u6599\u3067\u4f7f\u3048\u308b\u304a\u3059\u3059\u3081\u306eRAG\u30c4\u30fc\u30eb5\u9078\u3068\u3001\u5b9f\u969b\u306b\u30ce\u30fc\u30b3\u30fc\u30c9\u304a\u3088\u3073\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u624b\u9806\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u652f\u63f4\u3092\u884c\u3063\u3066\u3044\u308b\u5f0a\u793e\u306e\u77e5\u898b\u3092\u3082\u3068\u306b\u3001\u5b9f\u52d9\u3067\u4f7f\u3048\u308b\u30ec\u30d9\u30eb\u306e\u30ce\u30a6\u30cf\u30a6\u3092\u53b3\u9078\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3064\u3064\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044RAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u305f\u3044\u65b9\u306f\u3001\u305c\u3072\u6700\u5f8c\u307e\u3067\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u305d\u3082\u305d\u3082RAG\u306f\u7121\u6599\u3067\u3069\u3053\u307e\u3067\u3067\u304d\u308b\uff1f\u6709\u6599\u7248\u3068\u306e\u9055\u3044\u3068\u9650\u754c<\/h2>\n\n\n\n

\u3053\u3053\u304b\u3089\u306f\u3001RAG\u3092\u7121\u6599\u3067\u69cb\u7bc9\u3059\u308b\u5834\u5408\u306e\u53ef\u80fd\u6027\u3068\u3001\u6709\u6599\u7248\u3068\u306e\u5177\u4f53\u7684\u306a\u9055\u3044\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n
• \u500b\u4eba\u306e\u691c\u8a3c\u30ec\u30d9\u30eb\u3067\u3042\u308c\u3070\u7121\u6599\u3067\u3082\u5341\u5206\u306a\u6a5f\u80fd<\/li>\n\n\n\n
• \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7248\u3068\u7121\u6599\u7248\u306e\u30b9\u30da\u30c3\u30af\u5dee<\/li>\n\n\n\n
• \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3067\u306e\u7559\u610f\u70b9<\/li>\n<\/ul>\n\n\n\n

  \u7121\u6599\u3068\u3044\u3063\u3066\u3082\u3001\u5b8c\u5168\u306b\u6a5f\u80fd\u304c\u5236\u9650\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u9069\u5207\u306a\u30c4\u30fc\u30eb\u9078\u5b9a\u3068\u69cb\u6210\u3092\u884c\u3048\u3070\u3001\u5b9f\u7528\u7684\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u5341\u5206\u306b\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

  \u305d\u308c\u3067\u306f\u3001\u4e00\u3064\u305a\u3064\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

  \u500b\u4eba\u958b\u767a\u3084\u691c\u8a3c\u30ec\u30d9\u30eb\u306a\u3089\u7121\u6599\u30c4\u30fc\u30eb\u3067\u5341\u5206\u53ef\u80fd<\/h3>\n\n\n\n

  RAG\u3092\u7121\u6599\u3067\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u500b\u4eba\u306e\u5b66\u7fd2\u7528\u3084\u793e\u5185\u3067\u306e\u6982\u5ff5\u5b9f\u8a3c\uff08PoC\uff09\u30ec\u30d9\u30eb\u3067\u3042\u308c\u3070\u3001\u5341\u5206\u5b9f\u7528\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

  \u6700\u8fd1\u3067\u306f\u3001Meta\u793e\u306eLlama 3.2\u3084\u3001Google\u306eGemma 2\u3068\u3044\u3063\u305f\u9ad8\u6027\u80fd\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u304c\u7121\u6599\u3067\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u52d5\u4f5c\u3055\u305b\u308b\u3053\u3068\u3067\u3001LLM\u306e\u5229\u7528\u6599\u3092\u30bc\u30ed\u306b\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u30012025\u5e748\u6708\u306bOpenAI\u304b\u3089\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fGPT-5\u306e\u3088\u3046\u306a\u6700\u65b0\u30e2\u30c7\u30eb\u3082\u3001API\u306e\u7121\u6599\u67a0\u3084\u4f4e\u30b3\u30b9\u30c8\u30e2\u30c7\u30eb\uff08gpt-5-mini\u306a\u3069\uff09\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u521d\u671f\u8cbb\u7528\u3092\u6291\u3048\u3066\u691c\u8a3c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

  \u7279\u306bGPT-5\u306f\u3001\u8907\u96d1\u306a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u81ea\u52d5\u7684\u306b\u300c\u9577\u8003\uff08Thinking\uff09\u300d\u30e2\u30fc\u30c9\u306b\u5207\u308a\u66ff\u308f\u308b\u6a5f\u80fd\u3092\u6301\u3063\u3066\u304a\u308a\u3001RAG\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u300c\u691c\u7d22\u3057\u305f\u60c5\u5831\u3092\u6b63\u3057\u304f\u89e3\u91c8\u3057\u3066\u56de\u7b54\u3059\u308b\u80fd\u529b\u300d\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6700\u65b0\u6280\u8853\u3082\u3001\u4f7f\u7528\u91cf\u306b\u6ce8\u610f\u3059\u308c\u3070\u7121\u6599\u3067\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u306b\u306f\u6700\u9069\u306a\u74b0\u5883\u304c\u6574\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

  \u3053\u3061\u3089\u306fGPT-5\u306e\u30ea\u30ea\u30fc\u30b9\u65e5\u3001\u6a5f\u80fd\u3001\u6599\u91d1\u3001GPT-4\u3068\u306e\u9055\u3044\u3092\u8a73\u7d30\u306b\u89e3\u8aac\u3057\u305f\u8a18\u4e8b\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

  \n

  GPT-5\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u304b\u3089\u65e2\u5b58\u30e2\u30c7\u30eb\u3068\u306e\u9055\u3044\u307e\u3067\u5fb9\u5e95\u89e3\u8aac\uff01<\/a><\/blockquote>