{"id":3649,"date":"2024-11-22T09:23:22","date_gmt":"2024-11-22T00:23:22","guid":{"rendered":"https:\/\/www.iamjava.com\/?p=3649"},"modified":"2025-01-06T13:06:40","modified_gmt":"2025-01-06T04:06:40","slug":"blog0011","status":"publish","type":"post","link":"https:\/\/www.iamjava.com\/blog0011\/","title":{"rendered":"AI\u6d3b\u7528\u3067\u696d\u52d9\u52b9\u7387UP\uff01RAG\u5c0e\u5165\u3067\u59cb\u3081\u308b\u52b9\u7387\u7684\u306a\u50cd\u304d\u65b9"},"content":{"rendered":"\n
\"\u4ed5\u4e8b\u4e2d\u306e\u4f1a\u793e\u54e1\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u81a8\u5927\u306a\u30e1\u30fc\u30eb\u51e6\u7406\u3001\u51fa\u3057\u3066\u3082\u8ffd\u3044\u3064\u304b\u306a\u3044\u5831\u544a\u66f8\u3084\u8b70\u4e8b\u9332\u4f5c\u6210\u306a\u3069\u3001\u3001\u3001
\u3069\u3046\u306b\u304b\u306a\u3089\u306a\u3044\u304b\uff1f\u3068\u4e00\u5ea6\u306f\u8003\u3048\u305f\u4e8b\u304c\u3042\u308b\u65b9\u306f\u5c11\u306a\u304f\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002
AI\u6280\u8853\u300cRAG\u300d\u306b\u3088\u3063\u3066\u3001\u591a\u304f\u306e\u4f1a\u793e\u54e1\u304c\u60a9\u307e\u3055\u308c\u308b\u4f5c\u696d\u3092\u5927\u5e45\u306b\u7701\u7565\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\uff01<\/p>\n\n\n\n

\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u300cRAG\u300d\u6280\u8853\u3092\u4ed5\u4e8b\u3078\u6d3b\u304b\u3057\u3066\u696d\u52d9\u52b9\u7387\u5316\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3066\u3044\u307e\u3059\u3002
\u3010RAG\u5c0e\u5165\u3011\u3054\u691c\u8a0e\u3055\u308c\u3066\u3044\u308b\u65b9\u306f\u3053\u3061\u3089\u3078 >><\/a><\/p>\n<\/div>\n\n\n\n

<\/path><\/svg>\u3053\u306e\u8a18\u4e8b\u3092\u304a\u3059\u3059\u3081\u3057\u305f\u3044<\/span><\/div>
\n

\u30fb\u30e1\u30fc\u30eb\u3092\u6e9c\u3081\u304c\u3061\u3001\u5831\u544a\u66f8\u4f5c\u6210\u304c\u82e6\u624b\u306a\u65b9
\u30fb\u3082\u3063\u3068\u201d\u81ea\u5206\u3089\u3057\u3044\u201d\u4ed5\u4e8b\u3092\u3059\u308b\u6642\u9593\u3092\u78ba\u4fdd\u3057\u305f\u3044\u65b9
\u30fb\u696d\u52d9\u306e\u300c\u81ea\u52d5\u5316\u300d\u3084\u300c\u52b9\u7387\u5316\u300d\u306b\u30d4\u30f3\u3068\u6765\u305f\u65b9
\u30fbAI\u3092\u4ed5\u4e8b\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u306b\u8208\u5473\u304c\u3042\u308b\u65b9<\/p>\n<\/div><\/div>\n\n\n\n

<\/div>\n\n\n
\n\t\t
\u76ee\u6b21<\/div>\n\t\t
  1. RAG\u3068\u306f\uff1f\u4f1a\u793e\u54e1\u304c\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u6700\u65b0\u6280\u8853\u306e\u57fa\u672c<\/a>
    1. RAG\u3068\u306f…<\/a><\/li>
    2. RAG\u304c\u4ed6\u306eAI\u6280\u8853\u3068\u7570\u306a\u308b\u70b9<\/a><\/li>
    3. RAG\u304c\u4ed5\u4e8b\u306b\u5f79\u7acb\u3064\u7406\u7531<\/a><\/li><\/ol><\/li>
    4. \u9762\u5012\u306a\u696d\u52d9\u3092\u52b9\u7387\u5316\uff01RAG\u3067\u3067\u304d\u308b\u5177\u4f53\u4f8b4\u9078<\/a>
      1. \u305d\u306e\uff11\uff1a\u30e1\u30fc\u30eb\u5bfe\u5fdc\u6642\u9593\u3092\u77ed\u7e2e<\/a><\/li>
      2. \u305d\u306e\uff12\uff1a\u4f1a\u8b70\u306e\u8b70\u4e8b\u9332\u3092\u81ea\u52d5\u751f\u6210<\/a><\/li>
      3. \u305d\u306e\uff13\uff1a\u60c5\u5831\u53ce\u96c6\u3084\u8abf\u67fb\u306e\u52b9\u7387\u5316<\/a><\/li>
      4. \u305d\u306e\uff14\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5316<\/a><\/li><\/ol><\/li>
      5. RAG\u5c0e\u5165\u3067\u5f97\u3089\u308c\u308b\u5177\u4f53\u7684\u306a\u30e1\u30ea\u30c3\u30c83\u9078<\/a>
        1. \u30e1\u30ea\u30c3\u30c8\uff11\uff1a\u6642\u9593\u306e\u5927\u5e45\u306a\u7bc0\u7d04<\/a><\/li>
        2. \u30e1\u30ea\u30c3\u30c8\uff12\uff1a\u4f5c\u696d\u306e\u6b63\u78ba\u6027UP<\/a><\/li>
        3. \u30e1\u30ea\u30c3\u30c8\uff13\uff1a\u30c1\u30fc\u30e0\u5168\u4f53\u306e\u751f\u7523\u6027\u5411\u4e0a<\/a><\/li><\/ol><\/li>
        4. \u3069\u3046\u696d\u52d9\u306b\u53d6\u308a\u3044\u308c\u308b\uff1fRAG\u5c0e\u5165\u3092\u6210\u529f\u3055\u305b\u308b\uff14\u30b9\u30c6\u30c3\u30d7<\/a>
          1. \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2460\uff1a\u73fe\u72b6\u306e\u8ab2\u984c\u3092\u6d17\u3044\u51fa\u3059<\/a><\/li>
          2. \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2461\uff1a\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u5b9a<\/a><\/li>
          3. \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2462\uff1a\u5c0f\u898f\u6a21\u306a\u30c6\u30b9\u30c8\u904b\u7528\u304b\u3089\u30b9\u30bf\u30fc\u30c8<\/a><\/li>
          4. \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2463\uff1a\u793e\u5185\u3067\u306e\u5171\u6709\u3068\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7<\/a><\/li><\/ol><\/li>
          5. \u3010RAG\u5c0e\u5165\u3011\u6700\u65b0\u6280\u8853\u3067\u5909\u308f\u308b\u50cd\u304d\u65b9\uff1aRAG\u304c\u3082\u305f\u3089\u3059\u672a\u6765<\/a>
            1. \u5358\u7d14\u4f5c\u696d\u304b\u3089\u89e3\u653e\u3055\u308c\u308b\u672a\u6765<\/a><\/li>
            2. AI\u304c\u5171\u5b58\u3059\u308b\u65b0\u3057\u3044\u8077\u5834\u6587\u5316<\/a><\/li><\/ol><\/li>
            3. \u3088\u304f\u3042\u308b\u8cea\u554f\u3068\u56de\u7b54<\/a><\/li>
            4. \u307e\u3068\u3081<\/a><\/li><\/ol><\/li><\/ol>\n\t<\/div>\n\n\n
              <\/div>\n\n\n

              RAG\u3068\u306f\uff1f\u4f1a\u793e\u54e1\u304c\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u6700\u65b0\u6280\u8853\u306e\u57fa\u672c<\/strong><\/h2>\n\n\n

              \u65e5\u3005\u306e\u696d\u52d9\u3092\u52b9\u7387\u5316\u3059\u308b\u6280\u8853\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u308b\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u300d<\/strong>\u3002
              \u540d\u524d\u3060\u3051\u3067\u306f\u96e3\u3057\u305d\u3046\u306b\u611f\u3058\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5b9f\u306f\u4f1a\u793e\u54e1\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u5b9f\u7528\u7684\u306a\u30c4\u30fc\u30eb<\/strong>\u3067\u3059\u3002
              \u3053\u306e\u7ae0\u3067\u306f\u3001RAG\u306e\u57fa\u672c\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u696d\u52d9\u306b\u5f79\u7acb\u3064\u306e\u304b\u3092\u5177\u4f53\u7684\u306b\u304a\u4f1d\u3048\u3057\u307e\u3059\u3002
              \u8a73\u3057\u3044\u8aac\u660e\u306f\u3053\u3061\u3089\u3067\u3082\u3054\u8aad\u307f\u3044\u305f\u3060\u3051\u307e\u3059\u300cRAG\u3092\u4f7f\u3063\u305f\u691c\u7d22\u6280\u8853\u300d >><\/a><\/p>\n\n\n

              RAG\u3068\u306f…<\/h3>\n\n\n
              \"RAG\u691c\u7d22\u56f3\"
              \u53c2\u7167\u56f3\uff1aRAG\u3092\u4f7f\u3063\u305f\u691c\u7d22\u6280\u8853<\/a><\/figcaption><\/figure>\n\n\n\n

              \u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u300d\u306f\u3001\u60c5\u5831\u691c\u7d22\u3068AI\u751f\u6210\u306e\u529b\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6280\u8853<\/strong>\u3067\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u5f15\u304d\u51fa\u3057\u3001
              \u5229\u7528\u8005\u306b\u3068\u3063\u3066\u4fa1\u5024\u306e\u3042\u308b\u5f62\u3067\u63d0\u4f9b\u3057\u307e\u3059\u3002
              \u5f93\u6765\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3067\u306f\u81a8\u5927\u306a\u60c5\u5831\u306e\u4e2d\u304b\u3089\u9069\u5207\u306a\u7b54\u3048\u3092\u63a2\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001RAG\u306fAI\u3092\u6d3b\u7528\u3057\u3066\u691c\u7d22\u7d50\u679c\u3092\u7cbe\u67fb\u3057\u3001\u8981\u7d04\u3084\u751f\u6210\u307e\u3067\u884c\u3046<\/strong>\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n

              RAG\u304c\u4ed6\u306eAI\u6280\u8853\u3068\u7570\u306a\u308b\u70b9<\/span>
              <\/strong><\/h3>\n\n\n

              RAG\u306e\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001AI\u306e\u751f\u6210\u80fd\u529b\u3068\u65e2\u5b58\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027<\/strong>\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u308b\u70b9\u3067\u3059\u3002
              AI\u306b\u3088\u308b\u7d14\u7c8b\u306a\u751f\u6210\u306b\u306f\u8aa4\u60c5\u5831\u306e\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u304c\u3001RAG\u306f\u4fe1\u983c\u3067\u304d\u308b\u201d\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u201d<\/strong>\u3084\u201d\u60c5\u5831\u30bd\u30fc\u30b9\u201d<\/strong>\u3092\u5143\u306b\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u3001\u3088\u308a\u5b9f\u7528\u7684\u3067\u6b63\u78ba\u3067\u3059\u3002<\/p>\n\n\n

              RAG\u304c\u4ed5\u4e8b\u306b\u5f79\u7acb\u3064\u7406\u7531<\/span>
              <\/strong><\/h3>\n\n\n

              RAG\u3092\u5c0e\u5165\u3059\u308c\u3070\u3001\u60c5\u5831\u691c\u7d22\u3084\u8981\u7d04\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u524a\u6e1b\u3057\u3001\u672c\u6765\u6ce8\u529b\u3059\u3079\u304d\u696d\u52d9\u306b\u96c6\u4e2d<\/strong>\u3067\u304d\u307e\u3059\u3002
              \u696d\u52d9\u306e\u4e2d\u3067\u3001\u8abf\u67fb\u3084\u60c5\u5831\u53ce\u96c6\u306f\u591a\u304f\u306e\u6642\u9593\u3092\u5360\u3081\u308b\u4f5c\u696d\u3067\u3059\u304c\u3001RAG\u306f\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7565\u5316<\/strong>\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u63d0\u4f9b<\/strong>\u3059\u308b\u304b\u3089\u3067\u3059\u3002
              \u7d4c\u6e08\u7523\u696d\u7701\u306e\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u65e5\u672c\u306e\u4f01\u696d\u3067\u306f\u7d0430\uff05\u306e\u52b4\u50cd\u6642\u9593\u304c\u60c5\u5831\u6574\u7406\u306b\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6642\u9593\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u751f\u7523\u7684\u306a\u30bf\u30b9\u30af\u306b\u30ea\u30bd\u30fc\u30b9\u3092\u5272\u3051\u307e\u3059\u3002<\/p>\n\n\n\n

              \"\u4f1a\u793e\u54e1\"<\/div>
              \u793e\u54e1N<\/div><\/div>
              \n

              \u60c5\u5831\u53ce\u96c6\u3084\u6574\u7406\u306f\u5730\u5473\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3088\u306d\u3001\u3001\u524a\u308c\u305f\u3089\u3082\u3063\u3068\u6709\u52b9\u6d3b\u7528\u3067\u304d\u308b<\/strong>\u306f\u305a\uff01<\/p>\n<\/div><\/div>\n\n\n\n

              <\/p>\n\n\n

              \u9762\u5012\u306a\u696d\u52d9\u3092\u52b9\u7387\u5316\uff01RAG\u3067\u3067\u304d\u308b\u5177\u4f53\u4f8b4\u9078<\/strong><\/h2>\n\n\n

              \u696d\u52d9\u306e\u4e2d\u3067\u300c\u3053\u308c\u3055\u3048\u306a\u3051\u308c\u3070\u300d\u3068\u611f\u3058\u308b\u9762\u5012\u306a\u4f5c\u696d<\/strong>\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f
              \u30e1\u30fc\u30eb\u51e6\u7406\u3001\u4f1a\u8b70\u306e\u8b70\u4e8b\u9332\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u306a\u3069\u3001\u65e5\u5e38\u7684\u306b\u6642\u9593\u3092\u596a\u308f\u308c\u308b\u3053\u308c\u3089\u306e\u30bf\u30b9\u30af\u3002
              RAG\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3053\u308c\u3089\u3092\u52b9\u7387\u5316\u3057\u3001\u672c\u5f53\u306b\u91cd\u8981\u306a\u4ed5\u4e8b\u306b\u96c6\u4e2d\u3059\u308b\u6642\u9593<\/strong>\u3092\u751f\u307f\u51fa\u305b\u307e\u3059\u3002
              \u3053\u306e\u7ae0\u3067\u306f\u3001RAG\u304c\u3069\u306e\u3088\u3046\u306b\u5177\u4f53\u7684\u306a\u696d\u52d9\u3067\u6d3b\u7528\u3067\u304d\u308b\u304b\u3054\u7d39\u4ecb\u3055\u305b\u3066\u4e0b\u3055\u3044\u3002<\/p>\n\n\n

              \u305d\u306e\uff11\uff1a\u30e1\u30fc\u30eb\u5bfe\u5fdc\u6642\u9593\u3092\u77ed\u7e2e<\/h3>\n\n\n

              \u30e1\u30fc\u30eb\u5bfe\u5fdc\u306b\u591a\u304f\u306e\u6642\u9593\u3092\u53d6\u3089\u308c\u308b\u3053\u3068\u306f\u3001\u4f1a\u793e\u54e1\u306b\u3068\u3063\u3066\u4e00\u822c\u7684\u306a\u60a9\u307f\u3067\u3059\u3002
              RAG\u306f\u81a8\u5927\u306a\u30e1\u30fc\u30eb\u306e\u5185\u5bb9\u3092\u8981\u7d04\u3057\u3001\u512a\u5148\u9806\u4f4d\u3092\u3064\u3051\u3066\u30e1\u30fc\u30eb\u51e6\u7406\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e<\/strong>\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
              \u7279\u5b9a\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u30c8\u30ea\u30ac\u30fc\u306b\u3057\u3066\u91cd\u8981\u306a\u30e1\u30fc\u30eb\u3092\u81ea\u52d5\u7684\u306b\u5206\u985e\u3057\u3001\u7c21\u6f54\u306a\u8fd4\u4fe1\u6587\u3092\u751f\u6210\u3059\u308b\u30c4\u30fc\u30eb\u304c\u5b9f\u969b\u306b\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5bfe\u5fdc\u6642\u9593\u306e\u5927\u5e45\u524a\u6e1b<\/strong>\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n

              \u305d\u306e\uff12\uff1a\u4f1a\u8b70\u306e\u8b70\u4e8b\u9332\u3092\u81ea\u52d5\u751f\u6210<\/h3>\n\n\n

              \u8b70\u4e8b\u9332\u4f5c\u6210\u306f\u6642\u9593\u304c\u639b\u304b\u308b\u4e0a\u306b\u6b63\u78ba\u6027\u3082\u6c42\u3081\u3089\u308c\u308b\u4f5c\u696d\u3067\u3059\u304c\u3001\u4f1a\u8b70\u4e2d\u306e\u767a\u8a00\u5185\u5bb9\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0<\/strong>\u3067\u6587\u5b57\u8d77\u3053\u3057\u3057\u3001\u8981\u70b9\u3092\u307e\u3068\u3081\u305f\u8b70\u4e8b\u9332\u3092RAG\u304c\u81ea\u52d5\u751f\u6210<\/strong>\u3057\u307e\u3059\u3002
              \u5b9f\u969b\u306bRAG\u3092\u5c0e\u5165\u3057\u305f\u4f01\u696d\u3067\u306f\u3001\u5373\u6642\u4f5c\u6210\u306b\u3088\u308a\u4f1a\u8b70\u7d42\u4e86\u5f8c\u3059\u3050\u306b\u8b70\u4e8b\u9332\u304c\u5171\u6709\u53ef\u80fd\u306a\u3063\u305f\u3053\u3068\u3067\u3001\u53c2\u52a0\u8005\u304c\u8fc5\u901f\u306b\u30a2\u30af\u30b7\u30e7\u30f3<\/strong>\u3092\u53d6\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u70b9\u3082\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n

              \u305d\u306e\uff13\uff1a\u60c5\u5831\u53ce\u96c6\u3084\u8abf\u67fb\u306e\u52b9\u7387\u5316<\/h3>\n\n\n

              RAG\u306f\u81a8\u5927\u306a\u60c5\u5831\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u62bd\u51fa<\/strong>\u3057\u3001\u7c21\u6f54\u306b\u8981\u7d04<\/strong>\u3059\u308b\u3053\u3068\u304c\u5f97\u610f\u3067\u3059\u3002
              \u30ea\u30b5\u30fc\u30c1\u4f5c\u696d\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u3084\u5206\u6790\u306b\u96c6\u4e2d<\/strong>\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002
              \u5b9f\u969b\u306b\u5e02\u5834\u8abf\u67fb\u30c7\u30fc\u30bf\u3084\u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u8981\u7d04\u3057\u30015\u5206\u4ee5\u5185\u306b\u78ba\u8a8d\u3067\u304d\u308b\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30b9\u30d4\u30fc\u30c9\u3092\u5411\u4e0a<\/strong>\u3055\u305b\u305f\u4e8b\u4f8b\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n

              \u305d\u306e\uff14\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5316<\/span><\/h3>\n\n\n

              \u5927\u91cf\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u5fdc\u3059\u308b\u306b\u306f\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u304c\u3001RAG\u306a\u3089\u3053\u308c\u3092\u5927\u5e45\u306b\u524a\u6e1b\u53ef\u80fd<\/strong>\u3067\u3059\u3002
              FAQ\u3084\u904e\u53bb\u306e\u5bfe\u5fdc\u5c65\u6b74\u3092\u3082\u3068\u306b\u3001\u8fc5\u901f\u304b\u3064\u7684\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u30b5\u30dd\u30fc\u30c8\u696d\u52d9\u3092\u52b9\u7387\u5316<\/strong>\u3057\u307e\u3059\u3002
              \u3068\u3042\u308bE\u30b3\u30de\u30fc\u30b9\u4f01\u696d\u3067\u306f\u3001RAG\u5c0e\u5165\u306b\u3088\u3063\u3066\u554f\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u5e73\u5747\u6642\u9593\u304c\u534a\u6e1b<\/strong>\u3057\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3082\u5411\u4e0a<\/strong>\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

              \"\u4f1a\u793e\u54e1\"<\/div>
              \u793e\u54e1N<\/div><\/div>
              \n

              \u3069\u306e\u4f5c\u696d\u3082\u3061\u308a\u3064\u3082\u3067\u6642\u9593\u304c\u6d88\u5316\u3055\u308c\u307e\u3059\u304c\u3001RAG\u5229\u7528\u304c\u629c\u672c\u7684\u306a\u89e3\u6c7a<\/strong>\u306b\u306a\u308a\u305d\u3046\u3067\u3059\uff01<\/p>\n<\/div><\/div>\n\n\n\n

              <\/p>\n\n\n

              RAG\u5c0e\u5165\u3067\u5f97\u3089\u308c\u308b\u5177\u4f53\u7684\u306a\u30e1\u30ea\u30c3\u30c8<\/strong>3\u9078<\/strong><\/h2>\n\n\n

              RAG\u3092\u696d\u52d9\u306b\u53d6\u308a\u5165\u308c\u308b\u3068\u3001\u3069\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u5f97\u3089\u308c\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f
              \u591a\u304f\u306e\u4f1a\u793e\u54e1\u304c\u76f4\u9762\u3059\u308b\u300c\u6642\u9593\u304c\u8db3\u308a\u306a\u3044\u300d\u300c\u624b\u9593\u304c\u304b\u304b\u308b\u300d\u3068\u3044\u3063\u305f\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u696d\u52d9\u306e\u8cea\u3092\u5411\u4e0a<\/strong>\u3055\u305b\u308b\u52b9\u679c\u3082\u671f\u5f85\u3067\u304d\u307e\u3059\u3002
              \u5c0e\u5165\u30b3\u30b9\u30c8\u306f\u639b\u304b\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u4ee5\u4e0a\u306bRAG\u304c\u3082\u305f\u3089\u3059\u5177\u4f53\u7684\u306a\u30e1\u30ea\u30c3\u30c83\u3064\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n

              \u30e1\u30ea\u30c3\u30c8\uff11\uff1a\u6642\u9593\u306e\u5927\u5e45\u306a\u7bc0\u7d04<\/span><\/h3>\n\n\n

              \u307e\u305a\u7b2c\u4e00\u306b\u3001RAG\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u696d\u52d9\u306b\u8cbb\u3084\u3059\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b<\/strong>\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
              \u60c5\u5831\u691c\u7d22\u3084\u8981\u7d04\u4f5c\u696d\u3092RAG\u304c\u4ee3\u884c\u3059\u308b\u305f\u3081\u3001\u3053\u308c\u307e\u3067\u6570\u6642\u9593\u304b\u304b\u3063\u3066\u3044\u305f\u4f5c\u696d\u304c\u6570\u5206\u3067\u5b8c\u4e86<\/strong>\u3059\u308b\u304b\u3089\u3067\u3059\u3002
              \u3042\u308b\u4f01\u696d\u306e\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001RAG\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u30ea\u30b5\u30fc\u30c1\u4f5c\u696d\u306b\u304b\u304b\u308b\u6642\u9593\u304c\u6fc0\u6e1b\u3057\u305f\u3053\u3068\u3067\u3001\u5f93\u696d\u54e11\u4eba\u3042\u305f\u308a\u6708\u6570\u6642\u9593\u4ee5\u4e0a\u306e\u7bc0\u7d04\u306b\u3064\u306a\u304c\u3063\u305f\u4e8b\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n

              \u30e1\u30ea\u30c3\u30c8\uff12\uff1a\u4f5c\u696d\u306e\u6b63\u78ba\u6027UP<\/span><\/h3>\n\n\n

              AI\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u60c5\u5831\u691c\u7d22\u3084\u8981\u7d04\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u3001\u30df\u30b9\u3092\u6e1b\u3089\u3059<\/strong>\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002
              \u4eba\u9593\u304c\u624b\u4f5c\u696d\u3067\u51e6\u7406\u3059\u308b\u3068\u8d77\u3053\u308a\u3084\u3059\u3044\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u3092\u6392\u9664<\/strong>\u3057\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u7d50\u679c\u306e\u63d0\u4f9b<\/strong>\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002
              \u7279\u306b\u533b\u7642\u5206\u91ce\u3084\u6cd5\u52d9\u5206\u91ce\u3067\u306f\u3001RAG\u306b\u3088\u308b\u30c7\u30fc\u30bf\u62bd\u51fa\u3068\u8981\u7d04\u304c\u5c0e\u5165\u3055\u308c\u3001\u6587\u66f8\u306e\u8aa4\u89e3\u91c8\u3084\u30df\u30b9\u306e\u524a\u6e1b\u306b\u3064\u306a\u304c\u3063\u305f\u4f8b\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n

              \u30e1\u30ea\u30c3\u30c8\uff13\uff1a\u30c1\u30fc\u30e0\u5168\u4f53\u306e\u751f\u7523\u6027\u5411\u4e0a<\/span><\/h3>\n\n\n

              RAG\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u306e\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u304c\u30b9\u30e0\u30fc\u30ba<\/strong>\u306b\u306a\u308a\u3001\u9023\u643a\u304c\u5411\u4e0a\u3059\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002
              \u60c5\u5831\u5171\u6709\u3084\u30bf\u30b9\u30af\u7ba1\u7406\u304c\u52b9\u7387\u5316\u3055\u308c\u308b\u305f\u3081\u3001\u30c1\u30fc\u30e0\u5185\u306e\u7121\u99c4\u304c\u6e1b\u308a\u3001\u751f\u7523\u6027\u304c\u9ad8\u307e\u308b<\/strong>\u304b\u3089\u3067\u3059\u3002
              \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u30c4\u30fc\u30eb\u306bRAG\u3092\u7d71\u5408\u3057\u305f\u4f01\u696d\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b8c\u4e86\u30b9\u30d4\u30fc\u30c9\u304c\u5411\u4e0a<\/strong>\u3057\u305f\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

              \"\u4f1a\u793e\u54e1\"<\/div>
              \u793e\u54e1N<\/div><\/div>
              \n

              \u500b\u4eba\u306e\u4f5c\u696d\u52b9\u7387\u3082\u5927\u5207\u3067\u3059\u304c\u3001\u30c1\u30fc\u30e0\u306b\u52b9\u679c\u304c\u884c\u304d\u5c4a\u304f\uff1d\u4f1a\u793e\u5168\u4f53\u3078\u826f\u3044\u5f71\u97ff<\/strong>\u304c\u3042\u308a\u305d\u3046\uff01<\/p>\n<\/div><\/div>\n\n\n\n

              <\/p>\n\n\n

              \u3069\u3046\u696d\u52d9\u306b\u53d6\u308a\u3044\u308c\u308b\uff1fRAG\u5c0e\u5165\u3092\u6210\u529f\u3055\u305b\u308b\uff14\u30b9\u30c6\u30c3\u30d7<\/strong><\/h2>\n\n\n

              \u3053\u3053\u307e\u3067\u3067\u3001\u696d\u52d9\u52b9\u7387\u5316\u306bRAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u306f\u610f\u7fa9\u304c\u3042\u308b\u3001\u3068\u611f\u3058\u3066\u3044\u305f\u3060\u3051\u305f\u304b\u3068\u601d\u3044\u307e\u3059\u3002
              RAG\u306e\u9b45\u529b\u306f\u5206\u304b\u3063\u305f\u3051\u308c\u3069\u3001\u300c\u3069\u3046\u3084\u3063\u3066\u5c0e\u5165\u3059\u308c\u3070\u3044\u3044\u306e\uff1f<\/strong>\u300d\u3068\u7591\u554f\u3092\u6301\u3064\u65b9\u3082\u591a\u3044\u306f\u305a\u3067\u3059\u3002
              \u65b0\u3057\u3044\u6280\u8853\u3092\u8077\u5834\u306b\u53d6\u308a\u5165\u308c\u308b\u969b\u306b\u306f\u3001\u8a08\u753b\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u3080<\/strong>\u3053\u3068\u304c\u6210\u529f\u306e\u9375<\/strong>\u3068\u306a\u308a\u307e\u3059\u3002
              \u3053\u306e\u7ae0\u3067\u306f\u3001RAG\u3092\u5c0e\u5165\u3059\u308b\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b\u89e3\u8aac\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

              \"\u696d\u7e3e\u30a2\u30c3\u30d7\"<\/figure>\n\n\n\n

              <\/p>\n\n\n

              \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2460\uff1a\u73fe\u72b6\u306e\u8ab2\u984c\u3092\u6d17\u3044\u51fa\u3059<\/h3>\n\n\n

              \u307e\u305a\u3001\u81ea\u5206\u306e\u696d\u52d9\u3084\u30c1\u30fc\u30e0\u3067\u6539\u5584\u3059\u3079\u304d\u8ab2\u984c\u3092\u660e\u78ba\u306b\u3059\u308b<\/strong>\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002
              \u3069\u306e\u696d\u52d9\u306bRAG\u3092\u5c0e\u5165\u3059\u308c\u3070\u52b9\u679c\u7684\u304b\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3067\u3001\u5c0e\u5165\u306e\u65b9\u5411\u6027\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

              \uff0a\u30dd\u30a4\u30f3\u30c8\uff0a<\/strong><\/span>
              \u65e5\u5e38\u306e\u696d\u52d9\u8ca0\u62c5\u306b\u3064\u3044\u3066\u30a2\u30f3\u30b1\u30fc\u30c8\u8abf\u67fb\u3092\u3059\u308b\u3068\u3001\u793e\u54e1\u304c\u65e5\u9803\u611f\u3058\u3066\u3044\u308b\u624b\u9593\u304c\u304b\u304b\u308b\u4f5c\u696d\u3092\u3042\u3076\u308a\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u305d\u3046\u3067\u3059\uff01<\/p>\n\n\n

              \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2461<\/span>\uff1a\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u5b9a<\/h3>\n\n\n

              RAG\u3092\u5c0e\u5165\u3059\u308b\u969b\u306b\u306f\u3001\u81ea\u793e\u306e\u696d\u52d9\u5185\u5bb9\u3084\u74b0\u5883\u306b\u9069\u3057\u305f\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002
              \u591a\u304f\u306eRAG\u30c4\u30fc\u30eb\u304c\u5b58\u5728\u3057\u307e\u3059\u304c\u3001\u7528\u9014\u3084\u898f\u6a21\u306b\u5fdc\u3058\u305f\u9078\u5b9a\u306b\u3088\u308a\u7121\u99c4\u306a\u30b3\u30b9\u30c8\u3084\u6642\u9593\u3092\u9632\u304e\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n

              \uff0a\u30dd\u30a4\u30f3\u30c8\uff0a<\/strong><\/span>
              \u5c0f\u898f\u6a21\u30c1\u30fc\u30e0\u3067\u306f\u307e\u305a\u306f\u7121\u6599 or \u4f4e\u30b3\u30b9\u30c8\u3067\u8a66\u305b\u308b\u30c4\u30fc\u30eb\u3001\u5927\u898f\u6a21\u4f01\u696d\u3067\u306f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u52b9\u679c\u7684\u3067\u3059\uff01<\/p>\n\n\n

              \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2462\uff1a\u5c0f\u898f\u6a21\u306a\u30c6\u30b9\u30c8\u904b\u7528\u304b\u3089\u30b9\u30bf\u30fc\u30c8<\/h3>\n\n\n

              \u3044\u304d\u306a\u308a\u5168\u4f53\u5c0e\u5165\u305b\u305a\u3001\u5c11\u4eba\u6570\u3084\u4e00\u90e8\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u30c6\u30b9\u30c8\u904b\u7528\u3092\u884c\u3046\u306e\u304c\u30d9\u30b9\u30c8\u3067\u3057\u3087\u3046\u3002
              \u5c0e\u5165\u524d\u306b\u5b9f\u969b\u306e\u696d\u52d9\u3067\u8a66\u9a13\u7684\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u73fe\u5834\u306b\u304a\u3051\u308b\u52b9\u679c\u3084\u8ab2\u984c\u3092\u78ba\u8a8d<\/strong>\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

              \uff0a\u30dd\u30a4\u30f3\u30c8\uff0a<\/strong><\/span>
              \u5c0f\u3055\u304f\u59cb\u3081\u308b\u4f8b\u3068\u3057\u3066\u3001\u307e\u305a\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u4e00\u90e8\u3067\u8a66\u9a13\u904b\u7528\u3092\u5b9f\u65bd\u3059\u308b\u7b49\u304c\u30aa\u30b9\u30b9\u30e1\u3067\u3059\uff01
              \u305d\u306e\u7d50\u679c\u3001\u521d\u671f\u306e\u30c8\u30e9\u30d6\u30eb\u3092\u628a\u63e1\u3057\u3066\u672c\u683c\u5c0e\u5165\u306e\u969b\u306b\u6539\u5584\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n\n\n

              \u6210\u529f\u3078\u306e\u30b9\u30c6\u30c3\u30d7\u2463\uff1a\u793e\u5185\u3067\u306e\u5171\u6709\u3068\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7<\/h3>\n\n\n

              \u5c0e\u5165\u52b9\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u3001\u4f7f\u3044\u65b9\u3084\u6d3b\u7528\u65b9\u6cd5\u3092\u30c1\u30fc\u30e0\u3067\u5171\u6709\uff06\u30b9\u30ad\u30eb\u3092\u9ad8\u3081\u308b<\/strong>\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002
              \u793e\u5185\u5168\u4f53\u3067\u30c4\u30fc\u30eb\u306e\u4f7f\u3044\u65b9\u3092\u7406\u89e3\u3057\u3001\u30b9\u30e0\u30fc\u30ba\u306b\u6d3b\u7528\u3067\u304d\u308b\u74b0\u5883\u3092\u6574\u3048\u308b<\/strong>\u3053\u3068\u304c\u4e00\u756a\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

              \uff0a\u30dd\u30a4\u30f3\u30c8\uff0a<\/strong><\/span>
              \u5c0e\u5165\u5f8c\u306e\u7814\u4fee\u3084\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u914d\u5e03\u306b\u3088\u3063\u3066\u3001RAG\u6d3b\u7528\u306e\u7fd2\u719f\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u4f5c\u696d\u6642\u9593\u304c\u3055\u3089\u306b\u77ed\u7e2e\u3055\u308c\u308b\u3053\u3068\u3082\u671f\u5f85\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n

              \"\u4f1a\u793e\u54e1\"<\/div>
              \u793e\u54e1N<\/div><\/div>
              \n

              4\u30b9\u30c6\u30c3\u30d7\u3092\u901a\u3057\u3066\u3001\u4e00\u4eba\u4e00\u4eba\u304c\u300cRAG\u6280\u8853\u3092\u4f7f\u3048\u308b<\/strong>\u300d\u3088\u3046\u306b\u306a\u308b\u4e8b\u304c\u91cd\u8981\u3067\u3059\u306d\uff01<\/p>\n<\/div><\/div>\n\n\n\n

              <\/p>\n\n\n

              \u3010RAG\u5c0e\u5165<\/strong>\u3011\u6700\u65b0\u6280\u8853\u3067\u5909\u308f\u308b\u50cd\u304d\u65b9\uff1aRAG\u304c\u3082\u305f\u3089\u3059\u672a\u6765<\/strong><\/h2>\n\n\n

              \u6280\u8853\u306e\u9032\u5316\u306f\u3001\u50cd\u304d\u65b9\u3092\u5927\u304d\u304f\u5909\u3048\u3066\u3044\u307e\u3059\u3002
              \u7279\u306bRAG\u306e\u3088\u3046\u306a\u6700\u65b0\u6280\u8853\u306f\u3001\u696d\u52d9\u52b9\u7387\u5316\u3060\u3051\u3067\u306a\u304f\u3001\u50cd\u304d\u624b\u306e\u8003\u3048\u65b9\u3084\u4ed5\u4e8b\u306e\u5728\u308a\u65b9<\/strong>\u305d\u306e\u3082\u306e\u3092\u5909\u3048\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002
              \u6700\u5f8c\u306b\u3001RAG\u304c\u3069\u306e\u3088\u3046\u306b\u8077\u5834\u3092\u5909\u3048\u3001\u672a\u6765\u306e\u50cd\u304d\u65b9\u3092\u5f62\u4f5c\u308b\u306e\u304b\u3092\u5c55\u671b\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n

              \u5358\u7d14\u4f5c\u696d\u304b\u3089\u89e3\u653e\u3055\u308c\u308b\u672a\u6765<\/h3>\n\n\n