{"id":9427,"date":"2025-02-28T20:49:05","date_gmt":"2025-02-28T12:49:05","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=9427"},"modified":"2025-02-28T20:57:51","modified_gmt":"2025-02-28T12:57:51","slug":"rag2-vs-fine-tuning","status":"publish","type":"post","link":"https:\/\/ai-stack.orca-biz.tw\/ja\/rag2-vs-fine-tuning","title":{"rendered":"RAG 2.0 vs. \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff1aAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u305f\u624b\u6cd5\u306e\u9078\u629e"},"content":{"rendered":"\n

\u7d44\u7e54\u304c\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u63a1\u7528\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u308b\u306b\u3064\u308c\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u3084\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a2\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u767b\u5834\u3057\u307e\u3057\u305f\uff1a\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3067\u3059\u3002\u5f8c\u8005\u306f\u6700\u8fd1\u3001RAG 2.0\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u306b\u9032\u5316\u3057\u307e\u3057\u305f\u3002\u5404\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u306f\u56fa\u6709\u306e\u5229\u70b9\u3068\u5236\u9650\u304c\u3042\u308a\u3001\u305d\u308c\u3089\u306e\u9593\u306e\u9078\u629e\u306fAI\u5b9f\u88c5\u306e\u6210\u529f\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u3042\u306a\u305f\u306e\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u6bd4\u8f03\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7406\u89e3\u3059\u308b<\/strong><\/h2>\n\n\n\n

\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u53d6\u308a\u3001\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u30c7\u30fc\u30bf\u3067\u3055\u3089\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3068\u80fd\u529b\u3092\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u57fa\u672c\u7684\u306b\u3001\u30e2\u30c7\u30eb\u306e\u65e2\u5b58\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u65b0\u3057\u3044\u77e5\u8b58\u30c9\u30e1\u30a4\u30f3\u3084\u5c02\u9580\u7684\u306a\u80fd\u529b\u306b\u5411\u3051\u3066\u300c\u66f2\u3052\u308b\u300d\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f<\/strong><\/h3>\n\n\n\n
    \n
  1. \u51fa\u767a\u70b9<\/strong>\uff1a\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u57fa\u76e4\u30e2\u30c7\u30eb\uff08\u4f8b\uff1aGPT-3.5\u3001Llama 2\u3001Mistral\uff09\u304b\u3089\u59cb\u3081\u308b<\/li>\n\n\n\n
  2. \u30c7\u30fc\u30bf\u6e96\u5099<\/strong>\uff1a\u30c9\u30e1\u30a4\u30f3\u3084\u4f7f\u7528\u4e8b\u4f8b\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3059\u308b<\/li>\n\n\n\n
  3. \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9<\/strong>\uff1a\u8ffd\u52a0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30a8\u30dd\u30c3\u30af\u3092\u901a\u3058\u3066\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u66f4\u65b0\u3059\u308b<\/li>\n\n\n\n
  4. \u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574<\/strong>\uff1a\u65b0\u3057\u3044\u30d1\u30bf\u30fc\u30f3\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4e00\u90e8\u307e\u305f\u306f\u5168\u90e8\u3092\u4fee\u6b63\u3059\u308b<\/li>\n\n\n\n
  5. \u6700\u9069\u5316<\/strong>\uff1a\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3059\u308b<\/li>\n<\/ol>\n\n\n\n

    \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7a2e\u985e<\/strong><\/h3>\n\n\n\n
      \n
    • \u5b8c\u5168\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong>\uff1a\u30e2\u30c7\u30eb\u5185\u306e\u3059\u3079\u3066\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3059\u308b<\/li>\n\n\n\n
    • \u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong>\uff08PEFT\uff09\uff1a\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u306e\u307f\u3092\u4fee\u6b63\u3059\u308b\n
        \n
      • LoRA\uff08\u4f4e\u30e9\u30f3\u30af\u9069\u5fdc\uff09<\/li>\n\n\n\n
      • QLoRA\uff08\u91cf\u5b50\u5316\u4f4e\u30e9\u30f3\u30af\u9069\u5fdc\uff09<\/li>\n\n\n\n
      • \u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\/\u30d7\u30ed\u30f3\u30d7\u30c8\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/li>\n\n\n\n
      • \u30a2\u30c0\u30d7\u30bf\u30fc\u624b\u6cd5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n

        RAG 2.0\u3078\u306e\u9032\u5316<\/strong><\/h2>\n\n\n\n

        \u5f93\u6765\u306eRAG\u30b7\u30b9\u30c6\u30e0\u306f\u5916\u90e8\u77e5\u8b58\u30bd\u30fc\u30b9\u306b\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u63a5\u7d9a\u3059\u308b\u3053\u3068\u3067\u6539\u5584\u3057\u307e\u3057\u305f\u304c\u3001\u7d71\u5408\u306e\u8ab2\u984c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5236\u9650\u306b\u60a9\u307e\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002Contextual AI\u304c\u63d0\u6848\u3057\u305fRAG 2.0\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u691c\u7d22\u5668\u3092\u5225\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u7d71\u4e00\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u6271\u3046\u3068\u3044\u3046\u5927\u304d\u306a\u9032\u6b69\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

        \"\"\/<\/figure>\n\n\n\n

        RAG 2.0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/h3>\n\n\n\n
          \n
        1. \u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u6700\u9069\u5316<\/strong>\uff1a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u691c\u7d22\u5668\u306e\u5171\u540c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/li>\n\n\n\n
        2. \u30c9\u30e1\u30a4\u30f3\u9069\u5fdc<\/strong>\uff1a\u7279\u5b9a\u306e\u77e5\u8b58\u30c9\u30e1\u30a4\u30f3\u306b\u5bfe\u3059\u308b\u7279\u5b9a\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/li>\n\n\n\n
        3. \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u306e\u524a\u6e1b<\/strong>\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u624b\u52d5\u30c7\u30d0\u30c3\u30b0\u306e\u8efd\u6e1b<\/li>\n\n\n\n
        4. \u30a8\u30e9\u30fc\u5236\u5fa1<\/strong>\uff1a\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u901a\u3057\u3066\u306e\u30a8\u30e9\u30fc\u4f1d\u64ad\u306e\u3088\u308a\u826f\u3044\u7ba1\u7406<\/li>\n\n\n\n
        5. \u52d5\u7684\u77e5\u8b58\u7d71\u5408<\/strong>\uff1a\u66f4\u65b0\u3055\u308c\u305f\u60c5\u5831\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d44\u307f\u8fbc\u307f<\/li>\n<\/ol>\n\n\n\n

          \u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u4e3b\u306a\u9055\u3044<\/strong><\/h2>\n\n\n\n
          \u5074\u9762<\/strong><\/td>\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td>RAG 2.0<\/strong><\/td><\/tr>
          \u77e5\u8b58\u7d71\u5408<\/strong><\/td>\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306b\u7d44\u307f\u8fbc\u307e\u308c\u308b<\/td>\u63a8\u8ad6\u6642\u306b\u52d5\u7684\u306b\u691c\u7d22\u3055\u308c\u308b<\/td><\/tr>
          \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf<\/strong><\/td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u56fa\u5b9a<\/td>\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u66f4\u65b0\u53ef\u80fd<\/td><\/tr>
          \u30d1\u30e9\u30e1\u30fc\u30bf\u4fee\u6b63<\/strong><\/td>\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u5909\u66f4\u3059\u308b<\/td>\u4e3b\u306b\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u6700\u9069\u5316\u3059\u308b<\/td><\/tr>
          \u77e5\u8b58\u306e\u5883\u754c<\/strong><\/td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306b\u9650\u5b9a<\/td>\u6587\u66f8\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u901a\u3058\u3066\u62e1\u5f35\u53ef\u80fd<\/td><\/tr>
          \u66f4\u65b0\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong><\/td>\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981<\/td>\u77e5\u8b58\u30d9\u30fc\u30b9\u306f\u72ec\u7acb\u3057\u3066\u66f4\u65b0\u53ef\u80fd<\/td><\/tr>
          \u63a8\u8ad6\u5bfe\u77e5\u8b58<\/strong><\/td>\u4e21\u65b9\u306e\u80fd\u529b\u3092\u6df7\u5408<\/td>\u63a8\u8ad6\uff08\u30e2\u30c7\u30eb\uff09\u3068\u77e5\u8b58\uff08\u691c\u7d22\uff09\u3092\u5206\u96e2<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

          \u6027\u80fd\u6bd4\u8f03<\/strong><\/h2>\n\n\n\n

          \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u4e00\u822c\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u304c\u3044\u304f\u3064\u304b\u73fe\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n\n\n\n

          \u6b63\u78ba\u6027\u3068\u4e8b\u5b9f\u6027<\/strong><\/h3>\n\n\n\n
          \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td>RAG 2.0<\/strong><\/td><\/tr>
          \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3067\u5341\u5206\u306b\u30ab\u30d0\u30fc\u3055\u308c\u305f\u7279\u5b9a\u306e\u72ed\u3044\u30c9\u30e1\u30a4\u30f3\u3067\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6<\/td>\u6700\u65b0\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u512a\u308c\u305f\u4e8b\u5b9f\u6027<\/td><\/tr>
          \u4e00\u822c\u7684\u306a\u77e5\u8b58\u306e\u300c\u58ca\u6ec5\u7684\u5fd8\u5374\u300d\u306b\u60a9\u307e\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b<\/td>\u5e0c\u5c11\u307e\u305f\u306f\u5c02\u9580\u7684\u306a\u60c5\u5831\u306e\u3088\u308a\u826f\u3044\u51e6\u7406<\/td><\/tr>
          \u4e8b\u5b9f\u6027\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u5229\u7528\u53ef\u80fd\u306a\u60c5\u5831\u306b\u9650\u5b9a\u3055\u308c\u308b<\/td>\u5e7b\u899a\u306e\u5272\u5408\u304c\u6e1b\u5c11\uff08\u7814\u7a76\u3067\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u6700\u592760\uff05\u306e\u5e7b\u899a\u6e1b\u5c11\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

          \u5fdc\u7b54\u54c1\u8cea<\/strong><\/h3>\n\n\n\n
          \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td>RAG 2.0<\/strong><\/td><\/tr>
          \u3088\u308a\u4e00\u8cab\u3057\u305f\u30c8\u30fc\u30f3\u3068\u30b9\u30bf\u30a4\u30eb<\/td>\u30bd\u30fc\u30b9\u306e\u3088\u308a\u6b63\u78ba\u306a\u5f15\u7528<\/td><\/tr>
          \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u63a8\u8ad6\u30d1\u30bf\u30fc\u30f3\u306e\u3088\u308a\u826f\u3044\u5185\u90e8\u5316<\/td>\u77e5\u8b58\u51fa\u5178\u306e\u3088\u308a\u826f\u3044\u900f\u660e\u6027<\/td><\/tr>
          \u5c02\u9580\u9818\u57df\u3067\u3057\u3070\u3057\u3070\u3088\u308a\u6d41\u66a2\u3067\u4eba\u9593\u3089\u3057\u3044\u5fdc\u7b54\u3092\u751f\u6210<\/td>\u7279\u5b9a\u306e\u4e8b\u5b9f\u7684\u56de\u60f3\u3092\u5fc5\u8981\u3068\u3059\u308b\u591a\u6bb5\u968e\u63a8\u8ad6\u3067\u306e\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

          \u30ea\u30bd\u30fc\u30b9\u8981\u4ef6<\/strong><\/h2>\n\n\n\n

          \u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u30ea\u30bd\u30fc\u30b9\u8981\u6c42\u306f\u5b9f\u8cea\u7684\u306b\u7570\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n

          \u8a08\u7b97\u30ea\u30bd\u30fc\u30b9<\/strong><\/h3>\n\n\n\n
          \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td>RAG 2.0<\/strong><\/td><\/tr>
          \u76f8\u5f53\u306aGPU\/TPU\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981<\/td>\u3088\u308a\u4f4e\u3044\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6<\/td><\/tr>
          \u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u306b\u5fdc\u3058\u3066\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u306f\u6570\u6642\u9593\u304b\u3089\u6570\u9031\u9593<\/td>\u3088\u308a\u9ad8\u3044\u63a8\u8ad6\u6642\u306e\u8a08\u7b97\u8981\u6c42<\/td><\/tr>
          \u3088\u308a\u9ad8\u3044\u521d\u671f\u8a08\u7b97\u30b3\u30b9\u30c8\u3060\u304c\u3001\u6f5c\u5728\u7684\u306b\u3088\u308a\u4f4e\u3044\u63a8\u8ad6\u30b3\u30b9\u30c8<\/td>\u691c\u7d22\u30a4\u30f3\u30d5\u30e9\u306e\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5fc5\u8981<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

          \u30c7\u30fc\u30bf\u8981\u4ef6<\/strong><\/h3>\n\n\n\n
          \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td>RAG 2.0<\/strong><\/td><\/tr>
          \u5927\u91cf\u306e\u9ad8\u54c1\u8cea\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\uff08\u901a\u5e38\u306f\u6570\u5343\u304b\u3089\u6570\u767e\u4e07\u306e\u4f8b\uff09\u304c\u5fc5\u8981<\/td>\u5c11\u91cf\u306e\u9ad8\u54c1\u8cea\u53c2\u7167\u8cc7\u6599\u3067\u3082\u52b9\u679c\u7684\u306b\u6a5f\u80fd\u3059\u308b<\/td><\/tr>
          \u30c7\u30fc\u30bf\u306f\u614e\u91cd\u306b\u9078\u5225\u3055\u308c\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3055\u308c\u308b\u5fc5\u8981\u304c\u3042\u308b<\/td>\u975e\u69cb\u9020\u5316\u6587\u66f8\u306e\u7d71\u5408\u304c\u3088\u308a\u5bb9\u6613<\/td><\/tr>
          \u30c7\u30fc\u30bf\u306e\u4e0d\u5747\u8861\u304c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b<\/td>\u77e5\u8b58\u30bd\u30fc\u30b9\u306e\u9069\u5207\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u57cb\u3081\u8fbc\u307f\u304c\u5fc5\u8981<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

          \u9069\u7528\u30b7\u30ca\u30ea\u30aa<\/strong><\/h2>\n\n\n\n

          \u7570\u306a\u308b\u30b7\u30ca\u30ea\u30aa\u306b\u306f\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u9069\u3057\u3066\u3044\u307e\u3059\uff1a<\/p>\n\n\n\n

          \u9069\u7528\u30b7\u30ca\u30ea\u30aa\u6bd4\u8f03<\/strong><\/h3>\n\n\n\n
          \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u9078\u3076\u3068\u304d<\/strong><\/td>RAG 2.0\u3092\u9078\u3076\u3068\u304d<\/strong><\/td><\/tr>
          \u77e5\u8b58\u304c\u5b89\u5b9a\u3057\u3066\u3044\u308b\u9ad8\u5ea6\u306b\u5c02\u9580\u5316\u3055\u308c\u305f\u30c9\u30e1\u30a4\u30f3<\/strong>\uff08\u4f8b\uff1a\u7279\u5b9a\u306e\u79d1\u5b66\u5206\u91ce\uff09<\/td>\u6025\u901f\u306b\u5909\u5316\u3059\u308b\u77e5\u8b58\u30c9\u30e1\u30a4\u30f3<\/strong>\uff08\u4f8b\uff1a\u6642\u4e8b\u3001\u9032\u5316\u3059\u308b\u898f\u5236\uff09<\/td><\/tr>
          \u30b9\u30bf\u30a4\u30eb\u3068\u30c8\u30fc\u30f3\u306e\u9069\u5fdc<\/strong>\u304c\u4e3b\u306a\u95a2\u5fc3\u4e8b<\/td>\u9ad8\u5ea6\u306b\u4e8b\u5b9f\u4f9d\u5b58\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/strong>\u3067\u691c\u8a3c\u53ef\u80fd\u306a\u60c5\u5831\u304c\u5fc5\u8981<\/td><\/tr>
          \u4fe1\u983c\u3067\u304d\u308b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u306e\u306a\u3044\u30aa\u30d5\u30e9\u30a4\u30f3\u5c55\u958b<\/strong>\u30b7\u30ca\u30ea\u30aa<\/td>\u6cd5\u7684\u307e\u305f\u306f\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8<\/strong>\u3067\u30bd\u30fc\u30b9\u5f15\u7528\u304c\u5fc5\u8981<\/td><\/tr>
          \u4e00\u8cab\u6027\u304c\u3042\u308a\u3001\u4e88\u6e2c\u53ef\u80fd\u306a\u51fa\u529b<\/strong>\u304c\u4e8b\u5b9f\u7684\u56de\u60f3\u3088\u308a\u3082\u91cd\u8981<\/td>\u5e83\u7bc4\u306a\u30c9\u30e1\u30a4\u30f3\u306b\u307e\u305f\u304c\u308b\u77e5\u8b58\u96c6\u7d04\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/strong><\/td><\/tr>
          \u63a8\u8ad6\u901f\u5ea6\u304c\u91cd\u8981\u306a\u9ad8\u5bb9\u91cf\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/strong><\/td>\u900f\u660e\u306a\u63a8\u8ad6<\/strong>\u3068\u660e\u78ba\u306a\u51fa\u5178\u304c\u5fc5\u8981\u306a\u30b7\u30b9\u30c6\u30e0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

          \u5b9f\u88c5\u306e\u8907\u96d1\u3055<\/strong><\/h2>\n\n\n\n

          \u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u5b9f\u88c5\u306e\u96e3\u3057\u3055\u306f\u7570\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n

          \u5b9f\u88c5\u306e\u8907\u96d1\u3055\u6bd4\u8f03<\/strong><\/h3>\n\n\n\n
          \u5b9f\u88c5\u6bb5\u968e<\/strong><\/td>\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td>RAG 2.0<\/strong><\/td><\/tr>
          \u521d\u671f\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/strong><\/td>\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u306b\u5fdc\u3058\u3066\u3001\u4e2d\u7a0b\u5ea6\u304b\u3089\u8907\u96d1<\/td>\u8907\u96d1\u3001\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u7d71\u5408\u304c\u5fc5\u8981<\/td><\/tr>
          \u30c7\u30fc\u30bf\u6e96\u5099<\/strong><\/td>\u975e\u5e38\u306b\u52b4\u50cd\u96c6\u7d04\u7684\u3067\u6210\u529f\u306b\u4e0d\u53ef\u6b20<\/td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4f8b\u3088\u308a\u3082\u77e5\u8b58\u30d9\u30fc\u30b9\u306e\u54c1\u8cea\u306b\u7126\u70b9<\/td><\/tr>
          \u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3<\/strong><\/td>\u5c02\u9580\u7684\u306aML\u5de5\u5b66\u306e\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981<\/td>\u30e2\u30c7\u30eb\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3068\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u5fc5\u8981<\/td><\/tr>
          \u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8<\/strong><\/td>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306f\u6bd4\u8f03\u7684\u30b7\u30f3\u30d7\u30eb<\/td>\u8907\u6570\u306e\u7d71\u5408\u30b7\u30b9\u30c6\u30e0\u3092\u6301\u3061\u3001\u3088\u308a\u8907\u96d1<\/td><\/tr>
          \u30e1\u30f3\u30c6\u30ca\u30f3\u30b9<\/strong><\/td>\u77e5\u8b58\u3092\u66f4\u65b0\u3059\u308b\u306b\u306f\u5b8c\u5168\u306a\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981<\/td>\u3088\u308a\u5bb9\u6613\u306a\u77e5\u8b58\u66f4\u65b0\u3001\u3057\u304b\u3057\u3088\u308a\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u76e3\u8996<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

          AI\u6226\u7565\u306e\u5c06\u6765\u6027\u78ba\u4fdd<\/strong><\/h2>\n\n\n\n

          AI\u6280\u8853\u3078\u306e\u9577\u671f\u6295\u8cc7\u3092\u8003\u3048\u308b\u969b\u3001\u5404\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5c06\u6765\u306e\u767a\u5c55\u306b\u5411\u3051\u3066\u3069\u306e\u3088\u3046\u306b\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\uff1a<\/p>\n\n\n\n

          \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5c06\u6765\u5c55\u671b<\/strong><\/h3>\n\n\n\n
            \n
          • \u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9032\u6b69\u306b\u3088\u308a\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u308b<\/li>\n\n\n\n
          • \u7279\u6b8a\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u6700\u9069\u5316\u306b\u3088\u308a\u30b3\u30b9\u30c8\u304c\u7d99\u7d9a\u7684\u306b\u524a\u6e1b\u3055\u308c\u3066\u3044\u308b<\/li>\n\n\n\n
          • \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u6210\u9577\u3057\u3066\u3044\u308b<\/li>\n\n\n\n
          • \u7279\u6b8a\u306a\u72ed\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u4fa1\u5024\u304c\u6b8b\u308a\u7d9a\u3051\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044<\/li>\n<\/ul>\n\n\n\n

            RAG 2.0\u306e\u5c06\u6765\u5c55\u671b<\/strong><\/h3>\n\n\n\n
              \n
            • \u5927\u304d\u306a\u7814\u7a76\u6295\u8cc7\u3092\u4f34\u3046\u6025\u901f\u306b\u767a\u5c55\u3059\u308b\u5206\u91ce<\/li>\n\n\n\n
            • \u307e\u3059\u307e\u3059\u6d17\u7df4\u3055\u308c\u305f\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0<\/li>\n\n\n\n
            • \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u77e5\u8b58\u30bd\u30fc\u30b9\u3068\u306e\u7d71\u5408\u304c\u5897\u52a0<\/li>\n\n\n\n
            • \u77e5\u8b58\u4e0a\u306e\u63a8\u8ad6\u306e\u9032\u6b69\u306b\u5411\u3051\u3066\u826f\u597d\u306b\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u308b<\/li>\n<\/ul>\n\n\n\n

              \u6b63\u3057\u3044\u9078\u629e\u3092\u3059\u308b\u305f\u3081\u306b<\/strong><\/h2>\n\n\n\n

              \u591a\u304f\u306e\u7d44\u7e54\u306b\u3068\u3063\u3066\u3001\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u6226\u7565\u3092\u542b\u3080\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n

              \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5b9f\u88c5\u6226\u7565<\/strong><\/h3>\n\n\n\n
                \n
              1. \u6bb5\u968e\u7684\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong>\uff1aRAG 2.0\u304b\u3089\u59cb\u3081\u3001\u6700\u7d42\u7684\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6<\/li>\n\n\n\n
              2. \u30bf\u30b9\u30af\u30d9\u30fc\u30b9\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong>\uff1a\u5b89\u5b9a\u3057\u305f\u5c02\u9580\u5316\u3055\u308c\u305f\u30bf\u30b9\u30af\u306b\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3001\u77e5\u8b58\u96c6\u7d04\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306fRAG 2.0\u3092\u4f7f\u7528<\/li>\n\n\n\n
              3. \u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u624b\u6cd5<\/strong>\uff1a\u6700\u5927\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5f97\u308b\u305f\u3081\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068RAG\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b<\/li>\n\n\n\n
              4. \u6bb5\u968e\u7684\u306a\u5f37\u5316<\/strong>\uff1a\u5b8c\u5168\u306aRAG 2.0\u5b9f\u88c5\u306b\u5411\u3051\u3066\u69cb\u7bc9\u3057\u306a\u304c\u3089\u3001\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u306aRAG\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u59cb\u3081\u308b<\/li>\n<\/ol>\n\n\n\n

                \u6c7a\u5b9a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong><\/h3>\n\n\n\n

                \u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6c7a\u5b9a\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u70b9\uff1a<\/p>\n\n\n\n

                  \n
                1. \u77e5\u8b58\u7279\u6027<\/strong>\uff1a\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306f\u3069\u306e\u7a0b\u5ea6\u5b89\u5b9a\u3057\u3066\u3044\u308b\u304b\u3001\u307e\u305f\u306f\u52d5\u7684\u304b\uff1f<\/li>\n\n\n\n
                2. \u30ea\u30bd\u30fc\u30b9\u5236\u7d04<\/strong>\uff1a\u8a08\u7b97\u80fd\u529b\u3068\u5c02\u9580\u77e5\u8b58\u306e\u9650\u754c\u306f\u4f55\u304b\uff1f<\/li>\n\n\n\n
                3. \u66f4\u65b0\u983b\u5ea6<\/strong>\uff1a\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3092\u3069\u306e\u304f\u3089\u3044\u306e\u983b\u5ea6\u3067\u66f4\u65b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\uff1f<\/li>\n\n\n\n
                4. \u691c\u8a3c\u53ef\u80fd\u6027\u8981\u4ef6<\/strong>\uff1a\u60c5\u5831\u3092\u30bd\u30fc\u30b9\u306b\u8ffd\u8de1\u3067\u304d\u308b\u3053\u3068\u304c\u3069\u308c\u3060\u3051\u91cd\u8981\u304b\uff1f<\/li>\n\n\n\n
                5. \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u512a\u5148\u4e8b\u9805<\/strong>\uff1a\u7279\u5b9a\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u3082\u91cd\u8981\u306a\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u4f55\u304b\uff1f<\/li>\n<\/ol>\n\n\n\n

                  \u7d50\u8ad6<\/strong><\/h2>\n\n\n\n

                  RAG 2.0\u3068\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9593\u306e\u9078\u629e\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30bd\u30fc\u30b9\u914d\u5206\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u8981\u4ef6\u3001\u5c06\u6765\u306e\u67d4\u8edf\u6027\u306b\u3082\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u57fa\u672c\u7684\u306a\u6226\u7565\u7684\u6c7a\u5b9a\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u5b89\u5b9a\u3057\u305f\u30c9\u30e1\u30a4\u30f3\u306b\u5bfe\u3057\u3066\u77e5\u8b58\u3068\u63a8\u8ad6\u306e\u3088\u308a\u6df1\u3044\u7d71\u5408\u3092\u63d0\u4f9b\u3059\u308b\u4e00\u65b9\u3001RAG 2.0\u306f\u512a\u308c\u305f\u77e5\u8b58\u306e\u52d5\u7684\u6027\u3001\u4e8b\u5b9f\u6027\u3001\u900f\u660e\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                  AI\u306e\u98a8\u666f\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u5404\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u5f37\u307f\u3068\u9650\u754c\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u7d44\u7e54\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30ea\u30bd\u30fc\u30b9\u52b9\u7387\u3001\u5909\u5316\u3059\u308b\u8981\u4ef6\u3078\u306e\u9069\u5fdc\u6027\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u52b9\u679c\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5c55\u958b\u3059\u308b\u305f\u3081\u306b\u3088\u308a\u826f\u3044\u4f4d\u7f6e\u306b\u3044\u308b\u3067\u3057\u3087\u3046\u3002\u5c06\u6765\u306f\u3069\u3061\u3089\u304b\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u5358\u72ec\u3067\u306f\u306a\u304f\u3001\u5404\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u9069\u3057\u305f\u6280\u8853\u307e\u305f\u306f\u6280\u8853\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u6d3b\u7528\u3059\u308b\u3001\u601d\u616e\u6df1\u304f\u8a2d\u8a08\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u306b\u5c5e\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                  \u7d44\u7e54\u304c\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u63a1\u7528\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u308b\u306b\u3064\u308c\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u3084\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a2\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u767b\u5834\u3057\u307e\u3057\u305f\uff1a\u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3067\u3059\u3002\u5f8c\u8005\u306f\u6700\u8fd1\u3001RAG 2.0\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u306b\u9032\u5316\u3057\u307e\u3057\u305f\u3002\u5404\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u306f\u56fa\u6709\u306e\u5229\u70b9\u3068\u5236\u9650\u304c\u3042\u308a\u3001\u305d\u308c\u3089\u306e\u9593\u306e\u9078\u629e\u306fAI\u5b9f\u88c5\u306e\u6210\u529f\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u3042\u306a\u305f\u306e\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u6bd4\u8f03\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7406\u89e3\u3059\u308b \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u53d6\u308a\u3001\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u30c7\u30fc\u30bf\u3067\u3055\u3089\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3068\u80fd\u529b\u3092\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u57fa\u672c\u7684\u306b\u3001\u30e2\u30c7\u30eb\u306e\u65e2\u5b58\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u65b0\u3057\u3044\u77e5\u8b58\u30c9\u30e1\u30a4\u30f3\u3084\u5c02\u9580\u7684\u306a\u80fd\u529b\u306b\u5411\u3051\u3066\u300c\u66f2\u3052\u308b\u300d\u3053\u3068\u3067\u3059\u3002 \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7a2e\u985e RAG 2.0\u3078\u306e\u9032\u5316 \u5f93\u6765\u306eRAG\u30b7\u30b9\u30c6\u30e0\u306f\u5916\u90e8\u77e5\u8b58\u30bd\u30fc\u30b9\u306b\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u63a5\u7d9a\u3059\u308b\u3053\u3068\u3067\u6539\u5584\u3057\u307e\u3057\u305f\u304c\u3001\u7d71\u5408\u306e\u8ab2\u984c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5236\u9650\u306b\u60a9\u307e\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002Contextual AI\u304c\u63d0\u6848\u3057\u305fRAG 2.0\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u691c\u7d22\u5668\u3092\u5225\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u7d71\u4e00\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u6271\u3046\u3068\u3044\u3046\u5927\u304d\u306a\u9032\u6b69\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002 RAG 2.0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1 \u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u4e3b\u306a\u9055\u3044 \u5074\u9762 \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0 RAG 2.0 \u77e5\u8b58\u7d71\u5408 \u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306b\u7d44\u307f\u8fbc\u307e\u308c\u308b \u63a8\u8ad6\u6642\u306b\u52d5\u7684\u306b\u691c\u7d22\u3055\u308c\u308b \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u56fa\u5b9a \u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u66f4\u65b0\u53ef\u80fd \u30d1\u30e9\u30e1\u30fc\u30bf\u4fee\u6b63 \u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u5909\u66f4\u3059\u308b \u4e3b\u306b\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u6700\u9069\u5316\u3059\u308b \u77e5\u8b58\u306e\u5883\u754c \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306b\u9650\u5b9a \u6587\u66f8\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u901a\u3058\u3066\u62e1\u5f35\u53ef\u80fd \u66f4\u65b0\u30e1\u30ab\u30cb\u30ba\u30e0 \u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981 \u77e5\u8b58\u30d9\u30fc\u30b9\u306f\u72ec\u7acb\u3057\u3066\u66f4\u65b0\u53ef\u80fd \u63a8\u8ad6\u5bfe\u77e5\u8b58 \u4e21\u65b9\u306e\u80fd\u529b\u3092\u6df7\u5408 \u63a8\u8ad6\uff08\u30e2\u30c7\u30eb\uff09\u3068\u77e5\u8b58\uff08\u691c\u7d22\uff09\u3092\u5206\u96e2 \u6027\u80fd\u6bd4\u8f03 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u4e00\u822c\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u304c\u3044\u304f\u3064\u304b\u73fe\u308c\u3066\u3044\u307e\u3059\uff1a \u6b63\u78ba\u6027\u3068\u4e8b\u5b9f\u6027 \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0 RAG 2.0 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3067\u5341\u5206\u306b\u30ab\u30d0\u30fc\u3055\u308c\u305f\u7279\u5b9a\u306e\u72ed\u3044\u30c9\u30e1\u30a4\u30f3\u3067\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6 \u6700\u65b0\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u512a\u308c\u305f\u4e8b\u5b9f\u6027 \u4e00\u822c\u7684\u306a\u77e5\u8b58\u306e\u300c\u58ca\u6ec5\u7684\u5fd8\u5374\u300d\u306b\u60a9\u307e\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b \u5e0c\u5c11\u307e\u305f\u306f\u5c02\u9580\u7684\u306a\u60c5\u5831\u306e\u3088\u308a\u826f\u3044\u51e6\u7406 \u4e8b\u5b9f\u6027\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u5229\u7528\u53ef\u80fd\u306a\u60c5\u5831\u306b\u9650\u5b9a\u3055\u308c\u308b \u5e7b\u899a\u306e\u5272\u5408\u304c\u6e1b\u5c11\uff08\u7814\u7a76\u3067\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u6700\u592760\uff05\u306e\u5e7b\u899a\u6e1b\u5c11\uff09 \u5fdc\u7b54\u54c1\u8cea \u5f93\u6765\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0 RAG 2.0 \u3088\u308a\u4e00\u8cab\u3057\u305f\u30c8\u30fc\u30f3\u3068\u30b9\u30bf\u30a4\u30eb \u30bd\u30fc\u30b9\u306e\u3088\u308a\u6b63\u78ba\u306a\u5f15\u7528 \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u63a8\u8ad6\u30d1\u30bf\u30fc\u30f3\u306e\u3088\u308a\u826f\u3044\u5185\u90e8\u5316 \u77e5\u8b58\u51fa\u5178\u306e\u3088\u308a\u826f\u3044\u900f\u660e\u6027 \u5c02\u9580\u9818\u57df\u3067\u3057\u3070\u3057\u3070\u3088\u308a\u6d41\u66a2\u3067\u4eba\u9593\u3089\u3057\u3044\u5fdc\u7b54\u3092\u751f\u6210 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