{"id":6576,"date":"2024-04-14T17:03:00","date_gmt":"2024-04-14T09:03:00","guid":{"rendered":"https:\/\/ai-stack.ai\/whats-rag-2-0"},"modified":"2024-11-14T14:46:38","modified_gmt":"2024-11-14T06:46:38","slug":"whats-rag-2-0","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/whats-rag-2-0","title":{"rendered":"RAG 2.0\u3068\u306f\uff1f"},"content":{"rendered":"\n

\u8fd1\u5e74\u3001\u4eba\u5de5\u77e5\u80fd\u6280\u8853\u306e\u6025\u901f\u306a\u767a\u5c55\u306b\u4f34\u3044\u3001\u751f\u6210AI\u304c\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5e83\u304f\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u77e5\u8b58\u96c6\u7d04\u578b\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u969b\u3001\u305d\u306e\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u5236\u9650\u3092\u53d7\u3051\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3057\u305f\u3002\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001Facebook AI Research\u306f2020\u5e74\u306bRetrieval-Augmented Generation (RAG)\u306e\u6982\u5ff5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u77e5\u8b58\u96c6\u7d04\u578b\u30bf\u30b9\u30af\u3067\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

RAG\u306e\u9650\u754c<\/h2>\n\n\n\n

\u5f93\u6765\u306eRAG\u30b7\u30b9\u30c6\u30e0\u306f\u901a\u5e38\u3001\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u305f\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306a\u3069\u306e\u7570\u306a\u308b\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u65b9\u5f0f\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u65b9\u6cd5\u306f\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3042\u308b\u7a0b\u5ea6\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u304c\u3001\u4f9d\u7136\u3068\u3057\u3066\u3044\u304f\u3064\u304b\u306e\u9650\u754c\u304c\u3042\u308a\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n

    \n
  1. \u30b7\u30b9\u30c6\u30e0\u306e\u8106\u5f31\u6027\uff1a\u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u72ec\u7acb\u3057\u3066\u8a13\u7df4\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u308c\u3089\u306e\u9593\u306e\u8abf\u6574\u304c\u4e0d\u8db3\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u5e72\u6e09\u3084\u8aa4\u308a\u3092\u53d7\u3051\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
  2. – \u7279\u5b9a\u6027\u306e\u6b20\u5982\uff1a\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u7279\u5b9a\u306e\u5206\u91ce\u306b\u6700\u9069\u5316\u3067\u304d\u305a\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
  3. – \u5927\u91cf\u306e\u30c7\u30d0\u30c3\u30b0\u306e\u5fc5\u8981\u6027\uff1a\u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u5354\u8abf\u3057\u3066\u52d5\u4f5c\u3055\u305b\u308b\u306b\u306f\u3001\u591a\u304f\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u30c7\u30d0\u30c3\u30b0\u304c\u5fc5\u8981\u3067\u3001\u958b\u767a\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u30b3\u30b9\u30c8\u304c\u5897\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
  4. – \u30a8\u30e9\u30fc\u306e\u84c4\u7a4d\uff1a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u9593\u306b\u52b9\u679c\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u306a\u3044\u305f\u3081\u3001\u30a8\u30e9\u30fc\u304c\u30b7\u30b9\u30c6\u30e0\u5185\u3067\u84c4\u7a4d\u3057\u3001\u6700\u7d42\u7d50\u679c\u306e\u54c1\u8cea\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

    RAG 2.0\u306e\u9769\u65b0<\/h2>\n\n\n\n

    \u5f93\u6765\u306eRAG\u30b7\u30b9\u30c6\u30e0\u306e\u9650\u754c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u3001Contextual AI\u306fRAG 2.0\u306e\u65b9\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002RAG 2.0\u306e\u6838\u5fc3\u7684\u306a\u30a2\u30a4\u30c7\u30a2\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u691c\u7d22\u5668\u3092\u72ec\u7acb\u3057\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u6271\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u4e00\u3064\u306e\u5168\u4f53\u3068\u3057\u3066\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u3067\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e\u5229\u70b9\u3092\u3082\u305f\u3089\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n

      \n
    1. \u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u6700\u9069\u5316\uff1a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u691c\u7d22\u5668\u3092\u5171\u540c\u3067\u8a13\u7df4\u3059\u308b\u3053\u3068\u3067\u3001RAG 2.0\u306f\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u5927\u9650\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
    2. \u9ad8\u3044\u7279\u5b9a\u6027\uff1aRAG 2.0\u306f\u7279\u5b9a\u306e\u5206\u91ce\u3084\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u5fae\u8abf\u6574\u304c\u53ef\u80fd\u3067\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
    3. \u30c7\u30d0\u30c3\u30b0\u306e\u524a\u6e1b\uff1a\u30b7\u30b9\u30c6\u30e0\u304c\u5168\u4f53\u3068\u3057\u3066\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u624b\u52d5\u306e\u30c7\u30d0\u30c3\u30b0\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5fc5\u8981\u6027\u304c\u6e1b\u5c11\u3057\u3001\u958b\u767a\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
    4. \u30a8\u30e9\u30fc\u4f1d\u64ad\u306e\u4f4e\u6e1b\uff1a\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u6700\u9069\u5316\u306b\u3088\u308a\u3001\u30a8\u30e9\u30fc\u304c\u30b7\u30b9\u30c6\u30e0\u5185\u90e8\u3067\u52b9\u679c\u7684\u306b\u5236\u5fa1\u3055\u308c\u4f1d\u64ad\u304c\u6291\u3048\u3089\u308c\u3001\u7d50\u679c\u306e\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

      Contextual Language Models (CLMs)\u306e\u6027\u80fd<\/h2>\n\n\n\n

      RAG 2.0\u306e\u65b9\u6cd5\u306b\u57fa\u3065\u3044\u3066\u3001Contextual AI\u306fContextual Language Models (CLMs)\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3055\u307e\u3056\u307e\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001CLMs\u306fGPT-4\u3084\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u69cb\u7bc9\u3055\u308c\u305fRAG\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u30b7\u30b9\u30c6\u30e0\u3092\u4e0a\u56de\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n

        \n
      1. \u30aa\u30fc\u30d7\u30f3\u30c9\u30e1\u30a4\u30f3\u8cea\u554f\u5fdc\u7b54\uff1aCLMs\u306fNatural Questions (NQ)\u3001TriviaQA\u3001HotpotQA (HPQA)\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u30b7\u30b9\u30c6\u30e0\u3092\u4e0a\u56de\u308a\u3001\u95a2\u9023\u77e5\u8b58\u306e\u691c\u7d22\u3068\u6b63\u78ba\u306a\u56de\u7b54\u306e\u751f\u6210\u80fd\u529b\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n
      2. \u5fe0\u5b9f\u5ea6\uff1aHaluEvalQA\u3068TruthfulQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u3001CLMs\u306f\u3088\u308a\u512a\u308c\u305f\u8a3c\u62e0\u306e\u8ffd\u8de1\u80fd\u529b\u3068\u5e7b\u899a\u751f\u6210\u306e\u6e1b\u5c11\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n
      3. \u77e5\u8b58\u306e\u66f4\u65b0\uff1a\u6025\u901f\u306b\u5909\u5316\u3059\u308b\u4e16\u754c\u77e5\u8b58\u306b\u5bfe\u3057\u3066\u3001CLMs\u306f\u512a\u308c\u305f\u6c4e\u5316\u80fd\u529b\u3092\u793a\u3057\u3001FreshQA\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u3067\u512a\u79c0\u306a\u6210\u7e3e\u3092\u53ce\u3081\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n\n\n\n

        \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u3067\u306e\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u52a0\u3048\u3066\u3001CLMs\u306f\u5b9f\u969b\u306e\u9867\u5ba2\u30c7\u30fc\u30bf\u3084\u5c02\u9580\u5206\u91ce\uff08\u91d1\u878d\u3001\u6cd5\u5f8b\u3001\u5de5\u5b66\u306a\u3069\uff09\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u3082\u3001\u65e2\u5b58\u306e\u65b9\u6cd5\u3088\u308a\u3082\u5927\u304d\u306a\u6539\u5584\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306fRAG 2.0\u306e\u65b9\u6cd5\u304c\u7814\u7a76\u74b0\u5883\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u969b\u306e\u751f\u7523\u74b0\u5883\u3067\u3082\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

        \u9577\u6587\u8108\u30a6\u30a3\u30f3\u30c9\u30a6\u30e2\u30c7\u30eb\u3068\u306e\u6bd4\u8f03<\/h2>\n\n\n\n

        \u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001RAG 2.0\u3068\u6700\u65b0\u306e\u9577\u6587\u8108\u30a6\u30a3\u30f3\u30c9\u30a6\u30e2\u30c7\u30eb\u306e\u6bd4\u8f03\u306b\u8208\u5473\u304c\u6301\u305f\u308c\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001Contextual AI\u306f\u8a73\u7d30\u306a\u6bd4\u8f03\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

        Biographies\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001200\u4e07\u30c8\u30fc\u30af\u30f3\u306e\u5927\u898f\u6a21\u30b3\u30fc\u30d1\u30b9\u3092\u69cb\u7bc9\u3057\u3001100\u4ee5\u4e0a\u306e\u4f1d\u8a18\u306b\u95a2\u3059\u308b\u8cea\u554f\u3092\u7528\u3044\u3066CLM\u3001Frozen-RAG\u3001GPT-4-Turbo\u3092\u8a55\u4fa1\u3057\u307e\u3057\u305f\u3002\u7d50\u679c\u306f\u3001RAG 2.0\u304c\u7cbe\u5ea6\u3068\u8a08\u7b97\u52b9\u7387\u306e\u4e21\u9762\u3067\u9577\u6587\u8108\u30a6\u30a3\u30f3\u30c9\u30a6\u30e2\u30c7\u30eb\u3092\u4e0a\u56de\u308a\u3001\u7279\u306b\u5927\u898f\u6a21\u30b3\u30fc\u30d1\u30b9\u306e\u5834\u5408\u306b\u3053\u306e\u512a\u4f4d\u6027\u304c\u3088\u308a\u9855\u8457\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

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

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