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{"id":14424,"date":"2025-12-10T12:01:00","date_gmt":"2025-12-10T03:01:00","guid":{"rendered":"https:\/\/taskhub.jp\/?post_type=useful&p=14424"},"modified":"2025-12-08T17:42:20","modified_gmt":"2025-12-08T08:42:20","slug":"rag-type","status":"publish","type":"useful","link":"https:\/\/taskhub.jp\/?useful=rag-type","title":{"rendered":"RAG\u306e\u7a2e\u985e\u3092\u5b8c\u5168\u30ac\u30a4\u30c9\uff01\u4ed5\u7d44\u307f\u306e\u9055\u3044\u304b\u3089\u4ee3\u8868\u7684\u306a\u88fd\u54c1\u30fb\u30b5\u30fc\u30d3\u30b9\u307e\u3067\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n

\u300cRAG\u3092\u5c0e\u5165\u3057\u305f\u3044\u304c\u3001\u7a2e\u985e\u304c\u591a\u304f\u3066\u3069\u308c\u3092\u9078\u3079\u3070\u3044\u3044\u304b\u308f\u304b\u3089\u306a\u3044\u300d<\/p>\n\n\n\n

\u300cGraphRAG\u3084Advanced RAG\u306a\u3069\u3001\u5c02\u9580\u7528\u8a9e\u304c\u96e3\u3057\u304f\u3066\u9055\u3044\u304c\u7406\u89e3\u3067\u304d\u306a\u3044\u300d<\/p>\n\n\n\n

\u4f01\u696d\u3067\u306e\u751f\u6210AI\u6d3b\u7528\u304c\u9032\u3080\u4e2d\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3092AI\u306b\u53c2\u7167\u3055\u305b\u308bRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u6280\u8853\u306b\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3057\u304b\u3057\u3001\u3072\u3068\u304f\u3061\u306bRAG\u3068\u8a00\u3063\u3066\u3082\u3001\u57fa\u672c\u7684\u306a\u624b\u6cd5\u304b\u3089\u9ad8\u5ea6\u306a\u691c\u7d22\u6280\u8853\u3001\u5b9f\u88c5\u30b5\u30fc\u30d3\u30b9\u306e\u5f62\u614b\u307e\u3067\u3001\u305d\u306e\u7a2e\u985e\u306f\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u81ea\u793e\u306e\u8ab2\u984c\u306b\u5408\u308f\u306a\u3044RAG\u3092\u9078\u3093\u3067\u3057\u307e\u3046\u3068\u3001\u671f\u5f85\u3057\u305f\u56de\u7b54\u7cbe\u5ea6\u304c\u51fa\u306a\u304b\u3063\u305f\u308a\u3001\u958b\u767a\u30b3\u30b9\u30c8\u304c\u81a8\u3089\u3093\u3060\u308a\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u6280\u8853\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u9055\u3044\u304b\u3089\u3001\u5177\u4f53\u7684\u306a\u69cb\u7bc9\u30b5\u30fc\u30d3\u30b9\u306e\u7a2e\u985e\u307e\u3067\u3092\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u6700\u65b0\u306eRAG\u30c8\u30ec\u30f3\u30c9\u3067\u3042\u308b\u300cGraphRAG\u300d\u3084\u300cAgentic RAG\u300d\u306b\u3064\u3044\u3066\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u81ea\u793e\u306b\u6700\u9069\u306aRAG\u306e\u5f62\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306e\u5224\u65ad\u6750\u6599\u3068\u3057\u3066\u3001\u305c\u3072\u6700\u5f8c\u307e\u3067\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\u57fa\u672c\u306e\u4ed5\u7d44\u307f\u3068\u7a2e\u985e\u306e\u9055\u3044<\/h2>\n\n\n\n

\u307e\u305a\u306f\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3068\u3001\u306a\u305c\u3053\u308c\u307b\u3069\u591a\u304f\u306e\u7a2e\u985e\u304c\u5b58\u5728\u3059\u308b\u306e\u304b\u3068\u3044\u3046\u80cc\u666f\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

RAG\u306f\u3001AI\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u53c2\u8003\u306b\u3057\u3066\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n

\u5358\u7d14\u306b\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001AI\u306e\u751f\u6210\u80fd\u529b\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u81ea\u7136\u306a\u6587\u7ae0\u3067\u306e\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u57fa\u672c\u69cb\u9020\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u5f8c\u306b\u89e3\u8aac\u3059\u308b\u69d8\u3005\u306a\u7a2e\u985e\u306e\u9055\u3044\u304c\u3088\u308a\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u308c\u3067\u306f\u3001\u57fa\u672c\u7684\u306a\u69cb\u9020\u3068\u7a2e\u985e\u306e\u591a\u69d8\u6027\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

RAG\u306e\u57fa\u672c\u69cb\u9020\uff08\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3068\u751f\u6210\u30d5\u30a7\u30fc\u30ba\uff09<\/h3>\n\n\n\n

RAG\u306e\u4ed5\u7d44\u307f\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066\u300c\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\uff08Retrieval\uff09\u300d\u3068\u300c\u751f\u6210\u30d5\u30a7\u30fc\u30ba\uff08Generation\uff09\u300d\u306e2\u3064\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e2\u3064\u306e\u5de5\u7a0b\u304c\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u793e\u5185\u56fa\u6709\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6b63\u78ba\u306a\u56de\u7b54\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305a\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30c7\u30fc\u30bf\u3092\u3001\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u63a2\u3057\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u4e00\u822c\u7684\u306b\u306f\u3001\u6587\u66f8\u3092\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u3066\u610f\u5473\u306e\u8fd1\u3055\u3092\u6e2c\u308b\u300c\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u300d\u306a\u3069\u304c\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u3053\u3067\u9069\u5207\u306a\u60c5\u5831\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001AI\u306f\u6b63\u3057\u3044\u56de\u7b54\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u6b21\u306b\u751f\u6210\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u60c5\u5831\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6307\u793a\u6587\uff09\u306b\u7d44\u307f\u8fbc\u307f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306b\u6e21\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

LLM\u306f\u6e21\u3055\u308c\u305f\u60c5\u5831\u3092\u300c\u6b63\u89e3\u30c7\u30fc\u30bf\u300d\u3068\u3057\u3066\u53c2\u7167\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3064\u307e\u308a\u3001RAG\u3068\u306f\u300c\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u4ed8\u304d\u306e\u30c6\u30b9\u30c8\u300d\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u308a\u3001\u691c\u7d22\u30d5\u30a7\u30fc\u30ba\u3067\u3044\u304b\u306b\u512a\u308c\u305f\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u3092\u7528\u610f\u3067\u304d\u308b\u304b\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u57fa\u672c\u7684\u306aRAG\u306f\u3053\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u69cb\u9020\u3067\u3059\u304c\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u73fe\u5834\u3067\u306f\u3001\u3053\u308c\u3060\u3051\u3067\u306f\u56de\u7b54\u7cbe\u5ea6\u304c\u4e0d\u5341\u5206\u306a\u30b1\u30fc\u30b9\u304c\u591a\u3005\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u306e\u305f\u3081\u3001\u5404\u30d5\u30a7\u30fc\u30ba\u306b\u5de5\u592b\u3092\u51dd\u3089\u3057\u305f\u69d8\u3005\u306a\u7a2e\u985e\u306e\u624b\u6cd5\u304c\u751f\u307e\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n

LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u4ed5\u7d44\u307f\u3084\u4e3b\u8981\u306a\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <\/p>\n\n\n\n

\n
LLM\u3068\u306f\uff1fChatGPT\u3068\u306e\u9055\u3044\u3084\u4ed5\u7d44\u307f\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac<\/a><\/blockquote>