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{"id":14378,"date":"2025-12-08T12:01:00","date_gmt":"2025-12-08T03:01:00","guid":{"rendered":"https:\/\/taskhub.jp\/?post_type=useful&p=14378"},"modified":"2025-12-05T08:51:01","modified_gmt":"2025-12-04T23:51:01","slug":"agentic-rag","status":"publish","type":"useful","link":"https:\/\/taskhub.jp\/?useful=agentic-rag","title":{"rendered":"Agentic RAG\u3068\u306f\uff1f\u5f93\u6765\u306eRAG\u3068\u306e\u9055\u3044\u3084\u4ed5\u7d44\u307f\u3001\u4ee3\u8868\u7684\u306a\u30c7\u30b6\u30a4\u30f3\u30d1\u30bf\u30fc\u30f3\u3092\u89e3\u8aac"},"content":{"rendered":"\n

\u300cRAG\u3092\u5c0e\u5165\u3057\u305f\u3051\u308c\u3069\u3001\u8907\u96d1\u306a\u8cea\u554f\u306b\u306a\u308b\u3068\u56de\u7b54\u7cbe\u5ea6\u304c\u6975\u7aef\u306b\u843d\u3061\u308b\u300d<\/p>\n\n\n\n

\u300c\u691c\u7d22\u7d50\u679c\u306b\u95a2\u9023\u6027\u306e\u4f4e\u3044\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u542b\u307e\u308c\u3066\u3044\u3066\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u8d77\u304d\u3066\u3057\u307e\u3046\u300d<\/p>\n\n\n\n

\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u306b\u304a\u3044\u3066\u3001\u3053\u306e\u3088\u3046\u306a\u58c1\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u958b\u767a\u8005\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306e\u76f4\u7dda\u7684\u306aRAG\uff08Naive RAG\uff09\u3067\u306f\u5bfe\u5fdc\u3057\u304d\u308c\u306a\u3044\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u6280\u8853\u3068\u3057\u3066\u3001\u73fe\u5728\u6025\u901f\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304c\u300cAgentic RAG\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bRAG\uff09\u300d\u3067\u3059\u3002LLM\u81ea\u8eab\u304c\u63a8\u8ad6\u3057\u3001\u81ea\u5f8b\u7684\u306b\u691c\u7d22\u3084\u30c4\u30fc\u30eb\u306e\u5229\u7528\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001Agentic RAG\u306e\u5b9a\u7fa9\u3084\u4ed5\u7d44\u307f\u3001\u4e3b\u8981\u306a\u30c7\u30b6\u30a4\u30f3\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u5b9f\u88c5\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u307e\u3067\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u751f\u6210AI\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3092\u884c\u3044\u3001\u6700\u65b0\u306e\u6280\u8853\u52d5\u5411\u3092\u5e38\u306b\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3057\u3066\u3044\u308b\u5f0a\u793e\u306e\u77e5\u898b\u3092\u3082\u3068\u306b\u3001\u5b9f\u52d9\u3067\u5f79\u7acb\u3064\u60c5\u5831\u306e\u307f\u3092\u53b3\u9078\u3057\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u81ea\u793e\u306eAI\u30b7\u30b9\u30c6\u30e0\u306e\u9ad8\u5ea6\u5316\u3092\u691c\u8a0e\u3055\u308c\u3066\u3044\u308b\u65b9\u306f\u3001\u305c\u3072\u6700\u5f8c\u307e\u3067\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

Agentic RAG\uff08\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bRAG\uff09\u3068\u306f\u4f55\u304b<\/h2>\n\n\n\n

\u3053\u3053\u3067\u306f\u3001Agentic RAG\u306e\u57fa\u672c\u7684\u306a\u5b9a\u7fa9\u3068\u3001\u306a\u305c\u4eca\u3053\u306e\u6280\u8853\u304c\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306e\u624b\u6cd5\u3068\u306e\u9055\u3044\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3001Agentic RAG\u304c\u3082\u305f\u3089\u3059\u9769\u65b0\u7684\u306a\u4fa1\u5024\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u308c\u3067\u306f\u3001\u57fa\u672c\u6982\u5ff5\u304b\u3089\u9806\u306b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

Agentic RAG\u306e\u5b9a\u7fa9\u3068\u57fa\u672c\u6982\u5ff5<\/h3>\n\n\n\n

Agentic RAG\u3068\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u5358\u306a\u308b\u6587\u7ae0\u751f\u6210\u5668\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u81ea\u5f8b\u7684\u306a\u5224\u65ad\u3092\u884c\u3046\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3068\u3057\u3066\u6a5f\u80fd\u3055\u305b\u308bRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u30b7\u30b9\u30c6\u30e0\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306eRAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u691c\u7d22\u3057\u3001\u898b\u3064\u304b\u3063\u305f\u60c5\u5831\u3092\u56de\u7b54\u3068\u3057\u3066\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u6c7a\u3081\u3089\u308c\u305f\u624b\u9806\u3092\u4e00\u5ea6\u3060\u3051\u5b9f\u884c\u3059\u308b\u3082\u306e\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001Agentic RAG\u3067\u306f\u3001LLM\u81ea\u8eab\u304c\u300c\u3069\u306e\u3088\u3046\u306a\u60c5\u5831\u304c\u5fc5\u8981\u304b\u300d\u300c\u691c\u7d22\u7d50\u679c\u306f\u5341\u5206\u304b\u300d\u300c\u5225\u306e\u89d2\u5ea6\u304b\u3089\u691c\u7d22\u3057\u76f4\u3059\u3079\u304d\u304b\u300d\u3068\u3044\u3063\u305f\u5224\u65ad\u3092\u80fd\u52d5\u7684\u306b\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u8907\u6570\u56de\u306e\u691c\u7d22\u3092\u5b9f\u884c\u3057\u305f\u308a\u3001\u5916\u90e8\u30c4\u30fc\u30eb\uff08Web\u691c\u7d22\u3084\u8a08\u7b97\u6a5f\u306a\u3069\uff09\u3092\u547c\u3073\u51fa\u3057\u305f\u308a\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u4eba\u9593\u304c\u4f55\u304b\u3092\u8abf\u67fb\u3059\u308b\u6642\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u8a66\u884c\u932f\u8aa4\u3084\u591a\u89d2\u7684\u306a\u691c\u8a3c\u3092\u884c\u3044\u306a\u304c\u3089\u3001\u6700\u9069\u306a\u56de\u7b54\u3092\u5c0e\u304d\u51fa\u3059\u4ed5\u7d44\u307f\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

Agentic RAG\u306e\u5b9a\u7fa9\u3084\u4e3b\u8981\u306a\u30d1\u30bf\u30fc\u30f3\u3001\u5206\u985e\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u5305\u62ec\u7684\u306a\u30b5\u30fc\u30d9\u30a4\u8ad6\u6587\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002 https:\/\/arxiv.org\/abs\/2501.09136<\/a><\/p>\n\n\n\n

\u5f93\u6765\u306eRAG\uff08Naive RAG\uff09\u3068Agentic RAG\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044<\/h3>\n\n\n\n

\u5f93\u6765\u306eRAG\uff08Naive RAG\uff09\u3068Agentic RAG\u306e\u6700\u5927\u306e\u9055\u3044\u306f\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u300c\u52d5\u7684\u6027\u300d\u3068\u300c\u81ea\u5f8b\u6027\u300d\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Naive RAG\u306f\u3001\u5165\u529b\u304b\u3089\u51fa\u529b\u307e\u3067\u304c\u4e00\u76f4\u7dda\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u3089\u308c\u305f\u30ed\u30b8\u30c3\u30af\u3067\u691c\u7d22\u3092\u884c\u3044\u3001\u305d\u306e\u7d50\u679c\u3092LLM\u306b\u6e21\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u691c\u7d22\u7d50\u679c\u304c\u7684\u5916\u308c\u3067\u3042\u3063\u305f\u5834\u5408\u3084\u3001\u60c5\u5831\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001\u305d\u306e\u307e\u307e\u7121\u7406\u3084\u308a\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u7cbe\u5ea6\u306e\u4f4e\u3044\u56de\u7b54\u3084\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u5f31\u70b9\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u4e00\u65b9\u3001Agentic RAG\u306f\u30eb\u30fc\u30d7\u69cb\u9020\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u691c\u7d22\u7d50\u679c\u3092\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u3001\u305d\u306e\u60c5\u5831\u304c\u8cea\u554f\u306b\u7b54\u3048\u308b\u306e\u306b\u5341\u5206\u304b\u3069\u3046\u304b\u3092\u81ea\u5df1\u8a55\u4fa1\u3057\u307e\u3059\u3002\u3082\u3057\u4e0d\u8db3\u3057\u3066\u3044\u308c\u3070\u3001\u691c\u7d22\u30af\u30a8\u30ea\u3092\u66f8\u304d\u76f4\u3057\u3066\u518d\u691c\u7d22\u3092\u884c\u3063\u305f\u308a\u3001\u5225\u306e\u60c5\u5831\u6e90\u3092\u53c2\u7167\u3057\u305f\u308a\u3059\u308b\u5224\u65ad\u3092\u81ea\u5f8b\u7684\u306b\u4e0b\u3057\u307e\u3059\u3002\u3053\u306e\u300c\u8003\u3048\u3066\u884c\u52d5\u3059\u308b\u300d\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3078\u306e\u5bfe\u5fdc\u529b\u304c\u683c\u6bb5\u306b\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u306a\u305c\u4eca\u3001Agentic RAG\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304b<\/h3>\n\n\n\n

Agentic RAG\u304c\u6025\u901f\u306b\u666e\u53ca\u3057\u59cb\u3081\u305f\u80cc\u666f\u306b\u306f\u3001LLM\u81ea\u4f53\u306e\u63a8\u8ad6\u80fd\u529b\u306e\u5287\u7684\u306a\u5411\u4e0a\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u304b\u3064\u3066\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u8907\u96d1\u306a\u8ad6\u7406\u7684\u63a8\u8ad6\u3084\u3001\u81ea\u8eab\u306e\u51fa\u529b\u306b\u5bfe\u3059\u308b\u5ba2\u89b3\u7684\u306a\u8a55\u4fa1\u304c\u82e6\u624b\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u8fd1\u5e74\u306e\u30e2\u30c7\u30eb\u306f\u300c\u601d\u8003\u300d\u3059\u308b\u529b\u304c\u5f37\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u66d6\u6627\u306a\u6307\u793a\u306b\u5bfe\u3057\u3066\u3082\u610f\u56f3\u3092\u6c72\u307f\u53d6\u308a\u3001\u9069\u5207\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u8a08\u753b\u3059\u308b\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u4f8b\u3048\u3070\u30012025\u5e748\u6708\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fGPT-5\u306e\u3088\u3046\u306a\u6700\u65b0\u30e2\u30c7\u30eb\u3067\u306f\u3001\u8cea\u554f\u306e\u96e3\u6613\u5ea6\u306b\u5fdc\u3058\u3066\u5373\u6642\u5fdc\u7b54\u3068\u9577\u8003\uff08\u63a8\u8ad6\uff09\u3092\u81ea\u52d5\u3067\u5207\u308a\u66ff\u3048\u308b\u6a5f\u80fd\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u30e2\u30c7\u30eb\u304c\u300c\u3058\u3063\u304f\u308a\u8003\u3048\u3066\u5224\u65ad\u3059\u308b\u300d\u80fd\u529b\u3092\u7372\u5f97\u3057\u305f\u3053\u3068\u3067\u3001Agentic RAG\u306b\u5fc5\u8981\u306a\u300c\u8a08\u753b\u7acb\u6848\u300d\u3084\u300c\u81ea\u5df1\u691c\u8a3c\u300d\u3068\u3044\u3063\u305f\u9ad8\u5ea6\u306a\u5236\u5fa1\u304c\u5b9f\u7528\u30ec\u30d9\u30eb\u3067\u53ef\u80fd\u306b\u306a\u3063\u305f\u306e\u3067\u3059\u3002\u5358\u306a\u308b\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3067\u306f\u306a\u304f\u3001\u512a\u79c0\u306a\u30ea\u30b5\u30fc\u30c1\u30e3\u30fc\u306e\u3088\u3046\u306a\u632f\u308b\u821e\u3044\u304cAI\u306b\u6c42\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3053\u3068\u304c\u3001\u6ce8\u76ee\u306e\u8981\u56e0\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

GPT-5\u306e\u6a5f\u80fd\u3084GPT-4\u3068\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3067\u8a73\u7d30\u306b\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

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>