{"id":7114,"date":"2025-10-03T08:30:09","date_gmt":"2025-10-02T23:30:09","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7114"},"modified":"2026-09-29T11:21:06","modified_gmt":"2026-09-29T02:21:06","slug":"auto-rag_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/auto-rag_glossary\/","title":{"rendered":"Auto-RAG\u5b8c\u5168\u30ac\u30a4\u30c9\uff1aRAG\u306e\u691c\u7d22\u30fb\u8a55\u4fa1\u30fb\u6700\u9069\u5316\u3092\u81ea\u52d5\u5316\u3059\u308b\u6b21\u4e16\u4ee3\u30a2\u30d7\u30ed\u30fc\u30c1"},"content":{"rendered":"\n

Auto-RAG\u3068\u306f\u4f55\u304b\u3092\u57fa\u790e\u304b\u3089\u89e3\u8aac\u3002\u81ea\u5f8b\u7684\u306a\u53cd\u5fa9\u691c\u7d22\u3001RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u81ea\u52d5\u6700\u9069\u5316\u3001AutoRAG-HP\u3084ALoFTRAG\u306a\u3069\u306e\u7814\u7a76\u3001Agentic RAG\u3068\u306e\u95a2\u4fc2\u3001\u4f01\u696d\u5c0e\u5165\u6642\u306e\u8ab2\u984c\u307e\u30672026\u5e74\u306e\u6700\u65b0\u52d5\u5411\u3092\u8e0f\u307e\u3048\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n

\u306f\u3058\u3081\u306b\uff1aRAG\u306f\u300c\u691c\u7d22\u3059\u308b\u3060\u3051\u300d\u304b\u3089\u300c\u81ea\u3089\u8003\u3048\u3066\u691c\u7d22\u3059\u308b\u300d\u6bb5\u968e\u3078<\/h2>\n

RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001LLM\u304c\u5916\u90e8\u306e\u6587\u66f8\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u56de\u7b54\u751f\u6210\u306b\u5229\u7528\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002LLM\u5358\u4f53\u3067\u306f\u6271\u3044\u306b\u304f\u3044\u6700\u65b0\u60c5\u5831\u3084\u4f01\u696d\u56fa\u6709\u306e\u77e5\u8b58\u3092\u88dc\u3048\u308b\u305f\u3081\u3001\u793e\u5185FAQ\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22\u3001\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u3001\u6587\u732e\u8abf\u67fb\u306a\u3069\u5e45\u5e83\u3044\u7528\u9014\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u4e00\u65b9\u3001\u5f93\u6765\u578bRAG\u306b\u306f\u300c\u691c\u7d22\u6761\u4ef6\u3092\u3069\u3046\u8a2d\u5b9a\u3059\u308b\u304b\u300d\u300c\u4f55\u4ef6\u53d6\u5f97\u3059\u308b\u304b\u300d\u300c\u691c\u7d22\u7d50\u679c\u304c\u4e0d\u5341\u5206\u306a\u5834\u5408\u306b\u3069\u3046\u3059\u308b\u304b\u300d\u3068\u3044\u3063\u305f\u8a2d\u8a08\u4e0a\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u305d\u3053\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304cAuto-RAG<\/strong>\u3067\u3059\u3002<\/p>\n

\u305f\u3060\u3057\u3001\u3053\u3053\u3067\u6ce8\u610f\u3057\u305f\u3044\u306e\u306f\u3001Auto-RAG\u304c\u5358\u4e00\u306e\u88fd\u54c1\u540d\u3084\u7d71\u4e00\u898f\u683c\u3067\u306f\u306a\u3044\u3053\u3068\u3067\u3059\u30022024\u5e74\u4ee5\u964d\u3001\u540c\u3058\u540d\u79f0\u307e\u305f\u306f\u8fd1\u3044\u540d\u79f0\u3067\u3001\u2460LLM\u304c\u53cd\u5fa9\u691c\u7d22\u3092\u81ea\u5f8b\u5236\u5fa1\u3059\u308b\u7814\u7a76\u3001\u2461RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u81ea\u52d5\u8a55\u4fa1\u30fb\u6700\u9069\u5316\u3059\u308bOSS\u3001\u2462\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u81ea\u52d5\u8abf\u6574\u3059\u308b\u7814\u7a76\u306a\u3069\u3001\u8907\u6570\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

<\/p>\n

Auto-RAG\u3068\u306f\uff1f<\/h2>\n

Auto-RAG\u3092\u5e83\u304f\u6349\u3048\u308b\u3068\u3001RAG\u306e\u691c\u7d22\u30fb\u8a55\u4fa1\u30fb\u69cb\u6210\u30fb\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u306a\u3069\u3092\u81ea\u52d5\u5316\u3057\u3001\u4eba\u624b\u306b\u3088\u308b\u8a66\u884c\u932f\u8aa4\u3092\u6e1b\u3089\u3059\u8003\u3048\u65b9<\/strong>\u3067\u3059\u3002<\/p>\n

\u4ee3\u8868\u7684\u306a\u306e\u304c\u3001Yu\u3089\u306b\u3088\u308b\u300cAuto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models\u300d\u3067\u3059\u3002\u3053\u306e\u65b9\u5f0f\u3067\u306f\u3001LLM\u3068Retriever\u304c\u8907\u6570\u30bf\u30fc\u30f3\u3067\u5bfe\u8a71\u3057\u3001\u8cea\u554f\u306b\u5fdc\u3058\u3066\u691c\u7d22\u3092\u8a08\u753b\u30fb\u53cd\u5fa9\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u5341\u5206\u306a\u5916\u90e8\u60c5\u5831\u304c\u96c6\u307e\u3063\u305f\u3068\u5224\u65ad\u3059\u308b\u3068\u691c\u7d22\u3092\u7d42\u4e86\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u300c\u5fc5\u305a1\u56de\u691c\u7d22\u3057\u3066\u56de\u7b54\u3059\u308b\u300d\u3068\u3044\u3046\u56fa\u5b9a\u7684\u306aRAG\u304b\u3089\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u691c\u7d22\u65b9\u6cd5\u305d\u306e\u3082\u306e\u3092\u5909\u3048\u308bRAG<\/strong>\u3078\u306e\u9032\u5316\u3067\u3059\u3002<\/p>\n

\u4e00\u65b9\u3001AutoRAG\u3068\u3044\u3046OSS\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u8907\u6570\u306eRAG\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8a55\u4fa1\u3057\u3001\u30c7\u30fc\u30bf\u3084\u7528\u9014\u306b\u9069\u3057\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u6210\u3092\u63a2\u7d22\u3067\u304d\u307e\u3059\u3002\u524d\u51e6\u7406\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u691c\u7d22\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n

\u3053\u306e\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3001Auto-RAG\u3092\u6b63\u3057\u304f\u6349\u3048\u308b\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

\u5f93\u6765\u578bRAG\u3068\u306e\u9055\u3044<\/h2>\n

\u4e00\u822c\u7684\u306aRAG\u306f\u3001<\/p>\n

\u8cea\u554f \u2192 Retriever \u2192 \u95a2\u9023\u6587\u66f8\u53d6\u5f97 \u2192 LLM \u2192 \u56de\u7b54<\/strong><\/p>\n

\u3068\u3044\u3046\u6d41\u308c\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u65b9\u5f0f\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u5b9f\u88c5\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u300c\u691c\u7d22\u7d50\u679c\u304c\u8db3\u308a\u306a\u304b\u3063\u305f\u300d\u300c\u8cea\u554f\u3092\u5206\u89e3\u3057\u305f\u307b\u3046\u304c\u3088\u304b\u3063\u305f\u300d\u3068\u3044\u3063\u305f\u72b6\u6cc1\u3067\u3082\u3001\u6c7a\u3081\u3089\u308c\u305f\u51e6\u7406\u3092\u305d\u306e\u307e\u307e\u5b9f\u884c\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

Auto-RAG\u3067\u306f\u3001<\/p>\n

\u8cea\u554f \u2192 \u691c\u7d22\u5224\u65ad \u2192 \u691c\u7d22 \u2192 \u7d50\u679c\u8a55\u4fa1 \u2192 \u5fc5\u8981\u306a\u3089\u518d\u691c\u7d22 \u2192 \u56de\u7b54<\/strong><\/p>\n

\u3068\u3044\u3046\u30eb\u30fc\u30d7\u3092\u5f62\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u300cA\u88fd\u54c1\u3068B\u88fd\u54c1\u306e\u4ed5\u69d8\u5909\u66f4\u5c65\u6b74\u3092\u6bd4\u8f03\u3057\u3066\u7406\u7531\u3092\u8aac\u660e\u3057\u3066\u300d\u3068\u3044\u3046\u8cea\u554f\u306a\u3089\u3001\u6700\u521d\u306e\u691c\u7d22\u3067\u5341\u5206\u306a\u60c5\u5831\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306b\u3001\u5225\u306e\u691c\u7d22\u8a9e\u3092\u751f\u6210\u3057\u305f\u308a\u3001\u8ffd\u52a0\u60c5\u5831\u3092\u53d6\u5f97\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u300c\u691c\u7d22\u305d\u306e\u3082\u306e\u3092\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u306e\u4e00\u90e8\u306b\u3059\u308b\u300d\u3068\u3044\u3046\u767a\u60f3\u304c\u3001Auto-RAG\u306e\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

Auto-RAG\u3092\u69cb\u6210\u3059\u308b\u4e3b\u8981\u6280\u8853<\/h2>\n

Auto-RAG\u306e\u5b9f\u88c5\u3067\u306f\u3001\u5358\u7d14\u306aRetriever\u3060\u3051\u3067\u306a\u304f\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/p>\n

1\uff0eQuery Planning<\/h3>\n

\u8cea\u554f\u3092\u305d\u306e\u307e\u307e\u691c\u7d22\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5206\u89e3\u3057\u3066\u691c\u7d22\u30af\u30a8\u30ea\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n

\u8907\u96d1\u306a\u8cea\u554f\u307b\u3069\u30011\u56de\u306e\u691c\u7d22\u3067\u3059\u3079\u3066\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u305f\u3081\u3001\u30b5\u30d6\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3059\u308b\u8a2d\u8a08\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n

2\uff0eRetriever<\/h3>\n

\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306a\u3069\u3092\u4f7f\u3063\u3066\u5019\u88dc\u6587\u66f8\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n

\u8fd1\u5e74\u306eRAG\u3067\u306f\u3001\u5358\u7d14\u306a\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3060\u3051\u3067\u306a\u304f\u3001\u691c\u7d22\u7d50\u679c\u306e\u878d\u5408\u3001\u518d\u30e9\u30f3\u30ad\u30f3\u30b0\u3001\u30b0\u30e9\u30d5\u30d9\u30fc\u30b9\u691c\u7d22\u306a\u3069\u9078\u629e\u80a2\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u30022026\u5e74\u306eRAG\u30b5\u30fc\u30d9\u30a4\u3067\u3082\u3001RAG\u306f\u5f93\u6765\u306eretrieve-then-generate\u578b\u304b\u3089\u3001\u53cd\u5fa9\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u30fbGraphRAG\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306a\u3069\u3078\u62e1\u5927\u3057\u3066\u3044\u308b\u3068\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

3\uff0eReranker<\/h3>\n

Retriever\u304c\u53d6\u5f97\u3057\u305f\u5019\u88dc\u3092\u3001\u8cea\u554f\u3068\u306e\u95a2\u9023\u6027\u306a\u3069\u306b\u57fa\u3065\u3044\u3066\u518d\u9806\u4f4d\u4ed8\u3051\u3057\u307e\u3059\u3002<\/p>\n

\u691c\u7d22\u4ef6\u6570\u3092\u5897\u3084\u305b\u3070\u5fc5\u305a\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4e0d\u8981\u306a\u6587\u66f8\u307e\u3067LLM\u3078\u6e21\u3059\u3068\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u30ce\u30a4\u30ba\u3084\u63a8\u8ad6\u30b3\u30b9\u30c8\u304c\u5897\u3048\u308b\u305f\u3081\u3001\u9069\u5207\u306a\u5019\u88dc\u3092\u7d5e\u308a\u8fbc\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n

4\uff0eContext Augmentation<\/h3>\n

\u53d6\u5f97\u3057\u305f\u6587\u66f8\u3060\u3051\u3067\u306a\u304f\u3001\u524d\u5f8c\u306e\u30c1\u30e3\u30f3\u30af\u3084\u95a2\u9023\u60c5\u5831\u3092\u8ffd\u52a0\u3057\u3066\u6587\u8108\u3092\u88dc\u3044\u307e\u3059\u3002<\/p>\n

\u4f01\u696d\u6587\u66f8\u3067\u306f\u3001\u8868\u306e\u8aac\u660e\u304c\u5225\u30da\u30fc\u30b8\u306b\u3042\u3063\u305f\u308a\u3001\u898f\u5b9a\u306e\u9069\u7528\u6761\u4ef6\u304c\u524d\u6bb5\u843d\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u305f\u308a\u3059\u308b\u305f\u3081\u3001\u5358\u7d14\u306a\u30c1\u30e3\u30f3\u30af\u5358\u4f4d\u691c\u7d22\u3067\u306f\u60c5\u5831\u304c\u6b20\u843d\u3059\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

5\uff0eRetrieval Controller<\/h3>\n

Auto-RAG\u3089\u3057\u3055\u304c\u6700\u3082\u73fe\u308c\u308b\u90e8\u5206\u3067\u3059\u3002<\/p>\n

LLM\u304c\u300c\u8ffd\u52a0\u691c\u7d22\u304c\u5fc5\u8981\u304b\u300d\u300c\u5225\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3092\u8a66\u3059\u3079\u304d\u304b\u300d\u300c\u73fe\u5728\u306e\u60c5\u5831\u3067\u56de\u7b54\u3067\u304d\u308b\u304b\u300d\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u306b\u3088\u308a\u3001\u8cea\u554f\u304c\u7c21\u5358\u306a\u30891\u56de\u3067\u7d42\u4e86\u3057\u3001\u8907\u96d1\u306a\u8cea\u554f\u306a\u3089\u8907\u6570\u56de\u691c\u7d22\u3059\u308b\u3068\u3044\u3046\u9069\u5fdc\u7684\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002Auto-RAG\u306e\u7814\u7a76\u3067\u306f\u3001\u8cea\u554f\u306e\u96e3\u6613\u5ea6\u3084\u53d6\u5f97\u60c5\u5831\u306e\u6709\u7528\u6027\u306b\u5fdc\u3058\u3066\u53cd\u5fa9\u56de\u6570\u3092\u81ea\u5f8b\u7684\u306b\u8abf\u6574\u3059\u308b\u4ed5\u7d44\u307f\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

ALoFTRAG\u3068\u30ed\u30fc\u30ab\u30eb\u9069\u5fdc<\/h2>\n

2025\u5e74\u306b\u306f\u3001RAG\u3092\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u3078\u9069\u5fdc\u3055\u305b\u308b\u7814\u7a76\u3082\u9032\u307f\u307e\u3057\u305f\u3002<\/p>\n

ALoFTRAG\u306f\u3001\u5408\u6210\u30c7\u30fc\u30bf\u3092\u751f\u6210\u30fb\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u3001LoRA\u306b\u3088\u308b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u7279\u5b9a\u30c9\u30e1\u30a4\u30f3\u306bRAG\u30e2\u30c7\u30eb\u3092\u9069\u5fdc\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002\u8ad6\u6587\u3067\u306f20\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30fb26\u8a00\u8a9e\u3092\u5bfe\u8c61\u306b\u3001\u5f15\u7528\u7cbe\u5ea6\u304c\u5e73\u57478.3\uff05\u3001\u56de\u7b54\u7cbe\u5ea6\u304c\u5e73\u57473.0\uff05\u6539\u5584\u3057\u305f\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u306f\u3001Auto-RAG\u3092\u300c\u691c\u7d22\u8a2d\u5b9a\u306e\u81ea\u52d5\u5316\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u751f\u6210\u30fb\u8a55\u4fa1\u30fb\u30e2\u30c7\u30eb\u9069\u5fdc\u307e\u3067\u542b\u3080RAG\u6700\u9069\u5316<\/strong>\u3078\u5e83\u3052\u308b\u8003\u3048\u65b9\u3068\u3057\u3066\u6ce8\u76ee\u3067\u304d\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

2026\u5e74\u306b\u91cd\u8981\u306b\u306a\u308bAgentic RAG\u3068\u306e\u95a2\u4fc2<\/h2>\n

\u73fe\u5728\u306eRAG\u7814\u7a76\u3067\u306f\u3001Auto-RAG\u3068Agentic RAG\u306e\u5883\u754c\u3082\u8fd1\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n

Agentic RAG\u3067\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u8cea\u554f\u3092\u5206\u89e3\u3057\u3001\u691c\u7d22\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3057\u3001\u7d50\u679c\u3092\u8a55\u4fa1\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u518d\u691c\u7d22\u3059\u308b\u3068\u3044\u3046\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n

2026\u5e74\u306eACL\u7cfb\u30b5\u30fc\u30d9\u30a4\u3067\u306f\u3001Agentic RAG\u306e\u8ab2\u984c\u3068\u3057\u3066\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5354\u8abf\u3001\u30e1\u30e2\u30ea\u7ba1\u7406\u3001\u52b9\u7387\u6027\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u5f93\u6765\u578bRAG\u4ee5\u4e0a\u306b\u300c\u691c\u7d22\u3092\u3069\u3046\u5b9f\u884c\u3057\u305f\u304b\u300d\u3068\u3044\u3046\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u8ecc\u8de1\u3092\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u70b9\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n

\u3064\u307e\u308a\u73fe\u5728\u306eRAG\u306f\u3001<\/p>\n

\u56fa\u5b9a\u578bRAG \u2192 \u81ea\u52d5\u6700\u9069\u5316RAG \u2192 \u81ea\u5f8b\u7684\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bRAG<\/strong><\/p>\n

\u3068\u3044\u3046\u65b9\u5411\u3078\u767a\u5c55\u3057\u3066\u3044\u308b\u3068\u6574\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

Auto-RAG\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9<\/h2>\n

Auto-RAG\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001RAG\u69cb\u7bc9\u306b\u304a\u3051\u308b\u8a66\u884c\u932f\u8aa4\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n

\u691c\u7d22\u6761\u4ef6\u3001top-k\u3001Embedding\u3001Reranker\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u691c\u7d22\u56de\u6570\u306a\u3069\u3092\u4eba\u9593\u304c\u3059\u3079\u3066\u624b\u4f5c\u696d\u3067\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308c\u3070\u3001\u958b\u767a\u30b5\u30a4\u30af\u30eb\u3092\u77ed\u7e2e\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u8cea\u554f\u306e\u96e3\u6613\u5ea6\u306b\u5fdc\u3058\u3066\u691c\u7d22\u91cf\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8abf\u6574\u3067\u304d\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u4e00\u65b9\u3067\u3001\u300c\u81ea\u52d5\u5316\u3059\u308c\u3070\u5fc5\u305a\u9ad8\u7cbe\u5ea6\u306b\u306a\u308b\u300d\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n

\u7279\u306b\u91cd\u8981\u306a\u306e\u304c\u8a55\u4fa1\u30c7\u30fc\u30bf<\/strong>\u3067\u3059\u3002AutoRAG\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3082\u3001\u6700\u9069\u5316\u306b\u306fQA\u30c7\u30fc\u30bf\u3068Corpus\u30c7\u30fc\u30bf\u304c\u91cd\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u304c\u4f4e\u3051\u308c\u3070\u3001\u81ea\u52d5\u6700\u9069\u5316\u3055\u308c\u305f\u69cb\u6210\u3082\u4fe1\u983c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n

\u3055\u3089\u306b\u3001\u53cd\u5fa9\u691c\u7d22\u3084Reranking\u3092\u5897\u3084\u305b\u3070\u3001API\u30b3\u30b9\u30c8\u3084\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u304c\u5897\u52a0\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4f01\u696d\u5229\u7528\u3067\u306f\u300c\u56de\u7b54\u7cbe\u5ea6\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u6b63\u7b54\u7387\u3001\u5f15\u7528\u7cbe\u5ea6\u3001\u691c\u7d22\u30b3\u30b9\u30c8\u3001\u5fdc\u7b54\u6642\u9593\u3001\u5931\u6557\u7387\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306a\u3069\u3092\u307e\u3068\u3081\u3066\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n\n\n

\u4f01\u696d\u3067\u6d3b\u7528\u3059\u308b\u306a\u3089\u300c\u81ea\u52d5\u5316\u3059\u308b\u7bc4\u56f2\u300d\u304c\u91cd\u8981<\/h2>\n\n\n\n

Auto-RAG\u3092\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u3078\u5c0e\u5165\u3059\u308b\u5834\u5408\u3001\u3044\u304d\u306a\u308a\u5b8c\u5168\u81ea\u5f8b\u578b\u306b\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u4f8b\u3048\u3070\u793e\u5185\u554f\u3044\u5408\u308f\u305bAI\u306a\u3089\u3001\u307e\u305a\u306f\u691c\u7d22\u5019\u88dc\u306e\u81ea\u52d5\u8a55\u4fa1\u304b\u3089\u59cb\u3081\u3001\u6b21\u306bReranker\u3084top-k\u306e\u6700\u9069\u5316\u3001\u3055\u3089\u306b\u5fc5\u8981\u306b\u5fdc\u3058\u305f\u518d\u691c\u7d22\u3078\u3068\u6bb5\u968e\u7684\u306b\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u7279\u306b\u91cd\u8981\u306a\u306e\u306f\u3001AI\u306b\u4f55\u3092\u81ea\u52d5\u5316\u3055\u305b\u3001\u4eba\u9593\u304c\u4f55\u3092\u7ba1\u7406\u3059\u308b\u304b\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n

\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u6a5f\u5bc6\u60c5\u5831\u3001\u56de\u7b54\u306e\u6839\u62e0\u3001\u30c7\u30fc\u30bf\u66f4\u65b0\u3001\u76e3\u67fb\u30ed\u30b0\u306a\u3069\u306f\u3001\u691c\u7d22\u7cbe\u5ea6\u3068\u306f\u5225\u306e\u89b3\u70b9\u3067\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081\uff1aAuto-RAG\u306e\u672c\u8cea\u306f\u300cRAG\u3092\u4f5c\u308b\u300d\u304b\u3089\u300cRAG\u3092\u6539\u5584\u3057\u7d9a\u3051\u308b\u300d\u3078<\/h2>\n\n\n\n

Auto-RAG\u306f\u5358\u4e00\u306e\u88fd\u54c1\u3092\u610f\u5473\u3059\u308b\u8a00\u8449\u3067\u306f\u306a\u304f\u3001RAG\u306e\u691c\u7d22\u30fb\u69cb\u6210\u30fb\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u30fb\u30e2\u30c7\u30eb\u9069\u5fdc\u306a\u3069\u3092\u81ea\u52d5\u5316\u3059\u308b\u7814\u7a76\u30fb\u6280\u8853\u7fa4\u3068\u3057\u3066\u6349\u3048\u308b\u3068\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u7279\u306b\u91cd\u8981\u306a\u306e\u306f\u3001LLM\u81ea\u8eab\u304c\u691c\u7d22\u306e\u5fc5\u8981\u6027\u3092\u5224\u65ad\u3059\u308b\u81ea\u5f8b\u7684\u306a\u53cd\u5fa9\u691c\u7d22\u3001AutoRAG-HP\u306b\u4ee3\u8868\u3055\u308c\u308b\u81ea\u52d5\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316\u3001ALoFTRAG\u306e\u3088\u3046\u306a\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\u3067\u3059\u3002\u3055\u3089\u306b2026\u5e74\u73fe\u5728\u306fAgentic RAG\u3068\u306e\u878d\u5408\u304c\u9032\u307f\u3001RAG\u306f\u5358\u306a\u308b\u300c\u691c\u7d22\uff0b\u751f\u6210\u300d\u304b\u3089\u3001\u8a08\u753b\u30fb\u691c\u7d22\u30fb\u8a55\u4fa1\u30fb\u518d\u691c\u7d22\u30fb\u751f\u6210\u3092\u52d5\u7684\u306b\u7d44\u307f\u7acb\u3066\u308b\u30b7\u30b9\u30c6\u30e0<\/strong>\u3078\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u4eca\u5f8c\u306eRAG\u958b\u767a\u3067\u91cd\u8981\u306b\u306a\u308b\u306e\u306f\u3001\u300c\u3069\u306eRetriever\u3092\u9078\u3076\u304b\u300d\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u81ea\u793e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u4f55\u3092\u8a55\u4fa1\u3057\u3001\u3069\u3053\u307e\u3067\u81ea\u52d5\u5316\u3057\u3001\u7cbe\u5ea6\u30fb\u30b3\u30b9\u30c8\u30fb\u901f\u5ea6\u30fb\u5b89\u5168\u6027\u3092\u3069\u3046\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308b\u304b\u3002\u305d\u306e\u904b\u7528\u8a2d\u8a08\u3053\u305d\u304c\u3001Auto-RAG\u3092\u5b9f\u7528\u6280\u8853\u3078\u5909\u3048\u308b\u9375\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"

Auto-RAG\u3068\u306f\u4f55\u304b\u3092\u57fa\u790e\u304b\u3089\u89e3\u8aac\u3002\u81ea\u5f8b\u7684\u306a\u53cd\u5fa9\u691c\u7d22\u3001RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u81ea\u52d5\u6700\u9069\u5316\u3001AutoRAG-HP\u3084ALoFTRAG\u306a\u3069\u306e\u7814\u7a76\u3001Agentic RAG\u3068\u306e\u95a2\u4fc2\u3001\u4f01\u696d\u5c0e\u5165\u6642\u306e\u8ab2\u984c\u307e\u30672026\u5e74\u306e\u6700\u65b0\u52d5\u5411\u3092\u8e0f\u307e\u3048 […]<\/p>\n","protected":false},"author":22,"featured_media":7108,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[1120,1121,1122],"class_list":["post-7114","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-autorag","tag-automl","tag-1122"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7114","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=7114"}],"version-history":[{"count":2,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7114\/revisions"}],"predecessor-version":[{"id":9794,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7114\/revisions\/9794"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/7108"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=7114"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=7114"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=7114"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}