{"id":732,"date":"2026-07-13T19:15:54","date_gmt":"2026-07-13T10:15:54","guid":{"rendered":"https:\/\/conceptminer.ai\/?p=732"},"modified":"2026-07-13T19:17:47","modified_gmt":"2026-07-13T10:17:47","slug":"rag%e3%81%af%e3%81%aa%e3%81%9c%e5%88%9d%e6%ad%a9%e7%9a%84%e3%81%aa%e3%81%be%e3%81%be%e6%99%ae%e5%8f%8a%e3%81%97%e3%81%9f%e3%81%ae%e3%81%8b","status":"publish","type":"post","link":"https:\/\/conceptminer.ai\/?p=732","title":{"rendered":"RAG\u306f\u306a\u305c\u521d\u6b69\u7684\u306a\u307e\u307e\u666e\u53ca\u3057\u305f\u306e\u304b"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u2015\u2015SOM\u306e\u6b74\u53f2\u304c\u793a\u3059\u300c\u6700\u521d\u306e\u6559\u79d1\u66f8\u300d\u306e\u7f60<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210AI\u3092\u793e\u5185\u6587\u66f8\u306b\u63a5\u7d9a\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u304c\u5e83\u304f\u77e5\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u306b\u8aac\u660e\u3055\u308c\u3066\u3044\u308bRAG\u306e\u4ed5\u7d44\u307f\u306f\u3001\u9a5a\u304f\u307b\u3069\u5358\u7d14\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6587\u66f8\u3092\u77ed\u3044\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3059\u308b<\/li>\n\n\n\n<li>\u5404\u30c1\u30e3\u30f3\u30af\u3092\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3082\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b<\/li>\n\n\n\n<li>\u8cea\u554f\u306b\u8fd1\u3044\u30c1\u30e3\u30f3\u30af\u3092\u4e0a\u4f4d\u304b\u3089\u53d6\u5f97\u3059\u308b<\/li>\n\n\n\n<li>\u53d6\u5f97\u3057\u305f\u30c1\u30e3\u30f3\u30af\u3092LLM\u306b\u6e21\u3057\u3066\u56de\u7b54\u3055\u305b\u308b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">LangChain\u306e\u516c\u5f0f\u5165\u9580\u3082\u3001\u6587\u66f8\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3001Retriever\u3092\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u306e\u57fa\u672c\u69cb\u6210\u3068\u3057\u3066\u8aac\u660e\u3057\u3066\u3044\u308b\u3002RAG\u7814\u7a76\u306e\u4ee3\u8868\u7684\u306a\u30b5\u30fc\u30d9\u30a4\u3067\u3082\u3001\u3053\u306e\u300c\u6587\u66f8\u3092\u30c1\u30e3\u30f3\u30af\u5316\u3057\u3001\u30d9\u30af\u30c8\u30ebDB\u306b\u4fdd\u5b58\u3057\u3001\u8cea\u554f\u3068\u306e\u985e\u4f3c\u5ea6\u3067\u4e0a\u4f4d\u306e\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b\u300d\u65b9\u5f0f\u306f\u3001\u660e\u78ba\u306b<strong>Naive RAG<\/strong>\u3068\u5206\u985e\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u554f\u984c\u306f\u3001\u3053\u306e\u65b9\u5f0f\u304c\u5165\u9580\u7528\u306e\u57fa\u672c\u30e2\u30c7\u30eb\u3068\u3057\u3066\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5165\u9580\u7528\u306e\u30e2\u30c7\u30eb\u304c\u3001\u3042\u305f\u304b\u3082RAG\u306e\u5b8c\u6210\u5f62\u3067\u3042\u308b\u304b\u306e\u3088\u3046\u306b\u53d7\u3051\u6b62\u3081\u3089\u308c\u3066\u3044\u308b\u3053\u3068<\/strong>\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8cea\u554f\u3068\u56de\u7b54\u6587\u3092\u76f4\u63a5\u6bd4\u8f03\u3059\u308b\u4e0d\u81ea\u7136\u3055<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3082\u305d\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3059\u308b\u8cea\u554f\u6587\u3068\u3001\u6587\u66f8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u56de\u7b54\u6587\u306f\u3001\u8a00\u8a9e\u7684\u306b\u7570\u306a\u308b\u5f62\u5f0f\u3092\u6301\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u5951\u7d04\u66f8\u306b\u6b21\u306e\u3088\u3046\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3068\u3059\u308b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u5951\u7d04\u671f\u9593\u6e80\u4e86\u65e5\u306e30\u65e5\u524d\u307e\u3067\u306b\u66f8\u9762\u306b\u3088\u308b\u901a\u77e5\u304c\u306a\u3044\u5834\u5408\u3001\u5951\u7d04\u306f\u81ea\u52d5\u7684\u306b\u66f4\u65b0\u3055\u308c\u308b\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u5229\u7528\u8005\u306f\u3053\u308c\u3092\u3001\u6b21\u306e\u3088\u3046\u306b\u8cea\u554f\u3059\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u81ea\u52d5\u66f4\u65b0\u3092\u6b62\u3081\u308b\u306b\u306f\u3001\u3044\u3064\u307e\u3067\u306b\u9023\u7d61\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8c\u3064\u306e\u6587\u7ae0\u306f\u540c\u3058\u5185\u5bb9\u306b\u95a2\u4fc2\u3057\u3066\u3044\u308b\u304c\u3001\u8868\u73fe\u3082\u69cb\u6587\u3082\u8a9e\u5f59\u3082\u9055\u3046\u3002\u7247\u65b9\u306f\u898f\u5247\u3092\u8a18\u8ff0\u3057\u305f\u6587\u7ae0\u3067\u3042\u308a\u3001\u3082\u3046\u7247\u65b9\u306f\u5229\u7528\u8005\u306e\u610f\u56f3\u3092\u8868\u3057\u305f\u8cea\u554f\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Naive RAG\u306f\u3001\u3053\u306e\u7570\u306a\u308b\u5f62\u5f0f\u306e\u6587\u7ae0\u3092\u76f4\u63a5\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3067\u6bd4\u8f03\u3057\u3001\u300c\u610f\u5473\u304c\u8fd1\u3044\u306f\u305a\u3060\u300d\u3068\u671f\u5f85\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3061\u308d\u3093\u3001\u9ad8\u6027\u80fd\u306a\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u3042\u308c\u3070\u4e00\u5b9a\u7a0b\u5ea6\u306f\u5bfe\u5fdc\u3067\u304d\u308b\u3002\u3057\u304b\u3057\u3001\u6587\u66f8\u304c\u5897\u3048\u3001\u4f3c\u305f\u8868\u73fe\u3092\u542b\u3080\u30c1\u30e3\u30f3\u30af\u304c\u5897\u3048\u308c\u3070\u3001\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u4e0a\u4f4d\u6570\u4ef6\u304b\u3089\u5916\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u3002RAG\u306e\u4ee3\u8868\u7684\u306a\u30b5\u30fc\u30d9\u30a4\u3067\u3082\u3001Naive RAG\u306b\u306f\u3001\u95a2\u9023\u3057\u306a\u3044\u30c1\u30e3\u30f3\u30af\u306e\u53d6\u5f97\u3001\u5fc5\u8981\u60c5\u5831\u306e\u53d6\u308a\u3053\u307c\u3057\u3001\u53d6\u5f97\u60c5\u5831\u306b\u6839\u62e0\u3092\u6301\u305f\u306a\u3044\u56de\u7b54\u306a\u3069\u306e\u554f\u984c\u304c\u3042\u308b\u3068\u6574\u7406\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3053\u3067\u73fe\u5834\u3067\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u5909\u3048\u308b<\/li>\n\n\n\n<li>\u30aa\u30fc\u30d0\u30fc\u30e9\u30c3\u30d7\u3092\u5897\u3084\u3059<\/li>\n\n\n\n<li>\u53d6\u5f97\u4ef6\u6570\u3092\u5897\u3084\u3059<\/li>\n\n\n\n<li>\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u4f75\u7528\u3059\u308b<\/li>\n\n\n\n<li>\u518d\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u52a0\u3048\u308b<\/li>\n\n\n\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8abf\u6574\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3044\u3063\u305f\u6539\u826f\u304c\u7e70\u308a\u8fd4\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u3053\u308c\u306f\u6839\u672c\u69cb\u9020\u3092\u5909\u3048\u305a\u306b\u3001\u691c\u7d22\u7cbe\u5ea6\u3092\u8abf\u6574\u3057\u3066\u3044\u308b\u3060\u3051\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6587\u66f8\u3067\u306f\u306a\u304f\u300c\u56de\u7b54\u53ef\u80fd\u306a\u8cea\u554f\u300d\u3092\u7d22\u5f15\u306b\u3059\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3088\u308a\u81ea\u7136\u306a\u306e\u306f\u3001\u5143\u6587\u66f8\u304b\u3089\u3042\u3089\u304b\u3058\u3081\u3001<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u3053\u306e\u6587\u7ae0\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u304b<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u3092\u751f\u6210\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u307b\u3069\u306e\u5951\u7d04\u6761\u9805\u304b\u3089\u306a\u3089\u3001\u6b21\u306e\u3088\u3046\u306a\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u3092\u4f5c\u308c\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5951\u7d04\u3092\u7d42\u4e86\u3059\u308b\u306b\u306f\u3001\u3044\u3064\u307e\u3067\u306b\u901a\u77e5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304b<\/li>\n\n\n\n<li>\u81ea\u52d5\u66f4\u65b0\u3092\u505c\u6b62\u3059\u308b\u65b9\u6cd5\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/li>\n\n\n\n<li>\u66f4\u65b0\u3092\u5e0c\u671b\u3057\u306a\u3044\u5834\u5408\u306e\u901a\u77e5\u671f\u9650\u306f\u4f55\u65e5\u524d\u3067\u3059\u304b<\/li>\n\n\n\n<li>\u9023\u7d61\u3057\u306a\u3051\u308c\u3070\u5951\u7d04\u306f\u81ea\u52d5\u7684\u306b\u66f4\u65b0\u3055\u308c\u307e\u3059\u304b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306f\u3001\u5143\u306e\u5951\u7d04\u6761\u6587\u3088\u308a\u3082\u3001\u3053\u308c\u3089\u306e\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u306b\u8fd1\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u305f\u304c\u3063\u3066\u3001\u691c\u7d22\u69cb\u9020\u306f\u6b21\u306e\u3088\u3046\u306b\u5909\u3048\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4e00\u822c\u7684\u306aRAG\n\n\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n      \u2193\n\u6587\u66f8\u30c1\u30e3\u30f3\u30af\u3068\u306e\u76f4\u63a5\u6bd4\u8f03\n      \u2193\n\u5143\u30c6\u30ad\u30b9\u30c8<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u65b9\u5f0f\n\n\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\n      \u2193\n\u751f\u6210\u6e08\u307f\u306e\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u3068\u6bd4\u8f03\n      \u2193\n\u5bfe\u5fdc\u3059\u308bWiki\u30da\u30fc\u30b8\u3092\u7279\u5b9a\n      \u2193\n\u5143\u30c6\u30ad\u30b9\u30c8\n      \u2193\n\u6839\u62e0\u306b\u57fa\u3065\u304f\u56de\u7b54<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u8981\u306a\u306e\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u3092\u6700\u7d42\u56de\u7b54\u306e\u6839\u62e0\u306b\u3057\u306a\u3044\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u3042\u304f\u307e\u3067\u9069\u5207\u306a\u5143\u30c6\u30ad\u30b9\u30c8\u3078\u5230\u9054\u3059\u308b\u305f\u3081\u306e\u30eb\u30fc\u30bf\u30fc\u3067\u3042\u308b\u3002\u6700\u7d42\u7684\u306a\u56de\u7b54\u306f\u5143\u6587\u66f8\u3092\u53c2\u7167\u3057\u3066\u751f\u6210\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u65b9\u6cd5\u306a\u3089\u3001Wiki\u30da\u30fc\u30b8\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u6587\u7ae0\u306e\u7d30\u90e8\u304c\u8981\u7d04\u304b\u3089\u6f0f\u308c\u305f\u3068\u3057\u3066\u3082\u3001\u6700\u7d42\u56de\u7b54\u3067\u306f\u539f\u6587\u3078\u623b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8cea\u554f\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u306f\u7a81\u98db\u306a\u767a\u60f3\u3067\u306f\u306a\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u66f8\u304b\u3089\u5408\u6210\u8cea\u554f\u3092\u751f\u6210\u3057\u3001\u691c\u7d22\u306b\u5229\u7528\u3059\u308b\u65b9\u6cd5\u306f\u3001\u7814\u7a76\u4e0a\u3059\u3067\u306b\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2024\u5e74\u306b\u767a\u8868\u3055\u308c\u305f\u4f01\u696dRAG\u5411\u3051\u7814\u7a76\u3067\u306f\u3001\u6587\u66f8\u30c1\u30e3\u30f3\u30af\u3092\u539f\u5b50\u7684\u306a\u8a18\u8ff0\u306b\u5206\u89e3\u3057\u3001\u305d\u3053\u304b\u3089\u5408\u6210\u8cea\u554f\u3092\u751f\u6210\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u8cea\u554f\u3068\u5408\u6210\u8cea\u554f\u3092\u7167\u5408\u3059\u308b\u65b9\u6cd5\u304c\u691c\u8a3c\u3055\u308c\u305f\u3002\u5b9f\u9a13\u3067\u306f\u3001\u5143\u306e\u30c1\u30e3\u30f3\u30af\u3092\u76f4\u63a5\u691c\u7d22\u3059\u308b\u3088\u308a\u3082\u3001\u751f\u6210\u3055\u308c\u305f\u8cea\u554f\u3092\u4f7f\u3063\u305f\u691c\u7d22\u306e\u65b9\u304c\u9ad8\u3044\u518d\u73fe\u7387\u3092\u793a\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2025\u5e74\u306b\u3082\u3001\u6587\u66f8\u30c1\u30e3\u30f3\u30af\u304b\u3089\u300c\u305d\u306e\u6587\u66f8\u304c\u56de\u7b54\u53ef\u80fd\u306a\u8cea\u554f\u300d\u3092\u751f\u6210\u3057\u3001\u8cea\u554f\u3068\u8cea\u554f\u306e\u57cb\u3081\u8fbc\u307f\u985e\u4f3c\u5ea6\u306b\u3088\u3063\u3066\u6587\u66f8\u3092\u53d6\u5f97\u3059\u308b\u65b9\u5f0f\u304c\u63d0\u6848\u3055\u308c\u3001\u8907\u6570\u306e\u8cea\u554f\u5fdc\u7b54\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u4e0a\u56de\u3063\u305f\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u305d\u306e\u3082\u306e\u304c\u9593\u9055\u3063\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f55\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u4f55\u3068\u4f55\u3092\u6bd4\u8f03\u3059\u308b\u306e\u304b\u3068\u3044\u3046\u8a2d\u8a08\u304c\u7c97\u3044\u306e\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5143\u30c6\u30ad\u30b9\u30c8\u306e\u30c1\u30e3\u30f3\u30af\u3092\u7121\u6761\u4ef6\u306b\u691c\u7d22\u5bfe\u8c61\u3068\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5143\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u56de\u7b54\u53ef\u80fd\u306a\u8cea\u554f\u7a7a\u9593\u3092\u69cb\u7bc9\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u305d\u3053\u3078\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3059\u308b\u65b9\u304c\u5408\u7406\u7684\u306a\u5834\u5408\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">SOM\u3067\u3082\u540c\u3058\u3053\u3068\u304c\u8d77\u304d\u3066\u3044\u305f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u72b6\u6cc1\u306f\u3001\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\u3001\u3059\u306a\u308f\u3061SOM\u306e\u6b74\u53f2\u3068\u3088\u304f\u4f3c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u304f\u306e\u6559\u79d1\u66f8\u3067SOM\u306f\u3001\u30c7\u30fc\u30bf\u30921\u4ef6\u305a\u3064\u63d0\u793a\u3057\u3001\u52dd\u8005\u30ce\u30fc\u30c9\u3068\u305d\u306e\u8fd1\u508d\u3092\u5c11\u3057\u305a\u3064\u66f4\u65b0\u3059\u308b\u9010\u6b21\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3057\u3066\u8aac\u660e\u3055\u308c\u3066\u304d\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8aac\u660e\u306f\u3001SOM\u306e\u539f\u7406\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u5206\u304b\u308a\u3084\u3059\u3044\u3002\u3057\u304b\u3057\u3001\u9010\u6b21\u5b66\u7fd2\u3067\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u306e\u63d0\u793a\u9806\u5e8f<\/li>\n\n\n\n<li>\u521d\u671f\u5024<\/li>\n\n\n\n<li>\u5b66\u7fd2\u7387<\/li>\n\n\n\n<li>\u5b66\u7fd2\u56de\u6570<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u3069\u306b\u3088\u3063\u3066\u7d50\u679c\u304c\u5909\u5316\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u30c7\u30fc\u30bf\u5168\u4f53\u3092\u307e\u3068\u3081\u3066\u7528\u3044\u308b\u30d0\u30c3\u30c1SOM\u3067\u306f\u3001\u5b66\u7fd2\u7387\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u6761\u4ef6\u3092\u56fa\u5b9a\u3059\u308c\u3070\u5b89\u5b9a\u3057\u305f\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3084\u3059\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SOM\u306e\u8003\u6848\u8005\u3067\u3042\u308bTeuvo Kohonen\u81ea\u8eab\u3082\u30012013\u5e74\u306e\u8ad6\u6587\u3067\u3001\u5b9f\u7528\u4e0a\u306f\u30d0\u30c3\u30c1\u5b66\u7fd2\u7248\u3060\u3051\u3092\u63a8\u5968\u3059\u308b\u3068\u8ff0\u3079\u3001\u9010\u6b21\u5b66\u7fd2\u3088\u308a\u53ce\u675f\u304c\u901f\u304f\u5b89\u5168\u3067\u3042\u308b\u3068\u8aac\u660e\u3057\u3066\u3044\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Viscovery SOMine\u3082\u9577\u5e74\u306b\u308f\u305f\u308a\u30d0\u30c3\u30c1SOM\u3092\u4e2d\u6838\u306b\u63a1\u7528\u3057\u3001\u73fe\u5728\u306e\u88fd\u54c1\u8cc7\u6599\u3067\u3082\u3001\u9ad8\u6027\u80fd\u306a\u30d0\u30c3\u30c1SOM\u3001\u516d\u89d2\u5f62\u683c\u5b50\u4e0a\u306e\u4e8c\u6b21\u5143\u8868\u793a\u3001\u5909\u6570\u306e\u91cd\u307f\u4ed8\u3051\u3001\u6b20\u640d\u5024\u51e6\u7406\u306a\u3069\u3092\u57fa\u672c\u6a5f\u80fd\u3068\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u4e00\u822c\u306b\u300cSOM\u300d\u3068\u805e\u3044\u3066\u601d\u3044\u6d6e\u304b\u3079\u3089\u308c\u308b\u306e\u306f\u3001\u4eca\u3067\u3082\u6559\u79d1\u66f8\u306b\u8f09\u3063\u3066\u3044\u308b\u9010\u6b21\u5b66\u7fd2\u578b\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u306b\u306f\u3001\u6280\u8853\u666e\u53ca\u306e\u5178\u578b\u7684\u306a\u554f\u984c\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6700\u521d\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3055\u308c\u305f\u65b9\u5f0f\u304c\u3001\u305d\u306e\u6280\u8853\u306e\u6a19\u6e96\u5f62\u3068\u3057\u3066\u56fa\u5b9a\u3055\u308c\u308b\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u5f8c\u306b\u512a\u308c\u305f\u65b9\u6cd5\u304c\u767b\u5834\u3057\u3066\u3082\u3001\u305d\u308c\u304c\u6559\u79d1\u66f8\u3001\u8b1b\u5ea7\u3001\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3001\u4e00\u822c\u5411\u3051\u8a18\u4e8b\u306b\u53cd\u6620\u3055\u308c\u308b\u307e\u3067\u306b\u306f\u9577\u3044\u6642\u9593\u304c\u304b\u304b\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u521d\u6b69\u7684\u306a\u65b9\u5f0f\u307b\u3069\u666e\u53ca\u3057\u3084\u3059\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Naive RAG\u304c\u666e\u53ca\u3057\u305f\u7406\u7531\u306f\u3001\u305d\u306e\u65b9\u6cd5\u304c\u6700\u3082\u512a\u308c\u3066\u3044\u305f\u304b\u3089\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8aac\u660e\u3057\u3084\u3059\u304f\u3001\u30c7\u30e2\u3092\u4f5c\u308a\u3084\u3059\u304b\u3063\u305f\u304b\u3089\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cPDF\u3092\u5206\u5272\u3057\u3001\u30d9\u30af\u30c8\u30ebDB\u306b\u5165\u308c\u3001\u8cea\u554f\u306b\u8fd1\u3044\u90e8\u5206\u3092LLM\u306b\u6e21\u3059\u300d\u3068\u8a00\u3048\u3070\u3001\u591a\u304f\u306e\u4eba\u304c\u7406\u89e3\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u3053\u306e\u69cb\u9020\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57cb\u3081\u8fbc\u307fAPI<\/li>\n\n\n\n<li>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/li>\n\n\n\n<li>RAG\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u691c\u7d22\u30b5\u30fc\u30d3\u30b9<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u5546\u54c1\u306b\u3082\u7d50\u3073\u3064\u3051\u3084\u3059\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u521d\u6b69\u7684\u306a\u8aac\u660e\u306f\u3001\u6280\u8853\u8005\u306b\u3068\u3063\u3066\u5b9f\u88c5\u3057\u3084\u3059\u304f\u3001\u8ca9\u58f2\u4f1a\u793e\u306b\u3068\u3063\u3066\u58f2\u308a\u3084\u3059\u304f\u3001\u767a\u6ce8\u8005\u306b\u3068\u3063\u3066\u793e\u5185\u8aac\u660e\u3057\u3084\u3059\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u7d50\u679c\u3001\u300c\u307e\u305a\u52d5\u304b\u3059\u300d\u305f\u3081\u306e\u65b9\u5f0f\u304c\u3001\u300c\u672c\u756a\u3067\u3082\u4f7f\u3046\u3079\u304d\u6a19\u6e96\u65b9\u5f0f\u300d\u3078\u3068\u6607\u683c\u3057\u3066\u3057\u307e\u3063\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SOM\u3067\u3082\u3001\u9010\u6b21\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3089\u3057\u304f\u8aac\u660e\u3057\u3084\u3059\u304b\u3063\u305f\u3002\u5165\u529b\u3092\u4e0e\u3048\u3001\u52dd\u8005\u3092\u6c7a\u3081\u3001\u8fd1\u508d\u3092\u66f4\u65b0\u3059\u308b\u3068\u3044\u3046\u7269\u8a9e\u306f\u76f4\u611f\u7684\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u8aac\u660e\u3057\u3084\u3059\u3044\u3053\u3068\u3068\u3001\u5b9f\u52d9\u4e0a\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u540c\u3058\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8abf\u6574\u4f5c\u696d\u304c\u9ad8\u5ea6\u306a\u6280\u8853\u306b\u898b\u3048\u3066\u3057\u307e\u3046<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Naive RAG\u3092\u63a1\u7528\u3059\u308b\u3068\u3001\u56de\u7b54\u3067\u304d\u306a\u3044\u8cea\u554f\u304c\u73fe\u308c\u308b\u305f\u3073\u306b\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c1\u30e3\u30f3\u30af\u3092\u3069\u3046\u5207\u308b\u304b<\/li>\n\n\n\n<li>\u4e0a\u4f4d\u4f55\u4ef6\u3092\u53d6\u5f97\u3059\u308b\u304b<\/li>\n\n\n\n<li>\u985e\u4f3c\u5ea6\u306e\u95be\u5024\u3092\u3069\u3046\u3059\u308b\u304b<\/li>\n\n\n\n<li>\u518d\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u3069\u3046\u3059\u308b\u304b<\/li>\n\n\n\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3069\u3046\u66f8\u304f\u304b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3044\u3046\u8abf\u6574\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8abf\u6574\u304c\u8907\u96d1\u3067\u3042\u308b\u305f\u3081\u3001RAG\u306f\u9ad8\u5ea6\u306a\u6280\u8853\u306b\u898b\u3048\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u5225\u306e\u898b\u65b9\u3092\u3059\u308c\u3070\u3001<strong>\u521d\u6b69\u7684\u306a\u8a2d\u8a08\u3092\u63a1\u7528\u3057\u305f\u7d50\u679c\u3068\u3057\u3066\u3001\u5927\u91cf\u306e\u8abf\u6574\u304c\u5fc5\u8981\u306b\u306a\u3063\u3066\u3044\u308b<\/strong>\u3068\u3082\u8a00\u3048\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cea\u554f\u6587\u3068\u56de\u7b54\u6587\u3092\u76f4\u63a5\u30de\u30c3\u30c1\u30f3\u30b0\u3059\u308b\u3068\u3044\u3046\u7121\u7406\u3092\u3001\u5f8c\u6bb5\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3067\u88dc\u3063\u3066\u3044\u308b\u304b\u3089\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306f\u3001\u9010\u6b21SOM\u306e\u5b66\u7fd2\u7387\u3084\u5b66\u7fd2\u9806\u5e8f\u3092\u4f55\u5ea6\u3082\u8abf\u6574\u3057\u306a\u304c\u3089\u3001\u300cSOM\u306f\u7d50\u679c\u304c\u5b89\u5b9a\u3057\u306a\u3044\u300d\u3068\u7d50\u8ad6\u3065\u3051\u308b\u3053\u3068\u306b\u4f3c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d0\u30c3\u30c1SOM\u3092\u4f7f\u3048\u3070\u554f\u984c\u8a2d\u5b9a\u305d\u306e\u3082\u306e\u304c\u7c21\u5358\u306b\u306a\u308b\u3088\u3046\u306b\u3001RAG\u3067\u3082\u691c\u7d22\u5bfe\u8c61\u3092\u518d\u8a2d\u8a08\u3059\u308c\u3070\u3001\u591a\u304f\u306e\u8abf\u6574\u3092\u4e0d\u8981\u306b\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM Wiki\u306f\u77e5\u8b58\u306e\u4fdd\u5b58\u5eab\u3067\u306f\u306a\u304f\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u5c64\u3067\u3042\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u66f8\u304b\u3089Wiki\u30da\u30fc\u30b8\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u3068\u3001\u5143\u6587\u66f8\u3092\u8981\u7d04\u3057\u3066\u5225\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u4f5c\u308b\u3082\u306e\u3060\u3068\u8aa4\u89e3\u3055\u308c\u3084\u3059\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u3053\u3053\u3067\u3044\u3046LLM Wiki\u306e\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u306f\u3001\u8981\u7d04\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404Wiki\u30da\u30fc\u30b8\u306b\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30da\u30fc\u30b8\u306e\u5bfe\u8c61<\/li>\n\n\n\n<li>\u5143\u30c6\u30ad\u30b9\u30c8\u3078\u306e\u53c2\u7167<\/li>\n\n\n\n<li>\u305d\u306e\u5143\u30c6\u30ad\u30b9\u30c8\u304c\u7b54\u3048\u3089\u308c\u308b\u8cea\u554f\u30d1\u30bf\u30fc\u30f3<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3092\u6301\u305f\u305b\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Wiki\u30da\u30fc\u30b8\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u9069\u5207\u306a\u5143\u30c6\u30ad\u30b9\u30c8\u3078\u5c0e\u304f<strong>\u610f\u5473\u7684\u306a\u30eb\u30fc\u30bf\u30fc<\/strong>\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u66f8\u3054\u3068\u306b\u72ec\u7acb\u3057\u305fLLM Wiki\u3092\u4f5c\u308c\u3070\u3001\u3055\u3089\u306b\u554f\u984c\u306f\u5358\u7d14\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u66f8\u5358\u4f4d\u3067\u66f4\u65b0\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u6587\u66f8\u5358\u4f4d\u3067\u30c6\u30b9\u30c8\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u6587\u66f8\u5358\u4f4d\u3067\u7121\u52b9\u5316\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u6587\u66f8\u5358\u4f4d\u3067\u6a29\u9650\u3092\u8a2d\u5b9a\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u95b2\u89a7\u53ef\u80fd\u306aWiki\u3060\u3051\u3092\u4eee\u60f3\u7684\u306b\u7d71\u5408\u3067\u304d\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5168\u793e\u6587\u66f8\u3092\u4e00\u3064\u306e\u5de8\u5927\u306a\u30d9\u30af\u30c8\u30ebDB\u3078\u6295\u5165\u3057\u3001\u691c\u7d22\u5f8c\u306bLLM\u3078\u6a29\u9650\u5224\u65ad\u307e\u3067\u3055\u305b\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a8d\u8a3c\u3055\u308c\u305f\u5229\u7528\u8005\u304c\u95b2\u89a7\u3067\u304d\u308bWiki\u96c6\u5408\u3092\u5148\u306b\u78ba\u5b9a\u3057\u3001\u305d\u306e\u7bc4\u56f2\u5185\u3060\u3051\u3067\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u7d22\u3059\u308c\u3070\u3088\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u5426\u5b9a\u3057\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u4e3b\u5f35\u3057\u305f\u3044\u306e\u306f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u5ec3\u6b62\u3059\u3079\u304d\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u3068\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u306e\u7167\u5408\u306b\u3082\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306f\u5229\u7528\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9055\u3044\u306f\u3001\u6b21\u306e\u4e00\u70b9\u306b\u3042\u308b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u751f\u6587\u66f8\u3092\u305d\u306e\u307e\u307e\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u691c\u7d22\u3059\u308b\u306e\u304b\u3002<br>\u305d\u308c\u3068\u3082\u3001\u6587\u66f8\u304c\u56de\u7b54\u53ef\u80fd\u306a\u8cea\u554f\u3092\u751f\u6210\u3057\u3001\u305d\u306e\u8cea\u554f\u7a7a\u9593\u3092\u691c\u7d22\u3059\u308b\u306e\u304b\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306f\u9053\u5177\u3067\u3042\u308a\u3001\u77e5\u8b58\u8a2d\u8a08\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3053\u308d\u304c\u3001\u30d9\u30af\u30c8\u30ebDB\u3092\u5c0e\u5165\u3057\u305f\u3053\u3068\u304c\u3001\u77e5\u8b58\u57fa\u76e4\u3092\u69cb\u7bc9\u3057\u305f\u3053\u3068\u3068\u540c\u4e00\u8996\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u306b\u73fe\u5728\u306eRAG\u30d6\u30fc\u30e0\u306e\u5927\u304d\u306a\u6df7\u4e71\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u8853\u306e\u9032\u6b69\u3092\u59a8\u3052\u308b\u306e\u306f\u3001\u7121\u77e5\u3060\u3051\u3067\u306f\u306a\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u554f\u984c\u3092\u3001\u5358\u7d14\u306b\u300c\u4e16\u9593\u306e\u6280\u8853\u8005\u306e\u30ec\u30d9\u30eb\u304c\u4f4e\u3044\u300d\u3068\u7247\u3065\u3051\u308b\u3079\u304d\u3067\u306f\u306a\u3044\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3088\u308a\u6839\u6df1\u3044\u306e\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u69cb\u9020\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u521d\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304c\u8a8d\u8b58\u306e\u67a0\u7d44\u307f\u3092\u4f5c\u308b<\/li>\n\n\n\n<li>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u305d\u306e\u67a0\u7d44\u307f\u3092\u30b3\u30fc\u30c9\u3068\u3057\u3066\u56fa\u5b9a\u3059\u308b<\/li>\n\n\n\n<li>\u30d9\u30f3\u30c0\u30fc\u304c\u305d\u306e\u69cb\u6210\u306b\u6cbf\u3063\u3066\u88fd\u54c1\u3092\u8ca9\u58f2\u3059\u308b<\/li>\n\n\n\n<li>\u767a\u6ce8\u8005\u304c\u4e00\u822c\u7684\u306a\u65b9\u5f0f\u3092\u9078\u3076<\/li>\n\n\n\n<li>\u6559\u80b2\u6a5f\u95a2\u304c\u5e02\u5834\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u65b9\u5f0f\u3092\u6559\u3048\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u5faa\u74b0\u304c\u5f62\u6210\u3055\u308c\u308b\u3068\u3001\u3088\u308a\u5408\u7406\u7684\u306a\u65b9\u6cd5\u304c\u5b58\u5728\u3057\u3066\u3044\u3066\u3082\u3001\u6a19\u6e96\u65b9\u5f0f\u306f\u7c21\u5358\u306b\u306f\u5909\u308f\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d0\u30c3\u30c1SOM\u304c\u9577\u5e74\u4e00\u822c\u5316\u3057\u306a\u304b\u3063\u305f\u3053\u3068\u3082\u3001\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u578b\u306e\u691c\u7d22\u304cRAG\u306e\u6a19\u6e96\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u3082\u3001\u540c\u3058\u69cb\u9020\u306e\u4e2d\u3067\u7406\u89e3\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5fc5\u8981\u306a\u306e\u306f\u3001\u691c\u7d22\u6280\u8853\u3067\u306f\u306a\u304f\u77e5\u8b58\u8a2d\u8a08\u3067\u3042\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u304c\u672c\u5f53\u306b\u5fc5\u8981\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u6587\u66f8\u306b\u4f3c\u305f\u30c1\u30e3\u30f3\u30af\u3092\u63a2\u3059\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fc5\u8981\u306a\u306e\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3053\u306e\u6587\u66f8\u306f\u4f55\u306b\u3064\u3044\u3066\u7b54\u3048\u3089\u308c\u308b\u306e\u304b<\/li>\n\n\n\n<li>\u3069\u306e\u8cea\u554f\u3092\u3069\u306e\u77e5\u8b58\u9818\u57df\u3078\u9001\u308b\u306e\u304b<\/li>\n\n\n\n<li>\u3069\u306e\u5143\u30c6\u30ad\u30b9\u30c8\u3092\u6839\u62e0\u3068\u3059\u308b\u306e\u304b<\/li>\n\n\n\n<li>\u3069\u306e\u5229\u7528\u8005\u304c\u3069\u306e\u6587\u66f8\u3092\u95b2\u89a7\u3067\u304d\u308b\u306e\u304b<\/li>\n\n\n\n<li>\u6587\u66f8\u304c\u66f4\u65b0\u3055\u308c\u305f\u3068\u304d\u3001\u4f55\u3092\u518d\u751f\u6210\u3059\u308b\u306e\u304b<\/li>\n\n\n\n<li>\u56de\u7b54\u3067\u304d\u306a\u304b\u3063\u305f\u8cea\u554f\u3092\u3069\u3046\u77e5\u8b58\u3078\u8ffd\u52a0\u3059\u308b\u306e\u304b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3092\u7ba1\u7406\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001RAG\u306e\u672c\u8cea\u7684\u306a\u8ab2\u984c\u306f\u3001\u30d9\u30af\u30c8\u30ebDB\u306e\u6027\u80fd\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4eba\u9593\u5411\u3051\u306b\u66f8\u304b\u308c\u305f\u6587\u66f8\u3092\u3001AI\u304c\u8cea\u554f\u306b\u7b54\u3048\u3089\u308c\u308b\u69cb\u9020\u3078\u3069\u3046\u5909\u63db\u3059\u308b\u304b\u3068\u3044\u3046\u77e5\u8b58\u8a2d\u8a08\u306e\u554f\u984c<\/strong>\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u300c\u6559\u79d1\u66f8\u306b\u8f09\u3063\u3066\u3044\u308b\u57fa\u672c\u5f62\u300d\u3092\u7591\u3046<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u3057\u3044\u6280\u8853\u304c\u767b\u5834\u3059\u308b\u3068\u3001\u6700\u521d\u306b\u5e83\u307e\u3063\u305f\u5358\u7d14\u306a\u8aac\u660e\u304c\u9577\u304f\u6b8b\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SOM\u3067\u306f\u3001\u9010\u6b21\u5b66\u7fd2\u578b\u304cSOM\u305d\u306e\u3082\u306e\u3060\u3068\u601d\u308f\u308c\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u3067\u306f\u3001\u6587\u66f8\u30c1\u30e3\u30f3\u30af\u3068\u8cea\u554f\u3092\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3059\u308b\u65b9\u5f0f\u304cRAG\u305d\u306e\u3082\u306e\u3060\u3068\u601d\u308f\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u57fa\u672c\u539f\u7406\u306f\u51fa\u767a\u70b9\u3067\u3042\u3063\u3066\u3001\u5b8c\u6210\u5f62\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SOM\u304c\u5b9f\u52d9\u306e\u4e2d\u3067\u30d0\u30c3\u30c1\u5b66\u7fd2\u3001\u5909\u6570\u91cd\u307f\u3001\u6b20\u640d\u5024\u51e6\u7406\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u5b89\u5b9a\u3057\u305f\u4e8c\u6b21\u5143\u8868\u793a\u3078\u767a\u5c55\u3057\u305f\u3088\u3046\u306b\u3001RAG\u3082\u307e\u305f\u3001\u751f\u6587\u66f8\u691c\u7d22\u304b\u3089\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8cea\u554f\u30d1\u30bf\u30fc\u30f3\u751f\u6210<\/li>\n\n\n\n<li>\u77e5\u8b58\u9818\u57df\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0<\/li>\n\n\n\n<li>\u6587\u66f8\u5358\u4f4d\u306eWiki<\/li>\n\n\n\n<li>\u6a29\u9650\u4ed8\u304d\u4eee\u60f3\u7d71\u5408<\/li>\n\n\n\n<li>\u5143\u30c6\u30ad\u30b9\u30c8\u3078\u306e\u518d\u53c2\u7167<\/li>\n\n\n\n<li>\u7d99\u7d9a\u7684\u306a\u8cea\u554f\u8ffd\u52a0\u3068\u56de\u5e30\u30c6\u30b9\u30c8<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3078\u9032\u3080\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7686\u304c\u4fe1\u3058\u3066\u3044\u308b\u65b9\u5f0f\u304c\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u305d\u308c\u304c\u6700\u3082\u5408\u7406\u7684\u306a\u65b9\u5f0f\u3067\u3042\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u8853\u306e\u672c\u5f53\u306e\u9032\u6b69\u306f\u3001\u65e2\u5b58\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u7d30\u304b\u304f\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001<strong>\u8ab0\u3082\u7591\u308f\u306a\u304f\u306a\u3063\u305f\u524d\u63d0\u3092\u3001\u3082\u3046\u4e00\u5ea6\u7591\u3046\u3053\u3068\u304b\u3089\u59cb\u307e\u308b\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u2015\u2015SOM\u306e\u6b74\u53f2\u304c\u793a\u3059\u300c\u6700\u521d\u306e\u6559\u79d1\u66f8\u300d\u306e\u7f60 \u751f\u6210AI\u3092\u793e\u5185\u6587\u66f8\u306b\u63a5\u7d9a\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u304c\u5e83\u304f\u77e5\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002 \u4e00\u822c\u306b\u8aac\u660e\u3055\u308c\u3066\u3044\u308bRAG\u306e\u4ed5\u7d44\u307f\u306f\u3001\u9a5a\u304f\u307b\u3069\u5358\u7d14\u3067\u3042\u308b\u3002 LangChain\u306e\u516c\u5f0f\u5165\u9580\u3082\u3001\u6587\u66f8\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3001Retriever\u3092\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u306e\u57fa\u672c\u69cb\u6210\u3068\u3057\u3066\u8aac\u660e\u3057\u3066\u3044\u308b\u3002RAG\u7814\u7a76\u306e\u4ee3\u8868\u7684\u306a\u30b5\u30fc\u30d9\u30a4\u3067\u3082\u3001\u3053\u306e\u300c\u6587\u66f8\u3092\u30c1\u30e3\u30f3\u30af\u5316\u3057\u3001\u30d9\u30af\u30c8\u30ebDB\u306b\u4fdd\u5b58\u3057\u3001\u8cea\u554f\u3068\u306e\u985e\u4f3c\u5ea6\u3067\u4e0a\u4f4d\u306e\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b\u300d\u65b9\u5f0f\u306f\u3001\u660e\u78ba\u306bNaive RAG\u3068\u5206\u985e\u3055\u308c\u3066\u3044\u308b\u3002 \u554f\u984c\u306f\u3001\u3053\u306e\u65b9\u5f0f\u304c\u5165\u9580\u7528\u306e\u57fa\u672c\u30e2\u30c7\u30eb\u3068\u3057\u3066\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002 \u5165\u9580\u7528\u306e\u30e2\u30c7\u30eb\u304c\u3001\u3042\u305f\u304b\u3082RAG\u306e\u5b8c\u6210\u5f62\u3067\u3042\u308b\u304b\u306e\u3088\u3046\u306b\u53d7\u3051\u6b62\u3081\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3042\u308b\u3002 \u8cea\u554f\u3068\u56de\u7b54\u6587\u3092\u76f4\u63a5\u6bd4\u8f03\u3059\u308b\u4e0d\u81ea\u7136\u3055 \u305d\u3082\u305d\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3059\u308b\u8cea\u554f\u6587\u3068\u3001\u6587\u66f8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u56de\u7b54\u6587\u306f\u3001\u8a00\u8a9e\u7684\u306b\u7570\u306a\u308b\u5f62\u5f0f\u3092\u6301\u3063\u3066\u3044\u308b\u3002 \u4f8b\u3048\u3070\u3001\u5951\u7d04\u66f8\u306b\u6b21\u306e\u3088\u3046\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3068\u3059\u308b\u3002 \u5951\u7d04\u671f\u9593\u6e80\u4e86\u65e5\u306e30\u65e5\u524d\u307e\u3067\u306b\u66f8\u9762\u306b\u3088\u308b\u901a\u77e5\u304c\u306a\u3044\u5834\u5408\u3001\u5951\u7d04\u306f\u81ea\u52d5\u7684\u306b\u66f4\u65b0\u3055\u308c\u308b\u3002 \u5229\u7528\u8005\u306f\u3053\u308c\u3092\u3001\u6b21\u306e\u3088\u3046\u306b\u8cea\u554f\u3059\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002 \u81ea\u52d5\u66f4\u65b0\u3092\u6b62\u3081\u308b\u306b\u306f\u3001\u3044\u3064\u307e\u3067\u306b\u9023\u7d61\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\u3002 \u4e8c\u3064\u306e\u6587\u7ae0\u306f\u540c\u3058\u5185\u5bb9\u306b\u95a2\u4fc2\u3057\u3066\u3044\u308b\u304c\u3001\u8868\u73fe\u3082\u69cb\u6587\u3082\u8a9e\u5f59\u3082\u9055\u3046\u3002\u7247\u65b9\u306f\u898f\u5247\u3092\u8a18\u8ff0\u3057\u305f\u6587\u7ae0\u3067\u3042\u308a\u3001\u3082\u3046\u7247\u65b9\u306f\u5229\u7528\u8005\u306e\u610f\u56f3\u3092\u8868\u3057\u305f\u8cea\u554f\u3067\u3042\u308b\u3002&hellip;<\/p>\n","protected":false},"author":1,"featured_media":733,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[51],"tags":[],"class_list":["post-732","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-51"],"_links":{"self":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/posts\/732","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=732"}],"version-history":[{"count":1,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/posts\/732\/revisions"}],"predecessor-version":[{"id":734,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/posts\/732\/revisions\/734"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=\/wp\/v2\/media\/733"}],"wp:attachment":[{"href":"https:\/\/conceptminer.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=732"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=732"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/conceptminer.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}