COFFEXIUM v1.0

Name	Type	Size	Modified	Perms
..	Directory	—	1970-01-01 00:00	????
wp-admin	Directory	—	2025-04-04 16:01	0755
wp-content	Directory	—	2026-07-21 21:06	0755
wp-includes	Directory	—	2025-12-10 15:47	0755
HTACCESS .htaccess	HTACCESS	896 bytes	2026-07-19 14:53	0644
HTML health.html	HTML	3 bytes	2026-03-06 03:32	0644
PHP health.php	PHP	20 bytes	2026-03-03 16:03	0644
PHP index.php	PHP	405 bytes	2025-04-04 16:01	0644
TXT license.txt	TXT	19.44 KB	2025-12-10 15:47	0644
HTML readme.html	HTML	7.25 KB	2025-12-10 15:47	0644
TXT robots.txt	TXT	311 bytes	2026-06-09 02:42	0644
PHP wp-activate.php	PHP	7.18 KB	2025-12-10 15:47	0644
PHP wp-blog-header.php	PHP	351 bytes	2025-04-04 16:01	0644
PHP wp-comments-post.php	PHP	2.27 KB	2025-04-04 16:01	0644
PHP wp-config-sample.php	PHP	3.26 KB	2025-12-10 15:47	0644
PHP wp-config.php	PHP	3.91 KB	2026-02-08 11:01	0666
PHP wp-cron.php	PHP	5.49 KB	2025-04-04 16:01	0644
PHP wp-links-opml.php	PHP	2.43 KB	2025-12-10 15:47	0644
PHP wp-load.php	PHP	3.84 KB	2025-04-04 16:01	0644
PHP wp-login.php	PHP	50.23 KB	2025-12-10 15:47	0644
PHP wp-mail.php	PHP	8.52 KB	2025-12-10 15:47	0644
PHP wp-settings.php	PHP	30.33 KB	2025-12-10 15:47	0644
PHP wp-signup.php	PHP	33.71 KB	2025-04-15 21:11	0644
PHP wp-trackback.php	PHP	5.09 KB	2025-12-10 15:47	0644
PHP xmlrpc.php	PHP	3.13 KB	2025-04-15 21:11	0644

ChatGPT\u306b\u793e\u5185\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u65b9\u6cd55\u9078\uff01\u30e1\u30ea\u30c3\u30c8\u3084\u6d3b\u7528\u4e8b\u4f8b\u3082\u89e3\u8aac<\/a><\/blockquote><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\uff08\u30e9\u30b0\uff09\u306e\u57fa\u672c\u7684\u306a\u610f\u5473\u3068\u5b9a\u7fa9<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001AI\u6d3b\u7528\u306e\u73fe\u5834\u3067\u983b\u7e41\u306b\u8033\u306b\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u300cRAG\u300d\u3068\u3044\u3046\u8a00\u8449\u306e\u610f\u5473\u3084\u5b9a\u7fa9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001\u4e00\u8a00\u3067\u8868\u3059\u3068\u300c\u5916\u90e8\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u751f\u6210AI\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u308b\u6280\u8853\u300d\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>RAG (\u691c\u7d22\u62e1\u5f35\u751f\u6210) \u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong><br><br>\u691c\u7d22\u62e1\u5f35\u751f\u6210 (RAG) \u306f\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u6700\u9069\u5316\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u4ee5\u5916\u306e\u4fe1\u983c\u3067\u304d\u308b\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u53c2\u7167\u3057\u307e\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM) \u306f\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3001\u4f55\u5341\u5104\u3082\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u3001\u8a00\u8a9e\u306e\u7ffb\u8a33\u3001\u6587\u7ae0\u306e\u5b8c\u6210\u306a\u3069\u306e\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002RAG \u306f\u3001LLM \u306e\u65e2\u306b\u5f37\u529b\u306a\u6a5f\u80fd\u3092\u3001\u30e2\u30c7\u30eb\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u7279\u5b9a\u306e\u5206\u91ce\u3084\u7d44\u7e54\u306e\u5185\u90e8\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u62e1\u5f35\u3057\u307e\u3059\u3002LLM \u306e\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u72b6\u6cc1\u3067\u95a2\u9023\u6027\u3001\u6b63\u78ba\u6027\u3001\u6709\u7528\u6027\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<br><br>\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/aws.amazon.com\/jp\/what-is\/retrieval-augmented-generation\/\">https:\/\/aws.amazon.com\/jp\/what-is\/retrieval-augmented-generation\/<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u306a\u305c\u3053\u306e\u6280\u8853\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u305d\u306e\u80cc\u666f\u3068\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3092\u4ee5\u4e0b\u306e3\u3064\u306e\u30dd\u30a4\u30f3\u30c8\u3067\u6398\u308a\u4e0b\u3052\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\uff08Retrieval-Augmented Generation\uff09\u306e\u8aad\u307f\u65b9\u3068\u7565\u79f0<\/h3>\n\n\n\n<p>RAG\u306f\u300c\u30e9\u30b0\u300d\u3068\u8aad\u307f\u307e\u3059\u3002\u3053\u308c\u306f\u300cRetrieval-Augmented Generation\u300d\u306e\u982d\u6587\u5b57\u3092\u53d6\u3063\u305f\u7565\u79f0\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306e\u5358\u8a9e\u3092\u65e5\u672c\u8a9e\u306b\u8a33\u3059\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Retrieval\uff1a\u691c\u7d22\uff08\u60c5\u5831\u3092\u63a2\u3057\u51fa\u3059\u3053\u3068\uff09<\/li>\n\n\n\n<li>Augmented\uff1a\u62e1\u5f35\uff08\u6a5f\u80fd\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\uff09<\/li>\n\n\n\n<li>Generation\uff1a\u751f\u6210\uff08\u6587\u7ae0\u3092\u4f5c\u308a\u51fa\u3059\u3053\u3068\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u76f4\u8a33\u3059\u308b\u3068\u300c\u691c\u7d22\u306b\u3088\u3063\u3066\u62e1\u5f35\u3055\u308c\u305f\u6587\u7ae0\u751f\u6210\u300d\u3068\u3044\u3046\u610f\u5473\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u3001ChatGPT\u306a\u3069\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30c7\u30fc\u30bf\u306e\u307f\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001RAG\u306e\u6280\u8853\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001AI\u306f\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u6700\u65b0\u60c5\u5831\u3078\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u306a\u308b\u6587\u7ae0\u751f\u6210\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u8a00\u3067\u8a00\u3046\u3068\u300c\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u3092\u6301\u3063\u305f\u751f\u6210AI\u300d<\/h3>\n\n\n\n<p>RAG\u306e\u4ed5\u7d44\u307f\u3092\u6700\u3082\u76f4\u611f\u7684\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u300c\u8a66\u9a13\u300d\u306b\u4f8b\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u306e\u751f\u6210AI\uff08LLM\uff09\u306f\u3001\u300c\u5b66\u7fd2\u671f\u9593\u306b\u8a70\u3081\u8fbc\u3093\u3060\u77e5\u8b58\u3060\u3051\u3067\u8a66\u9a13\u3092\u53d7\u3051\u308b\u512a\u79c0\u306a\u5b66\u751f\u300d\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f7c\u3089\u306f\u975e\u5e38\u306b\u8ce2\u3044\u3067\u3059\u304c\u3001\u6559\u79d1\u66f8\u306b\u8f09\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3053\u3068\u3084\u3001\u5b66\u7fd2\u671f\u9593\u7d42\u4e86\u5f8c\u306b\u8d77\u304d\u305f\u51fa\u6765\u4e8b\u306b\u3064\u3044\u3066\u306f\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u7121\u7406\u306b\u7b54\u3048\u3088\u3046\u3068\u3057\u3066\u3001\u305d\u308c\u3089\u3057\u3044\u5618\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u3064\u304f\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u3001RAG\u3092\u642d\u8f09\u3057\u305f\u751f\u6210AI\u306f\u3001\u300c\u6559\u79d1\u66f8\u3084\u8f9e\u66f8\uff08\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\uff09\u3092\u6301\u3061\u8fbc\u3093\u3067\u8a66\u9a13\u3092\u53d7\u3051\u308b\u5b66\u751f\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u8cea\u554f\u3055\u308c\u308b\u305f\u3073\u306b\u624b\u5143\u306e\u8cc7\u6599\u3092\u30d1\u30e9\u30d1\u30e9\u3068\u3081\u304f\u308a\u3001\u8a72\u5f53\u3059\u308b\u30da\u30fc\u30b8\u3092\u63a2\u3057\u51fa\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u8aad\u307f\u306a\u304c\u3089\u56de\u7b54\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u81ea\u8eab\u306e\u8a18\u61b6\u3060\u3051\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u78ba\u304b\u306a\u53c2\u7167\u5143\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u7b54\u3048\u308b\u305f\u3081\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u304c\u683c\u6bb5\u306b\u5411\u4e0a\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u3001\u4e16\u306e\u4e2d\u306b\u306f\u51fa\u56de\u3063\u3066\u3044\u306a\u3044\u300c\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u300d\u3084\u300c\u72ec\u81ea\u306e\u65e5\u5831\u30c7\u30fc\u30bf\u300d\u306a\u3069\u3092\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u3068\u3057\u3066\u6e21\u3059\u3053\u3068\u3067\u3001\u305d\u306e\u4f01\u696d\u72ec\u81ea\u306e\u8cea\u554f\u306b\u3082\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068RAG\u306e\u95a2\u4fc2\u6027<\/h3>\n\n\n\n<p>LLM\u3068RAG\u306f\u5bfe\u7acb\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u88dc\u5b8c\u3057\u5408\u3046\u95a2\u4fc2\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306f\u3001\u6587\u7ae0\u3092\u7406\u89e3\u3057\u3001\u81ea\u7136\u306a\u8a00\u8449\u3067\u7d44\u307f\u7acb\u3066\u308b\u300c\u8133\u300d\u306e\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001RAG\u306f\u3001\u305d\u306e\u8133\u306b\u5bfe\u3057\u3066\u5fc5\u8981\u306a\u77e5\u8b58\u3092\u90fd\u5ea6\u63d0\u4f9b\u3059\u308b\u300c\u5916\u90e8\u8a18\u61b6\u88c5\u7f6e\u300d\u3084\u300c\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u300d\u306e\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>2025\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fGPT-5\u306e\u3088\u3046\u306a\u6700\u65b0\u306eLLM\u306f\u3001\u4ee5\u524d\u306e\u30e2\u30c7\u30eb\u306b\u6bd4\u3079\u3066\u63a8\u8ad6\u80fd\u529b\u3084\u77e5\u8b58\u91cf\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u3069\u308c\u307b\u3069\u512a\u79c0\u306a\u30e2\u30c7\u30eb\u3067\u3042\u3063\u3066\u3082\u3001\u4e16\u754c\u4e2d\u306e\u5168\u3066\u306e\u6700\u65b0\u60c5\u5831\u3084\u3001\u7279\u5b9a\u306e\u4f01\u696d\u5185\u306b\u9589\u3058\u305f\u6a5f\u5bc6\u60c5\u5831\u3092\u3042\u3089\u304b\u3058\u3081\u77e5\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u307e\u305f\u3001GPT-5\u306a\u3069\u306e\u6700\u65b0\u30e2\u30c7\u30eb\u306f\u4e00\u5ea6\u306b\u8aad\u3081\u308b\u60c5\u5831\u91cf\u304c\u5897\u3048\u307e\u3057\u305f\u304c\u3001\u81a8\u5927\u306a\u5168\u30c7\u30fc\u30bf\u3092\u6bce\u56de\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3068\u30b3\u30b9\u30c8\u3068\u56de\u7b54\u6642\u9593\u304c\u80a5\u5927\u5316\u3059\u308b\u305f\u3081\u3001RAG\u306b\u3088\u308b\u52b9\u7387\u7684\u306a\u62bd\u51fa\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001LLM\u304c\u6301\u3063\u3066\u3044\u308b\u300c\u8a00\u8449\u3092\u64cd\u308b\u80fd\u529b\u300d\u3068\u3001RAG\u306b\u3088\u308b\u300c\u6b63\u78ba\u306a\u60c5\u5831\u306e\u691c\u7d22\u80fd\u529b\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u306b\u304a\u3044\u3066\u6700\u9069\u89e3\u3068\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>LLM\u5358\u4f53\u3067\u306f\u300c\u6c4e\u7528\u7684\u306a\u8ce2\u3055\u300d\u3092\u63d0\u4f9b\u3057\u3001RAG\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u300c\u5c02\u9580\u7684\u304b\u3064\u7279\u5316\u3057\u305f\u8ce2\u3055\u300d\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306fRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u304c\u63d0\u5531\u3055\u308c\u305f\u539f\u5178\u3068\u306a\u308b\u8ad6\u6587\u3067\u3059\u3002\u77e5\u8b58\u96c6\u7d04\u578b\u306e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u5916\u90e8\u77e5\u8b58\u306e\u691c\u7d22\u304c\u3044\u304b\u306b\u6709\u52b9\u3067\u3042\u308b\u304b\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2005.11401\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2005.11401<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"836\" height=\"362\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-12-04-10.24.58.png\" alt=\"\" class=\"wp-image-14358\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u4ed5\u7d44\u307f\u30fb\u69cb\u6210\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac<\/h2>\n\n\n\n<p>RAG\u304c\u3069\u306e\u3088\u3046\u306a\u624b\u9806\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u3044\u308b\u306e\u304b\u3001\u305d\u306e\u88cf\u5074\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u3066\u304b\u3089\u56de\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u307e\u3067\u306e\u9593\u3001AI\u5185\u90e8\u3067\u306f\u8907\u6570\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u9ad8\u901f\u3067\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u306a\u305cRAG\u304c\u6b63\u78ba\u306a\u56de\u7b54\u3092\u51fa\u305b\u308b\u306e\u304b\u3001\u305d\u306e\u7406\u7531\u304c\u3088\u308a\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RAG\u306e\u57fa\u672c\u7684\u306a\u52d5\u4f5c\u30d7\u30ed\u30bb\u30b9\uff08\u691c\u7d22\u30fb\u62e1\u5f35\u30fb\u751f\u6210\uff09<\/h3>\n\n\n\n<p>RAG\u306e\u52d5\u4f5c\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066\u300cRetrieval\uff08\u691c\u7d22\uff09\u300d\u300cAugmentation\uff08\u62e1\u5f35\uff09\u300d\u300cGeneration\uff08\u751f\u6210\uff09\u300d\u306e3\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u307e\u305a\u305d\u306e\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u63a2\u3057\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6b21\u306b\u3001\u898b\u3064\u3051\u51fa\u3057\u305f\u60c5\u5831\u3092\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u6587\u306b\u4ed8\u3051\u52a0\u3048\u3066\u3001AI\u3078\u306e\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u66f8\u304d\u63db\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u305d\u306e\u60c5\u5831\u304c\u88dc\u5f37\u3055\u308c\u305f\u6307\u793a\u6587\u3092LLM\u306b\u6e21\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4e00\u9023\u306e\u6d41\u308c\u306f\u77ac\u6642\u306b\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u898b\u308b\u3068\u3001AI\u304c\u5373\u5ea7\u306b\u77e5\u8b58\u3092\u547c\u3073\u51fa\u3057\u3066\u7b54\u3048\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u5b9f\u969b\u306b\u306f\u3001AI\u304c\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u524d\u306b\u300c\u60c5\u5831\u306e\u8abf\u67fb\u300d\u3068\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4fee\u6b63\u300d\u3068\u3044\u3046\u91cd\u8981\u306a\u5de5\u7a0b\u304c\u631f\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u3064\u3044\u3066\u3001\u3055\u3089\u306b\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u7d22\uff08Retrieval\uff09\uff1a\u95a2\u9023\u60c5\u5831\u306e\u62bd\u51fa<\/h3>\n\n\n\n<p>\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u300c\u691c\u7d22\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\u6587\u3092\u53d7\u3051\u53d6\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306a\u3069\u3092\u4fdd\u5b58\u3057\u305f\u5834\u6240\uff09\u306e\u4e2d\u304b\u3089\u3001\u305d\u306e\u8cea\u554f\u306b\u95a2\u9023\u6027\u304c\u9ad8\u3044\u6587\u7ae0\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6642\u3001\u5358\u306b\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u4e00\u81f4\u3059\u308b\u304b\u3069\u3046\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u610f\u5473\u5408\u3044\u300d\u304c\u8fd1\u3044\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u300c\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u300d\u3084\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u300c\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u300d\u3068\u3044\u3046\u6280\u8853\u304c\u591a\u304f\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300cPC\u306e\u8abf\u5b50\u304c\u60aa\u3044\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u5bfe\u3057\u3001\u300c\u30d1\u30bd\u30b3\u30f3\u300d\u300c\u4e0d\u5177\u5408\u300d\u300c\u6545\u969c\u300d\u3068\u3044\u3063\u305f\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u542b\u307e\u308c\u308b\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u3001\u8a00\u8449\u306e\u63fa\u3089\u304e\u3092\u5438\u53ce\u3057\u3066\u63a2\u3057\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u691c\u7d22\u30d7\u30ed\u30bb\u30b9\u306e\u7cbe\u5ea6\u304c\u9ad8\u3051\u308c\u3070\u9ad8\u3044\u307b\u3069\u3001\u5f8c\u306e\u5de5\u7a0b\u3067AI\u306b\u6e21\u3055\u308c\u308b\u60c5\u5831\u306e\u8cea\u304c\u826f\u304f\u306a\u308a\u3001\u7d50\u679c\u3068\u3057\u3066\u56de\u7b54\u306e\u54c1\u8cea\u3082\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u9006\u306b\u3001\u3053\u3053\u3067\u7684\u5916\u308c\u306a\u60c5\u5831\u3092\u62fe\u3063\u3066\u3057\u307e\u3046\u3068\u3001AI\u306f\u9593\u9055\u3063\u305f\u60c5\u5831\u3092\u5143\u306b\u56de\u7b54\u3092\u4f5c\u6210\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306fRAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u652f\u3048\u308bDPR\u6280\u8853\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u8ad6\u6587\u3067\u3059\u3002\u5f93\u6765\u306e\u691c\u7d22\u624b\u6cd5\u3068\u6bd4\u8f03\u3057\u3066\u56de\u7b54\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2004.04906\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2004.04906<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"444\" height=\"345\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-12-04-10.24.27.png\" alt=\"\" class=\"wp-image-14357\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u62e1\u5f35\uff08Augmentation\uff09\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u88dc\u5f37<\/h3>\n\n\n\n<p>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u300c\u62e1\u5f35\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u6587\u3068\u3001\u691c\u7d22\u30b9\u30c6\u30c3\u30d7\u3067\u898b\u3064\u3051\u51fa\u3057\u305f\u53c2\u8003\u60c5\u5831\u3092\u5408\u4f53\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001LLM\u306b\u5bfe\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u88cf\u5074\u3067\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u4ee5\u4e0b\u306e\u3010\u53c2\u8003\u60c5\u5831\u3011\u306b\u57fa\u3065\u3044\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u3010\u8cea\u554f\u3011\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u3010\u8cea\u554f\u3011\uff1aPC\u306e\u753b\u9762\u304c\u9752\u304f\u306a\u3063\u305f<\/p>\n\n\n\n<p>\u3010\u53c2\u8003\u60c5\u5831\u3011\uff1aPC\u753b\u9762\u304c\u9752\u304f\u306a\u308b\u5834\u5408\u306f\u3001\u30d6\u30eb\u30fc\u30b9\u30af\u30ea\u30fc\u30f3\u30a8\u30e9\u30fc\u306e\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u518d\u8d77\u52d5\u3092\u8a66\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u56de\u7b54\uff1a\u300d<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001AI\u306b\u5bfe\u3057\u3066\u300c\u4f55\u3092\u77e5\u3063\u3066\u3044\u308b\u304b\u300d\u3092\u554f\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u4e0e\u3048\u3089\u308c\u305f\u60c5\u5831\u3092\u3069\u3046\u307e\u3068\u3081\u308b\u304b\u300d\u3068\u3044\u3046\u30bf\u30b9\u30af\u306b\u5909\u63db\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u3063\u3066\u3001AI\u306f\u81ea\u8eab\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u3042\u308b\u53e4\u3044\u8a18\u61b6\u3067\u306f\u306a\u304f\u3001\u4eca\u6e21\u3055\u308c\u305f\u3070\u304b\u308a\u306e\u78ba\u5b9f\u306a\u60c5\u5831\u3092\u512a\u5148\u3057\u3066\u51e6\u7406\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u751f\u6210\uff08Generation\uff09\uff1a\u56de\u7b54\u306e\u51fa\u529b<\/h3>\n\n\n\n<p>\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u300c\u751f\u6210\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u62e1\u5f35\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u53d7\u3051\u53d6\u3063\u305fLLM\u306f\u3001\u305d\u306e\u5185\u5bb9\u3092\u3082\u3068\u306b\u81ea\u7136\u306a\u6587\u7ae0\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6bb5\u968e\u3067\u306eLLM\u306e\u5f79\u5272\u306f\u3001\u60c5\u5831\u3092\u65b0\u3057\u304f\u4f5c\u308a\u51fa\u3059\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u6e21\u3055\u308c\u305f\u53c2\u8003\u60c5\u5831\u3092\u8aad\u307f\u3084\u3059\u304f\u8981\u7d04\u3057\u305f\u308a\u3001\u8cea\u554f\u306e\u610f\u56f3\u306b\u5408\u308f\u305b\u3066\u6587\u4f53\u3092\u6574\u3048\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u4e3b\u306a\u5f79\u5272\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u53c2\u8003\u60c5\u5831\u304c\u7b87\u6761\u66f8\u304d\u306e\u30de\u30cb\u30e5\u30a2\u30eb\u3067\u3042\u3063\u3066\u3082\u3001LLM\u306e\u6587\u7ae0\u4f5c\u6210\u80fd\u529b\u306b\u3088\u3063\u3066\u300c\u307e\u305a\u306f\u518d\u8d77\u52d5\u3092\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u3002\u305d\u308c\u3067\u3082\u6539\u5584\u3057\u306a\u3044\u5834\u5408\u306f\u2026\u300d\u3068\u3044\u3063\u305f\u3001\u4eba\u9593\u5473\u306e\u3042\u308b\u4e01\u5be7\u306a\u30b5\u30dd\u30fc\u30c8\u6587\u7ae0\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u691c\u7d22\uff08\u4e8b\u5b9f\u306e\u53ce\u96c6\uff09\u3068\u751f\u6210\uff08\u6587\u7ae0\u306e\u69cb\u6210\uff09\u306e\u5f79\u5272\u3092\u5206\u62c5\u3059\u308b\u3053\u3068\u3067\u3001RAG\u306f\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u6d41\u66a2\u306a\u56de\u7b54\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u751f\u6210AI\u306bRAG\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u7406\u7531\u3068\u89e3\u6c7a\u3067\u304d\u308b\u8ab2\u984c<\/h2>\n\n\n\n<p>\u306a\u305c\u3001ChatGPT\u306a\u3069\u306e\u751f\u6210AI\u5358\u4f53\u3067\u306f\u306a\u304f\u3001\u308f\u3056\u308f\u3056RAG\u3068\u3044\u3046\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u306f\u3001\u6a19\u6e96\u7684\u306aLLM\u304c\u62b1\u3048\u3066\u3044\u308b\u3044\u304f\u3064\u304b\u306e\u69cb\u9020\u7684\u306a\u5f31\u70b9\u3092\u3001RAG\u304c\u52b9\u679c\u7684\u306b\u88dc\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3067\u304d\u308b\u5177\u4f53\u7684\u306a\u8ab2\u984c\u3068\u3001\u305d\u306e\u5fc5\u8981\u6027\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u60c5\u5831\u306e\u300c\u53e4\u3055\u300d\u3068\u300c\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u300d\u3078\u306e\u5bfe\u5fdc<\/h3>\n\n\n\n<p>LLM\u306b\u306f\u5fc5\u305a\u300c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u30ab\u30c3\u30c8\u30aa\u30d5\uff08\u60c5\u5831\u306e\u671f\u9650\uff09\u300d\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u306f\u81a8\u5927\u306a\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u305f\u3081\u3001\u5b66\u7fd2\u5b8c\u4e86\u5f8c\u306b\u8d77\u304d\u305f\u6700\u65b0\u306e\u30cb\u30e5\u30fc\u30b9\u3084\u51fa\u6765\u4e8b\u306b\u3064\u3044\u3066\u306f\u77e5\u8b58\u3092\u6301\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u6628\u65e5\u767a\u8868\u3055\u308c\u305f\u3070\u304b\u308a\u306e\u7af6\u5408\u4ed6\u793e\u306e\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9\u3084\u3001\u4eca\u671d\u5909\u66f4\u3055\u308c\u305f\u3070\u304b\u308a\u306e\u793e\u5185\u898f\u5b9a\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u3066\u3082\u3001\u901a\u5e38\u306eLLM\u306f\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>RAG\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001AI\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u306a\u304f\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u6700\u65b0\u60c5\u5831\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3084\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u8ffd\u52a0\u3059\u308c\u3070\u3001\u305d\u306e\u77ac\u9593\u304b\u3089AI\u306f\u305d\u306e\u60c5\u5831\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u306f\u60c5\u5831\u306f\u5e38\u306b\u5909\u5316\u3059\u308b\u305f\u3081\u3001\u3053\u306e\u5373\u6642\u6027\u306f\u975e\u5e38\u306b\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\uff09\u306e\u6291\u5236<\/h3>\n\n\n\n<p>\u751f\u6210AI\u306e\u6700\u5927\u306e\u30ea\u30b9\u30af\u306e\u4e00\u3064\u306b\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001AI\u304c\u4e8b\u5b9f\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u3001\u3042\u305f\u304b\u3082\u771f\u5b9f\u3067\u3042\u308b\u304b\u306e\u3088\u3046\u306b\u81ea\u4fe1\u6e80\u3005\u306b\u8a9e\u3063\u3066\u3057\u307e\u3046\u73fe\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n<p>AI\u306f\u78ba\u7387\u7684\u306b\u300c\u6b21\u306b\u6765\u308b\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5358\u8a9e\u300d\u3092\u3064\u306a\u3052\u3066\u3044\u308b\u3060\u3051\u306a\u306e\u3067\u3001\u4e8b\u5b9f\u78ba\u8a8d\u306e\u6a5f\u80fd\u3092\u6301\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u67b6\u7a7a\u306e\u4eba\u7269\u306e\u7d4c\u6b74\u3092\u3067\u3063\u3061\u4e0a\u3052\u305f\u308a\u3001\u5b58\u5728\u3057\u306a\u3044\u6cd5\u5f8b\u3092\u89e3\u8aac\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u306e\u6839\u62e0\u3068\u306a\u308b\u60c5\u5831\u3092AI\u306b\u5f37\u5236\u7684\u306b\u4e0e\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u3053\u306e\u8cc7\u6599\u306b\u66f8\u3044\u3066\u3042\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3063\u3066\u7b54\u3048\u3066\u300d\u3068\u3044\u3046\u5236\u7d04\u3092\u304b\u3051\u308b\u3053\u3068\u3067\u3001AI\u304c\u52dd\u624b\u306b\u60c5\u5831\u3092\u5275\u4f5c\u3059\u308b\u4f59\u5730\u3092\u6e1b\u3089\u3057\u3001\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u884c\u308f\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u6b63\u78ba\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u696d\u52d9\u306b\u304a\u3044\u3066\u306f\u3001\u3053\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u5bfe\u7b56\u306f\u5fc5\u9808\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306fRAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7cbe\u5ea6\u6bd4\u8f03\u3092\u884c\u3044\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u6291\u5236\u52b9\u679c\u306b\u3064\u3044\u3066\u5206\u6790\u3057\u305f\u7814\u7a76\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2403.01432\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2403.01432<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"791\" height=\"474\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-12-04-10.23.55.png\" alt=\"\" class=\"wp-image-14356\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a5f\u5bc6\u60c5\u5831\u30fb\u793e\u5185\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u78ba\u4fdd<\/h3>\n\n\n\n<p>\u4f01\u696d\u304c\u751f\u6210AI\u3092\u5229\u7528\u3059\u308b\u969b\u3001\u6700\u3082\u61f8\u5ff5\u3055\u308c\u308b\u306e\u304c\u60c5\u5831\u6f0f\u6d29\u306e\u30ea\u30b9\u30af\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u7684\u306a\u30af\u30e9\u30a6\u30c9\u578b\u306e\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u306b\u793e\u5185\u306e\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u5165\u529b\u3057\u3066\u5b66\u7fd2\u3055\u305b\u3066\u3057\u307e\u3046\u3068\u3001\u305d\u306e\u60c5\u5831\u304c\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u56de\u7b54\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u3066\u3057\u307e\u3046\u30ea\u30b9\u30af\u304c\u30bc\u30ed\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>RAG\u306e\u4ed5\u7d44\u307f\u3067\u306f\u3001\u793e\u5185\u30c7\u30fc\u30bf\u306f\u81ea\u793e\u306e\u7ba1\u7406\u4e0b\u306b\u3042\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u3001\u691c\u7d22\u6642\u306b\u5fc5\u8981\u306a\u90e8\u5206\u3060\u3051\u304c\u4e00\u6642\u7684\u306bAI\u3078\u9001\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u300cChatSense\u300d\u306e\u3088\u3046\u306a\u6cd5\u4eba\u5411\u3051\u30b5\u30fc\u30d3\u30b9\u3084\u3001\u30bb\u30ad\u30e5\u30a2\u306aAPI\u74b0\u5883\u3092\u901a\u3058\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5165\u529b\u30c7\u30fc\u30bf\u304cAI\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\uff08\u518d\u5b66\u7fd2\uff09\u306b\u4f7f\u308f\u308c\u306a\u3044\u8a2d\u5b9a\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001AI\u30e2\u30c7\u30eb\u81ea\u4f53\u306b\u306f\u6a5f\u5bc6\u60c5\u5831\u3092\u899a\u3048\u8fbc\u307e\u305b\u308b\u3053\u3068\u306a\u304f\u3001\u5b89\u5168\u306a\u74b0\u5883\u3067\u81ea\u793e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306fRAG\u30b7\u30b9\u30c6\u30e0\u7279\u6709\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u3084\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u653b\u6483\u3078\u306e\u5bfe\u7b56\u306b\u3064\u3044\u3066\u8ad6\u3058\u305f\u7814\u7a76\u8ad6\u6587\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2511.15759\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2511.15759<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"369\" height=\"621\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-12-04-10.22.41.png\" alt=\"\" class=\"wp-image-14355\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u6bd4\u8f03\u3011RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9055\u3044<\/h2>\n\n\n\n<p>RAG\u3068\u3088\u304f\u6bd4\u8f03\u3055\u308c\u308b\u624b\u6cd5\u306b\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3069\u3061\u3089\u3082AI\u3092\u81ea\u793e\u5411\u3051\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u6280\u8853\u3067\u3059\u304c\u3001\u305d\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u5f97\u610f\u5206\u91ce\u306f\u5168\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3069\u3061\u3089\u3092\u63a1\u7528\u3059\u3079\u304d\u304b\u8ff7\u308f\u306a\u3044\u305f\u3081\u306b\u3001\u4e21\u8005\u306e\u9055\u3044\u3092\u660e\u78ba\u306b\u7406\u89e3\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u751f\u6210AI\u3092\u4f01\u696d\u3067\u5c0e\u5165\u3059\u308b\u969b\u306e\u5177\u4f53\u7684\u306a\u624b\u9806\u3084\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-taskhub wp-block-embed-taskhub\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"3OLxkAex3d\"><a href=\"https:\/\/taskhub.jp\/useful\/generative-ai-introduce\/\">\u751f\u6210AI \u5c0e\u5165\u30ac\u30a4\u30c9\uff5c\u30e1\u30ea\u30c3\u30c8\u3001\u4e8b\u4f8b10\u9078\u30017\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u89e3\u8aac<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"“\u751f\u6210AI \u5c0e\u5165\u30ac\u30a4\u30c9\uff5c\u30e1\u30ea\u30c3\u30c8\u3001\u4e8b\u4f8b10\u9078\u30017\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u89e3\u8aac” — Taskhub\" src=\"https:\/\/taskhub.jp\/useful\/generative-ai-introduce\/embed\/#?secret=NRdRd2pWRi#?secret=3OLxkAex3d\" data-secret=\"3OLxkAex3d\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u306e3\u3064\u306e\u8996\u70b9\u304b\u3089\u6bd4\u8f03\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b66\u7fd2\u30b3\u30b9\u30c8\u3068\u5373\u6642\u6027\u306e\u9055\u3044<\/h3>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001AI\u30e2\u30c7\u30eb\u81ea\u4f53\u306b\u8ffd\u52a0\u306e\u5b66\u7fd2\u3092\u884c\u308f\u305b\u3001\u8133\u306e\u69cb\u9020\u305d\u306e\u3082\u306e\u3092\u5fae\u8abf\u6574\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u306f\u3001\u8cea\u306e\u9ad8\u3044\u5927\u91cf\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3068\u3001GPU\u306a\u3069\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u591a\u5927\u306a\u30b3\u30b9\u30c8\u3068\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u4e00\u5ea6\u5b66\u7fd2\u3055\u305b\u308b\u3068\u3001\u60c5\u5831\u3092\u66f4\u65b0\u3059\u308b\u305f\u3081\u306b\u306f\u518d\u5ea6\u5b66\u7fd2\u3092\u3084\u308a\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001RAG\u306f\u30e2\u30c7\u30eb\u81ea\u4f53\u306b\u306f\u624b\u3092\u52a0\u3048\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u53c2\u7167\u3059\u308b\u3060\u3051\u306a\u306e\u3067\u3001\u65b0\u3057\u3044\u30de\u30cb\u30e5\u30a2\u30eb\u304c\u3067\u304d\u305f\u3089\u305d\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3059\u308b\u3060\u3051\u3067\u60c5\u5831\u306e\u66f4\u65b0\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b3\u30b9\u30c8\u3082\u5b89\u4fa1\u3067\u6e08\u307f\u3001\u60c5\u5831\u306e\u9bae\u5ea6\u3092\u5e38\u306b\u6700\u65b0\u306b\u4fdd\u3064\u3053\u3068\u304c\u3067\u304d\u308b\u5373\u6642\u6027\u304c\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u8a66\u9a13\u52c9\u5f37\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u300d\u3068\u300c\u30ab\u30f3\u30cb\u30f3\u30b0\uff08RAG\uff09\u300d\u306e\u4f8b\u3067\u8a00\u3048\u3070\u3001\u8a66\u9a13\u7bc4\u56f2\u304c\u5909\u308f\u308b\u305f\u3073\u306b\u731b\u52c9\u5f37\u3057\u76f4\u3059\u306e\u304c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u65b0\u3057\u3044\u6559\u79d1\u66f8\u3092\u8cb7\u3063\u3066\u304f\u308b\u3060\u3051\u3067\u6e08\u3080\u306e\u304cRAG\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u30ea\u30bd\u30fc\u30b9\u5236\u7d04\u74b0\u5883\u4e0b\u306b\u304a\u3051\u308bRAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\u5bfe\u52b9\u679c\u3092\u5206\u6790\u3057\u305f\u8ad6\u6587\u3067\u3059\u3002\u5c0e\u5165\u691c\u8a0e\u6642\u306e\u53c2\u8003\u8cc7\u6599\u3068\u3057\u3066\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2509.10469\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2509.10469<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"616\" height=\"307\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-12-04-10.22.10.png\" alt=\"\" class=\"wp-image-14354\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3068\u6839\u62e0\u306e\u900f\u660e\u6027<\/h3>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u5b8c\u5168\u306b\u9632\u3050\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u3057\u305f\u77e5\u8b58\u304c\u8a18\u61b6\u306e\u4e2d\u3067\u6df7\u3056\u308a\u5408\u3044\u3001\u8aa4\u3063\u305f\u7d50\u3073\u3064\u304d\u3067\u56de\u7b54\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001AI\u304c\u300c\u306a\u305c\u305d\u306e\u56de\u7b54\u3092\u3057\u305f\u306e\u304b\u300d\u3068\u3044\u3046\u53c2\u7167\u5143\u3092\u793a\u3059\u3053\u3068\u306f\u82e6\u624b\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5bfe\u3057\u3066RAG\u306f\u3001\u691c\u7d22\u3057\u305f\u5177\u4f53\u7684\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u300c\u3053\u306e\u56de\u7b54\u306f\u793e\u5185\u898f\u5b9a\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u3007\u30da\u30fc\u30b8\u306e\u8a18\u8ff0\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3046\u3088\u3046\u306b\u3001\u60c5\u5831\u306e\u51fa\u6240\uff08\u5f15\u7528\u5143\uff09\u3092\u660e\u78ba\u306b\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30d3\u30b8\u30cd\u30b9\u6587\u66f8\u3084\u9867\u5ba2\u5bfe\u5fdc\u306a\u3069\u3001\u30a8\u30d3\u30c7\u30f3\u30b9\uff08\u6839\u62e0\uff09\u304c\u91cd\u8981\u8996\u3055\u308c\u308b\u5834\u9762\u3067\u306f\u3001\u53c2\u7167\u5143\u3092\u78ba\u8a8d\u3067\u304d\u308bRAG\u306e\u65b9\u304c\u4fe1\u983c\u6027\u3092\u62c5\u4fdd\u3057\u3084\u3059\u3044\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u3069\u3061\u3089\u3092\u9078\u3076\u3079\u304d\u304b\u306e\u5224\u65ad\u57fa\u6e96<\/h3>\n\n\n\n<p>\u3067\u306f\u3001\u5177\u4f53\u7684\u306b\u3069\u3061\u3089\u3092\u9078\u3079\u3070\u3088\u3044\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u4ee5\u4e0b\u306e\u57fa\u6e96\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><strong>RAG\u3092\u9078\u3076\u3079\u304d\u30b1\u30fc\u30b9\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300c\u793e\u5185\u898f\u5b9a\u300d\u300c\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u300d\u300c\u65e5\u5831\u300d\u306a\u3069\u3001\u5177\u4f53\u7684\u306a\u4e8b\u5b9f\u306b\u5373\u3057\u305f\u56de\u7b54\u304c\u5fc5\u8981\u306a\u5834\u5408<\/li>\n\n\n\n<li>\u60c5\u5831\u306e\u66f4\u65b0\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u5e38\u306b\u6700\u65b0\u60c5\u5831\u3092\u53cd\u6620\u3055\u305b\u305f\u3044\u5834\u5408<\/li>\n\n\n\n<li>\u56de\u7b54\u306e\u6839\u62e0\u3092\u660e\u793a\u3055\u305b\u305f\u3044\u5834\u5408<\/li>\n\n\n\n<li>\u4f4e\u30b3\u30b9\u30c8\u3067\u5c0e\u5165\u3092\u59cb\u3081\u305f\u3044\u5834\u5408<\/li>\n<\/ul>\n\n\n\n<p><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u9078\u3076\u3079\u304d\u30b1\u30fc\u30b9\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7279\u5b9a\u306e\u696d\u754c\u7528\u8a9e\u3084\u7279\u6b8a\u306a\u8a00\u3044\u56de\u3057\u3001\u81ea\u793e\u30d6\u30e9\u30f3\u30c9\u306e\u53e3\u8abf\uff08\u30c8\u30fc\u30f3\uff06\u30de\u30ca\u30fc\uff09\u3092\u7fd2\u5f97\u3055\u305b\u305f\u3044\u5834\u5408<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b3\u30fc\u30c9\u306e\u751f\u6210\u3084\u3001\u7279\u6b8a\u306a\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u51fa\u529b\u306a\u3069\u3001\u65b0\u3057\u3044\u300c\u30b9\u30ad\u30eb\u300d\u3092\u8eab\u306b\u3064\u3051\u3055\u305b\u305f\u3044\u5834\u5408<\/li>\n\n\n\n<li>\u53c2\u7167\u3059\u3079\u304d\u5916\u90e8\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u305b\u305a\u3001\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u81ea\u4f53\u3092\u5909\u3048\u305f\u3044\u5834\u5408<\/li>\n<\/ul>\n\n\n\n<p>\u591a\u304f\u306e\u4f01\u696d\u306b\u304a\u3051\u308b\u300c\u793e\u5185FAQ\u300d\u3084\u300c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u300d\u3068\u3044\u3063\u305f\u7528\u9014\u3067\u306f\u3001RAG\u306e\u65b9\u304c\u9069\u3057\u3066\u3044\u308b\u30b1\u30fc\u30b9\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>RAG\u306f\u975e\u5e38\u306b\u5f37\u529b\u306a\u6280\u8853\u3067\u3059\u304c\u3001\u4e07\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u969b\u306f\u3001\u30e1\u30ea\u30c3\u30c8\u3060\u3051\u3067\u306a\u304f\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u30ea\u30b9\u30af\u3082\u628a\u63e1\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001RAG\u5c0e\u5165\u306b\u304a\u3051\u308b\u30d7\u30e9\u30b9\u9762\u3068\u30de\u30a4\u30ca\u30b9\u9762\u3092\u6574\u7406\u3057\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\uff1a\u6700\u65b0\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u9ad8\u7cbe\u5ea6\u306a\u56de\u7b54<\/h3>\n\n\n\n<p>\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u3084\u306f\u308a\u60c5\u5831\u306e\u9bae\u5ea6\u3068\u6b63\u78ba\u3055\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u3092\u5f85\u3064\u3053\u3068\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u3001AI\u306f\u77ac\u6642\u306b\u305d\u306e\u65b0\u3057\u3044\u77e5\u8b58\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u65e5\u3005\u306e\u696d\u52d9\u9023\u7d61\u3001\u9031\u6b21\u3067\u5909\u308f\u308b\u5728\u5eab\u60c5\u5831\u3001\u983b\u7e41\u306b\u6539\u5b9a\u3055\u308c\u308b\u6cd5\u898f\u5236\u306a\u3069\u3001\u60c5\u5831\u306e\u5909\u5316\u304c\u6fc0\u3057\u3044\u30d3\u30b8\u30cd\u30b9\u74b0\u5883\u306b\u304a\u3044\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u60c5\u5831\u304c\u53cd\u6620\u3055\u308c\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u8a08\u308a\u77e5\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5f93\u696d\u54e1\u306f\u5e38\u306b\u6700\u65b0\u306e\u6b63\u3057\u3044\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u5224\u65ad\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\uff1a\u6839\u62e0\uff08\u53c2\u7167\u5143\uff09\u304c\u63d0\u793a\u3067\u304d\u308b\u900f\u660e\u6027<\/h3>\n\n\n\n<p>RAG\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u56de\u7b54\u3068\u3068\u3082\u306b\u300c\u53c2\u7167\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3078\u306e\u30ea\u30f3\u30af\u300d\u3092\u8868\u793a\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306fAI\u306e\u56de\u7b54\u3092\u9d5c\u5451\u307f\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u6c17\u306b\u306a\u3063\u305f\u5834\u5408\u306f\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u3067\u5143\u306e\u8cc7\u6599\u3092\u78ba\u8a8d\u3057\u3001\u8a73\u7d30\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u300cAI\u304c\u52dd\u624b\u306b\u8a00\u3063\u3066\u3044\u308b\u3053\u3068\u300d\u304b\u3089\u300c\u78ba\u304b\u306a\u8cc7\u6599\u306b\u57fa\u3065\u3044\u305f\u8981\u7d04\u300d\u3078\u3068\u3001\u60c5\u5831\u306e\u4fe1\u983c\u30ec\u30d9\u30eb\u3092\u5f15\u304d\u4e0a\u3052\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u8cac\u4efb\u306e\u6240\u5728\u304c\u554f\u308f\u308c\u308b\u696d\u52d9\u306b\u304a\u3044\u3066\u306f\u3001\u3053\u306e\u900f\u660e\u6027\u304c\u5b89\u5fc3\u6750\u6599\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u69cb\u7bc9\u30fb\u904b\u7528\u306e\u624b\u9593\u3068\u30b3\u30b9\u30c8<\/h3>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u5358\u306bChatGPT\u3092\u5951\u7d04\u3059\u308b\u3060\u3051\u3067\u306f\u6e08\u307f\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u691c\u7d22\u53ef\u80fd\u306a\u5f62\u5f0f\uff08\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\uff09\u306b\u5909\u63db\u3057\u3001\u305d\u308c\u3092\u4fdd\u5b58\u30fb\u7ba1\u7406\u3059\u308b\u300c\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u300d\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u52d5\u304b\u3059\u305f\u3081\u306e\u30b5\u30fc\u30d0\u30fc\u8cbb\u7528\u3084\u3001\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u5229\u7528\u6599\u306a\u3069\u304c\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u3068\u3057\u3066\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5c0e\u5165\u521d\u671f\u306b\u306f\u3001\u793e\u5185\u306e\u30d0\u30e9\u30d0\u30e9\u306a\u30c7\u30fc\u30bf\u3092\u6574\u7406\u30fb\u6574\u5f62\u3059\u308b\u4f5c\u696d\u3082\u767a\u751f\u3059\u308b\u305f\u3081\u3001\u4e00\u5b9a\u306e\u4eba\u7684\u30ea\u30bd\u30fc\u30b9\u3068\u6280\u8853\u7684\u306a\u77e5\u898b\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u691c\u7d22\u7cbe\u5ea6\u304c\u56de\u7b54\u306e\u54c1\u8cea\u306b\u76f4\u7d50\u3059\u308b<\/h3>\n\n\n\n<p>RAG\u306e\u56de\u7b54\u54c1\u8cea\u306f\u3001LLM\u306e\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u300c\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u6027\u80fd\u300d\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3082\u3057\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u304c\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u306f\u7121\u95a2\u4fc2\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u62bd\u51fa\u3057\u3066\u3057\u307e\u3063\u305f\u5834\u5408\u3001\u3044\u304f\u3089LLM\u304c\u512a\u79c0\u3067\u3082\u3001\u9593\u9055\u3063\u305f\u53c2\u8003\u60c5\u5831\u3092\u5143\u306b\u56de\u7b54\u3092\u4f5c\u6210\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u524d\u51e6\u7406\uff08\u9069\u5207\u306a\u9577\u3055\u306b\u5206\u5272\u3059\u308b\u306a\u3069\uff09\u3092\u5de5\u592b\u3057\u305f\u308a\u3001\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8abf\u6574\u3057\u305f\u308a\u3059\u308b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u4f5c\u696d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u30b4\u30df\u3092\u5165\u308c\u308c\u3070\u30b4\u30df\u304c\u51fa\u3066\u304f\u308b\uff08Garbage In, Garbage Out\uff09\u300d\u3068\u3044\u3046\u539f\u5247\u306f\u3001RAG\u306b\u304a\u3044\u3066\u3088\u308a\u9855\u8457\u306b\u73fe\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3051\u308bRAG\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n\n\n\n<p>\u7406\u8ad6\u7684\u306a\u89e3\u8aac\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u969b\u306b\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067RAG\u304c\u3069\u306e\u3088\u3046\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u591a\u304f\u306e\u4f01\u696d\u3067\u3059\u3067\u306b\u5c0e\u5165\u304c\u9032\u3093\u3067\u304a\u308a\u3001\u696d\u52d9\u52b9\u7387\u5316\u306e\u6210\u679c\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u4ee3\u8868\u7684\u306a3\u3064\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u30fb\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u306e\u81ea\u52d5\u5316<\/h3>\n\n\n\n<p>\u6700\u3082\u30dd\u30d4\u30e5\u30e9\u30fc\u306a\u6d3b\u7528\u4e8b\u4f8b\u304c\u3001\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306e\u81ea\u52d5\u5316\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u7dcf\u52d9\u3001\u4eba\u4e8b\u3001IT\u90e8\u9580\u306a\u3069\u306b\u306f\u3001\u6bce\u65e5\u591a\u304f\u306e\u793e\u54e1\u304b\u3089\u4f3c\u305f\u3088\u3046\u306a\u8cea\u554f\u304c\u5bc4\u305b\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u7d4c\u8cbb\u7cbe\u7b97\u306e\u3084\u308a\u65b9\u306f\uff1f\u300d\u300cVPN\u304c\u3064\u306a\u304c\u3089\u306a\u3044\u6642\u306f\uff1f\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u306b\u5bfe\u3057\u3001RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u904e\u53bb\u306eQ&A\u96c6\u304b\u3089\u56de\u7b54\u3092\u691c\u7d22\u3057\u3001\u5373\u5ea7\u306b\u8fd4\u4fe1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u7ba1\u7406\u90e8\u9580\u306e\u62c5\u5f53\u8005\u306f\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306b\u8ffd\u308f\u308c\u308b\u6642\u9593\u304c\u6e1b\u308a\u3001\u672c\u6765\u306e\u30b3\u30a2\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u8cea\u554f\u3059\u308b\u5074\u306e\u793e\u54e1\u3082\u3001\u62c5\u5f53\u8005\u306e\u8fd4\u4fe1\u3092\u5f85\u3064\u3053\u3068\u306a\u304f24\u6642\u9593365\u65e5\u3044\u3064\u3067\u3082\u7591\u554f\u3092\u89e3\u6c7a\u3067\u304d\u308b\u305f\u3081\u3001\u696d\u52d9\u30b9\u30d4\u30fc\u30c9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u306fLINE\u30e4\u30d5\u30fc\u793e\u306e\u793e\u5185RAG\u300cSeekAI\u300d\u306b\u304a\u3051\u308b\u56de\u7b54\u54c1\u8cea\u8a55\u4fa1\u30d5\u30ed\u30fc\u3084\u72ec\u81ea\u6307\u6a19\u306b\u3064\u3044\u3066\u89e3\u8aac\u3055\u308c\u305f\u6280\u8853\u30d6\u30ed\u30b0\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/techblog.lycorp.co.jp\/ja\/20240819a\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/techblog.lycorp.co.jp\/ja\/20240819a<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"487\" height=\"200\" src=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-12-04-10.20.59.png\" alt=\"\" class=\"wp-image-14353\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u5951\u7d04\u66f8\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u751f\u6210<\/h3>\n\n\n\n<p>\u88fd\u9020\u696d\u3084\u5efa\u8a2d\u696d\u306a\u3069\u306e\u73fe\u5834\u3067\u306f\u3001\u81a8\u5927\u306a\u6280\u8853\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u4ed5\u69d8\u66f8\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>RAG\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u73fe\u5834\u306e\u4f5c\u696d\u54e1\u304c\u30bf\u30d6\u30ec\u30c3\u30c8\u7aef\u672b\u3067\u300c\u3053\u306e\u30a8\u30e9\u30fc\u30b3\u30fc\u30c9\u304c\u51fa\u305f\u6642\u306e\u5bfe\u51e6\u6cd5\u306f\uff1f\u300d\u3068\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u3001\u8a72\u5f53\u3059\u308b\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u30da\u30fc\u30b8\u3092\u63a2\u3057\u51fa\u3057\u3001\u5bfe\u51e6\u624b\u9806\u3092\u8981\u7d04\u3057\u3066\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u6cd5\u52d9\u90e8\u9580\u306b\u304a\u3044\u3066\u306f\u3001\u904e\u53bb\u306e\u81a8\u5927\u306a\u5951\u7d04\u66f8\u30c7\u30fc\u30bf\u304b\u3089\u300c\u79d8\u5bc6\u4fdd\u6301\u5951\u7d04\u306e\u640d\u5bb3\u8ce0\u511f\u6761\u9805\u306b\u3064\u3044\u3066\u3001\u904e\u53bb\u306e\u4e8b\u4f8b\u3067\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u305f\u304b\u300d\u3092\u62bd\u51fa\u30fb\u6bd4\u8f03\u3059\u308b\u3068\u3044\u3063\u305f\u4f7f\u3044\u65b9\u3082\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u91cf\u306e\u6587\u66f8\u3092\u8aad\u307f\u8fbc\u3080\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u3001\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u3092\u9632\u3050\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u54c1\u8cea\u5411\u4e0a<\/h3>\n\n\n\n<p>\u9867\u5ba2\u5411\u3051\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\uff08CS\uff09\u306b\u304a\u3044\u3066\u3082RAG\u306f\u6d3b\u8e8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304c\u96fb\u8a71\u5bfe\u5fdc\u4e2d\u306b\u3001\u9867\u5ba2\u304b\u3089\u306e\u8cea\u554f\u5185\u5bb9\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u529b\u3059\u308b\u3068\u3001RAG\u304c\u5373\u5ea7\u306b\u88fd\u54c1\u4ed5\u69d8\u66f8\u3084\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ac\u30a4\u30c9\u304b\u3089\u6700\u9069\u306a\u56de\u7b54\u5019\u88dc\u3092\u753b\u9762\u306b\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u65b0\u4eba\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u3067\u3082\u30d9\u30c6\u30e9\u30f3\u3068\u540c\u3058\u30ec\u30d9\u30eb\u306e\u6b63\u78ba\u306a\u6848\u5185\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5bfe\u5fdc\u54c1\u8cea\u306e\u5747\u4e00\u5316\u304c\u56f3\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u9867\u5ba2\u3092\u4fdd\u7559\u306b\u3057\u3066\u8cc7\u6599\u3092\u63a2\u3059\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u308b\u305f\u3081\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u5c0e\u5165\u30fb\u69cb\u7bc9\u624b\u9806\u306e\u6982\u8981<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u81ea\u793e\u3067RAG\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3057\u3088\u3046\u3068\u8003\u3048\u305f\u969b\u3001\u3069\u306e\u3088\u3046\u306a\u624b\u9806\u3067\u9032\u3081\u308b\u3053\u3068\u306b\u306a\u308b\u306e\u304b\u3001\u305d\u306e\u6982\u8981\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6280\u8853\u7684\u306a\u8a73\u7d30\u306f\u5c02\u9580\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30d9\u30f3\u30c0\u30fc\u306b\u4f9d\u983c\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u5168\u4f53\u306e\u6d41\u308c\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u3053\u3068\u306f\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u6e96\u5099\u3068\u30d9\u30af\u30c8\u30eb\u5316<\/h3>\n\n\n\n<p>\u307e\u305a\u306f\u300cAI\u306b\u53c2\u7167\u3055\u305b\u305f\u3044\u30c7\u30fc\u30bf\u300d\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>PDF\u3001Word\u3001Excel\u3001PowerPoint\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3001\u793e\u5185\u306b\u6563\u3089\u3070\u3063\u3066\u3044\u308b\u8cc7\u6599\u3092\u96c6\u7d04\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u91cd\u8981\u306a\u306e\u306f\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092AI\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u306b\u52a0\u5de5\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u9577\u3044\u6587\u7ae0\u3092\u9069\u5207\u306a\u9577\u3055\uff08\u30c1\u30e3\u30f3\u30af\uff09\u306b\u5206\u5272\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u6587\u7ae0\u3092\u300c\u30d9\u30af\u30c8\u30eb\uff08\u6570\u5024\u306e\u7f85\u5217\uff09\u300d\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d9\u30af\u30c8\u30eb\u5316\u306b\u3088\u3063\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306f\u6587\u7ae0\u306e\u610f\u5473\u3092\u6570\u5b66\u7684\u306a\u8ddd\u96e2\u3068\u3057\u3066\u8a08\u7b97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u300c\u610f\u5473\u304c\u8fd1\u3044\u6587\u7ae0\u300d\u3092\u63a2\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u69cb\u7bc9<\/h3>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u5c02\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Pinecone\u3001Weaviate\u3001Chroma\u306a\u3069\u304c\u6709\u540d\u3067\u3059\u304c\u3001Azure\u3084AWS\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u691c\u7d22\u6a5f\u80fd\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5358\u306b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f\uff08\u3053\u308c\u3082\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u307e\u3059\uff09\u3068\u6700\u3082\u8fd1\u3044\u30d9\u30af\u30c8\u30eb\u3092\u6301\u3064\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u691c\u7d22\u30fb\u62bd\u51fa\u3059\u308b\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 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class=\"wp-block-heading\">\u60c5\u5831\u6f0f\u6d29\u306e\u30ea\u30b9\u30af\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/h3>\n\n\n\n<p>RAG\u306e\u4ed5\u7d44\u307f\u81ea\u4f53\u306f\u3001\u5916\u90e8\u306e\u30d1\u30d6\u30ea\u30c3\u30af\u306aChatGPT\u7b49\u306b\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u6bd4\u8f03\u7684\u5b89\u5168\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30a6\u30c9\u4e0a\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3059\u308b\u969b\u3084\u3001API\u3092\u901a\u3058\u3066LLM\u306b\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3059\u308b\u969b\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306f\u5fc5\u9808\u3067\u3059\u3002\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u30bb\u30ad\u30e5\u30a2\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u5b9a\u3057\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306e\u7ba1\u7406\u3092\u9069\u5207\u306b\u884c\u3046\u3053\u3068\u3067\u3001\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u305d\u306e\u751f\u6210AI\u3001\u672c\u5f53\u306b\u300c\u81ea\u793e\u30c7\u30fc\u30bf\u300d\u3092\u7406\u89e3\u3057\u3066\u3044\u307e\u3059\u304b\uff1f\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u9632\u3050RAG\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<p>\u751f\u6210AI\u3092\u696d\u52d9\u306b\u5c0e\u5165\u3057\u305f\u3082\u306e\u306e\u3001\u300c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5618\u3092\u3064\u304f\u300d\u300c\u6700\u65b0\u306e\u793e\u5185\u898f\u5b9a\u3092\u53cd\u6620\u3057\u3066\u304f\u308c\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u305b\u3093\u304b\u3002\u5b9f\u306f\u3001ChatGPT\u306a\u3069\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u5358\u4f53\u3067\u306f\u3001\u4f01\u696d\u306e\u56fa\u6709\u30c7\u30fc\u30bf\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u60c5\u5831\u3092\u6b63\u78ba\u306b\u6271\u3046\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002\u305d\u3053\u3067\u73fe\u5728\u3001\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u306e\u6a19\u6e96\u3068\u306a\u308a\u3064\u3064\u3042\u308b\u6280\u8853\u304c\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u300d\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001AI\u306b\u300c\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u300d\u3092\u6301\u305f\u305b\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u9ad8\u3081\u308bRAG\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3068\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044\u306b\u3064\u3044\u3066\u3001\u5c02\u9580\u7684\u306a\u77e5\u898b\u3092\u3082\u3068\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u306a\u305cAI\u306f\u5618\u3092\u3064\u304f\u306e\u304b\uff1fRAG\u304c\u300c\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u300d\u3068\u547c\u3070\u308c\u308b\u7406\u7531<\/h2>\n\n\n\n<p>\u901a\u5e38\u306e\u751f\u6210AI\u306f\u3001\u904e\u53bb\u306b\u5b66\u7fd2\u3057\u305f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u306e\u307f\u3092\u983c\u308a\u306b\u56de\u7b54\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u8a66\u9a13\u4f1a\u5834\u306b\u300c\u81ea\u5206\u306e\u982d\u306e\u4e2d\u306b\u3042\u308b\u77e5\u8b58\u3060\u3051\u300d\u3067\u6311\u3080\u53d7\u9a13\u751f\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8a18\u61b6\u3057\u3066\u3044\u306a\u3044\u3053\u3068\uff08\u793e\u5185\u306e\u672a\u516c\u958b\u60c5\u5831\u3084\u6700\u65b0\u30cb\u30e5\u30fc\u30b9\uff09\u3092\u805e\u304b\u308c\u308b\u3068\u3001\u7121\u7406\u3084\u308a\u7b54\u3048\u3092\u5275\u4f5c\u3057\u3066\u3057\u307e\u3044\u3001\u7d50\u679c\u3068\u3057\u3066\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u5e7b\u899a\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u5618\u306e\u56de\u7b54\u304c\u751f\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001RAG\u3092\u642d\u8f09\u3057\u305fAI\u306f\u3001\u300c\u6559\u79d1\u66f8\u3084\u53c2\u8003\u66f8\u306e\u6301\u3061\u8fbc\u307f\u304c\u8a31\u53ef\u3055\u308c\u305f\u53d7\u9a13\u751f\u300d\u3067\u3059\u3002\u8cea\u554f\u3055\u308c\u308b\u305f\u3073\u306b\u3001\u624b\u5143\u306b\u3042\u308b\u4fe1\u983c\u3067\u304d\u308b\u5916\u90e8\u30c7\u30fc\u30bf\uff08\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff09\u3092\u30d1\u30e9\u30d1\u30e9\u3068\u3081\u304f\u308a\u3001\u8a72\u5f53\u3059\u308b\u30da\u30fc\u30b8\u3092\u63a2\u3057\u51fa\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u8a18\u61b6\u306b\u983c\u3089\u305a\u3001\u78ba\u304b\u306a\u8cc7\u6599\u3092\u898b\u306a\u304c\u3089\u7b54\u3048\u308b\u305f\u3081\u3001\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u6b63\u78ba\u306a\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u304c\u53ef\u80fd\u306b\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\uff1a\u30b3\u30b9\u30c8\u3068\u5373\u6642\u6027\u3067\u306e\u52dd\u6557<\/strong><\/p>\n\n\n\n<p>\u300cAI\u3092\u8ce2\u304f\u3059\u308b\u306a\u3089\u3001\u8ffd\u52a0\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u304c\u826f\u3044\u306e\u3067\u306f\uff1f\u300d\u3068\u8003\u3048\u308b\u65b9\u3082\u591a\u3044\u3067\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u306fRAG\u306e\u65b9\u304c\u9069\u3057\u3066\u3044\u308b\u30b1\u30fc\u30b9\u304c\u5927\u534a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001AI\u306e\u300c\u8133\u300d\u305d\u306e\u3082\u306e\u3092\u518d\u6559\u80b2\u3059\u308b\u624b\u6cd5\u3067\u3042\u308a\u3001\u81a8\u5927\u306a\u30b3\u30b9\u30c8\u3068\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u307e\u305f\u3001\u60c5\u5831\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3073\u306b\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3001\u65e5\u6b21\u3067\u5909\u308f\u308b\u5728\u5eab\u60c5\u5831\u3084\u898f\u5b9a\u5909\u66f4\u306b\u5bfe\u5fdc\u3059\u308b\u306b\u306f\u4e0d\u5411\u304d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5bfe\u3057\u3066RAG\u306f\u3001\u53c2\u7167\u3059\u308b\u300c\u30de\u30cb\u30e5\u30a2\u30eb\uff08\u5916\u90e8\u30c7\u30fc\u30bf\uff09\u300d\u3092\u5dee\u3057\u66ff\u3048\u308b\u3060\u3051\u3067\u60c5\u5831\u306e\u66f4\u65b0\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u6b63\u78ba\u306a\u6839\u62e0\u306e\u63d0\u793a\u304c\u5fc5\u8981\u306a\u5834\u5408\uff1aRAG\uff08\u53c2\u7167\u5143\u3092\u793a\u305b\u308b\u305f\u3081\uff09<\/strong><\/p>\n\n\n\n<p>\u7279\u5b9a\u306e\u53e3\u8abf\u3084\u5c02\u9580\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3055\u305b\u305f\u3044\u5834\u5408\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u76ee\u7684\u3092\u5207\u308a\u5206\u3051\u308b\u3053\u3068\u304c\u3001AI\u5c0e\u5165\u6210\u529f\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5f15\u7528\u5143\uff1a<\/p>\n\n\n\n<p>Lewis, P., et al. “Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks” (2020) \u306b\u304a\u3044\u3066\u3001\u5916\u90e8\u77e5\u8b58\u306e\u691c\u7d22\u3092\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u77e5\u8b58\u96c6\u7d04\u578b\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u6027\u80fd\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u6700\u65b0\u306eLLM\u6d3b\u7528\u4e8b\u4f8b\u306b\u57fa\u3065\u304d\u3001RAG\u304c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u4f4e\u6e1b\u306b\u5bc4\u4e0e\u3059\u308b\u70b9\u306f\u5e83\u304f\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u751f\u6210AI\u306e\u6d3b\u7528\u306b\u304a\u3044\u3066\u3001RAG\u306f\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3068\u60c5\u5831\u306e\u9bae\u5ea6\u3092\u62c5\u4fdd\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u6280\u8853\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u81ea\u793e\u3067RAG\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6574\u5099\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3001\u691c\u7d22\u7cbe\u5ea6\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u6280\u8853\u7684\u306a\u30cf\u30fc\u30c9\u30eb\u304c\u6c7a\u3057\u3066\u4f4e\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u300c\u793e\u5185\u30c7\u30fc\u30bf\u3068\u9023\u643a\u3055\u305b\u305f\u3044\u304c\u3001\u958b\u767a\u30ea\u30bd\u30fc\u30b9\u304c\u306a\u3044\u300d\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3067\u4e0d\u5b89\u304c\u3042\u308b\u300d\u3068\u3044\u3046\u4f01\u696d\u62c5\u5f53\u8005\u69d8\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u304a\u3059\u3059\u3081\u3057\u305f\u3044\u306e\u304c\u3001Taskhub 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OpenAI 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