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 19:36	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

GPT-5\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u304b\u3089\u65e2\u5b58\u30e2\u30c7\u30eb\u3068\u306e\u9055\u3044\u307e\u3067\u5fb9\u5e95\u89e3\u8aac\uff01<\/a><\/blockquote><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3067\u753b\u50cf\u3092\u691c\u7d22\u30fb\u51e6\u7406\u3059\u308b3\u3064\u306e\u4e3b\u8981\u306a\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n\n\n\n\u3053\u3053\u304b\u3089\u306f\u3001\u5b9f\u969b\u306b\u753b\u50cf\u3092RAG\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u969b\u306e\u4e3b\u8981\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30923\u3064\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u753b\u50cf\u3092\u30c6\u30ad\u30b9\u30c8\uff08\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\uff09\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n<li>\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u5171\u901a\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u57cb\u3081\u8fbc\u3080\u65b9\u6cd5<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u3067\u753b\u50cf\u3092\u76f4\u63a5\u51e6\u7406\u3059\u308b\u65b9\u6cd5<\/li>\n<\/ul>\n\n\n\n\u305d\u308c\u305e\u308c\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u30b3\u30b9\u30c8\u611f\u306b\u5408\u308f\u305b\u3066\u6700\u9069\u306a\u624b\u6cd5\u3092\u9078\u3076\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u305d\u308c\u3067\u306f\u30011\u3064\u305a\u3064\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u3092\u30c6\u30ad\u30b9\u30c8\uff08\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\uff09\u306b\u5909\u63db\u3057\u3066\u691c\u7d22\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n\u3053\u308c\u306f\u3001\u753b\u50cf\u3092\u4e00\u5ea6\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306b\u5909\u63db\u3057\u3001\u5f93\u6765\u306e\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306eRAG\u306e\u4ed5\u7d44\u307f\u306b\u4e57\u305b\u308b\u3068\u3044\u3046\u3001\u6700\u3082\u5b9f\u88c5\u30cf\u30fc\u30c9\u30eb\u304c\u4f4e\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n\n\n\n\u5177\u4f53\u7684\u306b\u306f\u3001GPT-4o\u3084GPT-5\u306a\u3069\u306e\u753b\u50cf\u8a8d\u8b58\u80fd\u529b\u3092\u6301\u3064\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u753b\u50cf\u306b\u5bfe\u3057\u3066\u300c\u3053\u306e\u753b\u50cf\u304c\u4f55\u3092\u8868\u3057\u3066\u3044\u308b\u304b\u8a73\u7d30\u306b\u8aac\u660e\u3057\u3066\u300d\u3068\u3044\u3046\u6307\u793a\u3092\u51fa\u3057\u3001\u305d\u306e\u8aac\u660e\u6587\uff08\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\uff09\u3092\u751f\u6210\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n\u305d\u3057\u3066\u3001\u305d\u306e\u8aac\u660e\u6587\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u624b\u6cd5\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u65e2\u5b58\u306e\u30c6\u30ad\u30b9\u30c8\u7528\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u691c\u7d22\u30ed\u30b8\u30c3\u30af\u3092\u305d\u306e\u307e\u307e\u6d41\u7528\u3067\u304d\u308b\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n\u7279\u5225\u306a\u753b\u50cf\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3082\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u7d71\u4e00\u3067\u304d\u308b\u305f\u3081\u3001\u904b\u7528\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u691c\u7d22\u6642\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u306e\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u3060\u3051\u306a\u306e\u3067\u3001\u9ad8\u901f\u306a\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u3057\u304b\u3057\u3001\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u300c\u60c5\u5831\u306e\u6b20\u843d\u300d\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n\u3069\u3093\u306a\u306b\u8a73\u7d30\u306a\u8aac\u660e\u6587\u3067\u3042\u3063\u3066\u3082\u3001\u5143\u306e\u753b\u50cf\u304c\u6301\u3064\u5168\u3066\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3084\u3001\u8907\u96d1\u306a\u56f3\u9762\u306e\u5fae\u7d30\u306a\u60c5\u5831\u3092\u5b8c\u5168\u306b\u8a00\u8a9e\u5316\u3059\u308b\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n\u305d\u306e\u305f\u3081\u3001\u8996\u899a\u7684\u306a\u7279\u5fb4\u305d\u306e\u3082\u306e\u3092\u691c\u7d22\u3057\u305f\u3044\u5834\u5408\u3084\u3001\u975e\u5e38\u306b\u8907\u96d1\u306a\u30b0\u30e9\u30d5\u306e\u6570\u5024\u3092\u6b63\u78ba\u306b\u554f\u3046\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u306f\u3001\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u3061\u3089\u306f\u30b0\u30e9\u30d5\u3092\u30c6\u30ad\u30b9\u30c8\u3084\u8868\u306b\u5909\u63db\u3059\u308b\u6280\u8853\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u8a18\u4e8b\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2212.10505\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2212.10505<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u5171\u901a\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u57cb\u3081\u8fbc\u3080\u65b9\u6cd5<\/h3>\n\n\n\n\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001OpenAI\u306eCLIP\u306a\u3069\u306b\u4ee3\u8868\u3055\u308c\u308b\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u540c\u3058\u591a\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u6280\u8853\u3092\u4f7f\u3046\u3068\u3001\u300c\u72ac\u306e\u753b\u50cf\u300d\u306e\u30d9\u30af\u30c8\u30eb\u3068\u3001\u300c\u72ac\u300d\u3068\u3044\u3046\u5358\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u304c\u3001\u7a7a\u9593\u4e0a\u3067\u8fd1\u3044\u4f4d\u7f6e\u306b\u914d\u7f6e\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3067\u691c\u7d22\u3057\u3066\u753b\u50cf\u3092\u30d2\u30c3\u30c8\u3055\u305b\u305f\u308a\u3001\u753b\u50cf\u3067\u691c\u7d22\u3057\u3066\u95a2\u9023\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u3092\u63a2\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u753b\u50cf\u306e\u8aac\u660e\u6587\u3092\u751f\u6210\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u3001\u753b\u50cf\u305d\u306e\u3082\u306e\u306e\u7279\u5fb4\u91cf\u3092\u76f4\u63a5\u691c\u7d22\u306b\u5229\u7528\u3067\u304d\u308b\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n\u300c\u9752\u3044\u7a7a\u3068\u6d77\u304c\u6620\u3063\u3066\u3044\u308b\u5199\u771f\u300d\u3068\u3044\u3063\u305f\u62bd\u8c61\u7684\u306a\u30a4\u30e1\u30fc\u30b8\u691c\u7d22\u3084\u3001\u985e\u4f3c\u753b\u50cf\u306e\u691c\u7d22\u306b\u304a\u3044\u3066\u306f\u975e\u5e38\u306b\u9ad8\u3044\u7cbe\u5ea6\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001\u8a00\u8a9e\u5316\u3057\u306b\u304f\u3044\u30c7\u30b6\u30a4\u30f3\u3084\u96f0\u56f2\u6c17\u3068\u3044\u3063\u305f\u8981\u7d20\u3082\u691c\u7d22\u5bfe\u8c61\u306b\u3067\u304d\u308b\u305f\u3081\u3001\u30a2\u30d1\u30ec\u30eb\u3084\u30a4\u30f3\u30c6\u30ea\u30a2\u306a\u3069\u306e\u5206\u91ce\u3067\u7279\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n\u4e00\u65b9\u3067\u3001\u6280\u8853\u7684\u306a\u8abf\u6574\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u9762\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u4f7f\u7528\u3059\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\uff08Embedding Model\uff09\u306e\u6027\u80fd\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u5c02\u9580\u7528\u8a9e\u3084\u793e\u5185\u72ec\u81ea\u306e\u56f3\u8868\u306a\u3069\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u306e\u30d9\u30af\u30c8\u30eb\u304c\u9069\u5207\u306b\u6574\u5217\u3057\u3066\u3044\u306a\u3044\u3068\u3001\u5168\u304f\u95a2\u4fc2\u306e\u306a\u3044\u753b\u50cf\u304c\u691c\u7d22\u3055\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308b\u305f\u3081\u3001\u95be\u5024\u306e\u8abf\u6574\u306a\u3069\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\uff08VLM\uff09\u3067\u753b\u50cf\u3092\u76f4\u63a5\u51e6\u7406\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n\u6700\u65b0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001\u691c\u7d22\u304b\u3089\u56de\u7b54\u751f\u6210\u307e\u3067\u3092\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5bfe\u5fdc\u306eLLM\uff08VLM: Vision Language Model\uff09\u3067\u4e00\u8cab\u3057\u3066\u884c\u3046\u3001\u3042\u308b\u3044\u306f\u691c\u7d22\u7d50\u679c\u3068\u3057\u3066\u753b\u50cf\u305d\u306e\u3082\u306e\u3092LLM\u306b\u5165\u529b\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n\u4f8b\u3048\u3070\u3001ColPali\u306e\u3088\u3046\u306a\u6700\u65b0\u306e\u30e2\u30c7\u30eb\u3067\u306f\u3001PDF\u306e\u30da\u30fc\u30b8\u5168\u4f53\u3092\u753b\u50cf\u3068\u3057\u3066\u6349\u3048\u3001\u8996\u899a\u7684\u306a\u30ec\u30a4\u30a2\u30a6\u30c8\u60c5\u5831\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u691c\u7d22\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u305d\u3057\u3066\u3001\u53d6\u5f97\u3057\u305f\u753b\u50cf\u3092\u305d\u306e\u307e\u307eGPT-5\u306a\u3069\u306e\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3057\u3001\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u65b9\u6cd5\u306e\u6700\u5927\u306e\u5f37\u307f\u306f\u3001\u56f3\u8868\u3084\u30ec\u30a4\u30a2\u30a6\u30c8\u304c\u6301\u3064\u6587\u8108\u3092\u640d\u306a\u308f\u305a\u306b\u51e6\u7406\u3067\u304d\u308b\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n\u30b0\u30e9\u30d5\u306e\u6570\u5024\u3084\u3001\u6587\u66f8\u5185\u306e\u914d\u7f6e\u95a2\u4fc2\uff08\u3069\u306e\u56f3\u304c\u3069\u306e\u6bb5\u843d\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u304b\u306a\u3069\uff09\u3092\u30e2\u30c7\u30eb\u304c\u76f4\u63a5\u898b\u3066\u5224\u65ad\u3067\u304d\u308b\u305f\u3081\u3001\u975e\u5e38\u306b\u7cbe\u5ea6\u306e\u9ad8\u3044\u56de\u7b54\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u7279\u306b\u3001\u8907\u96d1\u306a\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u79d1\u5b66\u8ad6\u6587\u306a\u3069\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u56f3\u304c\u5bc6\u63a5\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u8cc7\u6599\u306eRAG\u306b\u304a\u3044\u3066\u306f\u3001\u3053\u306e\u624b\u6cd5\u304c\u6700\u3082\u5f37\u529b\u3067\u3059\u3002<\/p>\n\n\n\n\u305f\u3060\u3057\u3001\u3053\u306e\u624b\u6cd5\u306f\u30b3\u30b9\u30c8\u3068\u901f\u5ea6\u306e\u9762\u3067\u8ab2\u984c\u304c\u6b8b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u9ad8\u89e3\u50cf\u5ea6\u306e\u753b\u50cf\u3092\u5927\u91cf\u306bLLM\u306b\u5165\u529b\u3059\u308b\u3068\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u304c\u6fc0\u5897\u3057\u3001API\u30b3\u30b9\u30c8\u304c\u8df3\u306d\u4e0a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001\u51e6\u7406\u81ea\u4f53\u3082\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306e\u5834\u5408\u306b\u6bd4\u3079\u3066\u91cd\u304f\u306a\u308b\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3069\u3067\u63a1\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u3084\u30e2\u30c7\u30eb\u306e\u8efd\u91cf\u5316\u306a\u3069\u306e\u5de5\u592b\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u3061\u3089\u306fColPali\u306e\u6280\u8853\u8a73\u7d30\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u8ad6\u6587\u8a18\u4e8b\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2407.01449\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2407.01449<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u753b\u50cf\u51e6\u7406\u306b\u6d3b\u7528\u3055\u308c\u308b\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb\u3068\u6280\u8853<\/h2>\n\n\n\n\u3053\u3053\u304b\u3089\u306f\u3001\u753b\u50cf\u5bfe\u5fdcRAG\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u9078\u629e\u80a2\u3068\u306a\u308b\u3001\u5177\u4f53\u7684\u306a\u30e2\u30c7\u30eb\u3084\u6280\u8853\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u753b\u50cf\u691c\u7d22\u30e2\u30c7\u30eb\u300cCLIP\u300d<\/li>\n\n\n\n<li>\u6587\u66f8\u753b\u50cf\u691c\u7d22\u300cColQwen2\u300d\u300cColPali\u300d<\/li>\n\n\n\n<li>OCR\u6280\u8853\u3068LLM\u306e\u7d44\u307f\u5408\u308f\u305b<\/li>\n<\/ul>\n\n\n\n\u6280\u8853\u306e\u9032\u5316\u306f\u65e9\u3044\u305f\u3081\u3001\u305d\u308c\u305e\u308c\u306e\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u3092\u5f97\u610f\u3068\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n\u305d\u308c\u3067\u306f\u30011\u3064\u305a\u3064\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u691c\u7d22\u30e2\u30c7\u30eb\u300cCLIP\u300d\u306e\u7279\u5fb4\u3068\u6d3b\u7528\u6cd5<\/h3>\n\n\n\nCLIP\uff08Contrastive Language-Image Pre-Training\uff09\u306f\u3001OpenAI\u304c\u958b\u767a\u3057\u305f\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u95a2\u9023\u4ed8\u3051\u308b\u305f\u3081\u306e\u57fa\u76e4\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u5927\u91cf\u306e\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u30da\u30a2\u3092\u5b66\u7fd2\u3057\u3066\u304a\u308a\u3001\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u540c\u3058\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\nRAG\u306e\u6587\u8108\u3067\u306f\u3001\u4e3b\u306b\u300c\u753b\u50cf\u691c\u7d22\u300d\u306e\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\nCLIP\u3092\u6d3b\u7528\u3059\u308b\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u305d\u306e\u6c4e\u7528\u6027\u306e\u9ad8\u3055\u3068\u624b\u8efd\u3055\u3067\u3059\u3002<\/p>\n\n\n\n\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u80fd\u529b\u304c\u9ad8\u3044\u305f\u3081\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8ffd\u52a0\u5b66\u7fd2\u3092\u884c\u308f\u306a\u304f\u3066\u3082\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u7cbe\u5ea6\u3067\u753b\u50cf\u3092\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u4f8b\u3048\u3070\u3001\u300c\u4f1a\u8b70\u4e2d\u306e\u30aa\u30d5\u30a3\u30b9\u306e\u5199\u771f\u300d\u3068\u3044\u3046\u30c6\u30ad\u30b9\u30c8\u30af\u30a8\u30ea\u3092\u6295\u3052\u308b\u3060\u3051\u3067\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u753b\u50cf\u304b\u3089\u8a72\u5f53\u3059\u308b\u30b7\u30fc\u30f3\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n\u5b9f\u88c5\u3082\u6bd4\u8f03\u7684\u5bb9\u6613\u3067\u3001\u591a\u304f\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304cCLIP\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u305f\u3060\u3057\u3001CLIP\u306f\u4e00\u822c\u7684\u306a\u5199\u771f\u3084\u7269\u4f53\u8a8d\u8b58\u306b\u306f\u5f37\u3044\u3067\u3059\u304c\u3001\u6587\u5b57\u304c\u3073\u3063\u3057\u308a\u3068\u66f8\u304b\u308c\u305f\u6587\u66f8\u3084\u3001\u5c02\u9580\u7684\u306a\u56f3\u9762\u306e\u8a73\u7d30\u306a\u5185\u5bb9\u3092\u7406\u89e3\u3059\u308b\u306e\u306f\u82e6\u624b\u3068\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u305d\u306e\u305f\u3081\u3001\u6587\u66f8\u691c\u7d22RAG\u3068\u3044\u3046\u3088\u308a\u306f\u3001\u5199\u771f\u7d20\u6750\u306e\u691c\u7d22\u3084\u3001\u88fd\u54c1\u30ab\u30bf\u30ed\u30b0\u306e\u30d3\u30b8\u30e5\u30a2\u30eb\u691c\u7d22\u3068\u3044\u3063\u305f\u7528\u9014\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6587\u66f8\u753b\u50cf\u691c\u7d22\u306b\u7279\u5316\u3057\u305f\u300cColQwen2\u300d\u300cColPali\u300d\u7b49\u306e\u6700\u65b0\u6280\u8853<\/h3>\n\n\n\n2024\u5e74\u5f8c\u534a\u304b\u30892025\u5e74\u306b\u304b\u3051\u3066\u6025\u901f\u306b\u666e\u53ca\u3057\u305f\u306e\u304c\u3001ColPali\u3084ColQwen2\u3068\u3044\u3063\u305f\u300c\u8996\u899a\u7684\u6587\u66f8\u691c\u7d22\uff08Visual Document Retrieval\uff09\u300d\u306b\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u3089\u306f\u3001PDF\u3084\u30b9\u30e9\u30a4\u30c9\u8cc7\u6599\u3092\u300c\u30c6\u30ad\u30b9\u30c8\u300d\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u30da\u30fc\u30b8\u5168\u4f53\u306e\u300c\u753b\u50cf\uff08Visual Tokens\uff09\u300d\u3068\u3057\u3066\u51e6\u7406\u3059\u308b\u753b\u671f\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u5f93\u6765\u306e\u624b\u6cd5\u3067\u306f\u3001PDF\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3059\u308b\u969b\u306b\u30ec\u30a4\u30a2\u30a6\u30c8\u304c\u5d29\u308c\u3001\u610f\u5473\u304c\u901a\u3058\u306a\u304f\u306a\u308b\u3053\u3068\u304c\u591a\u3005\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n\u3057\u304b\u3057\u3001ColPali\u306a\u3069\u306e\u30e2\u30c7\u30eb\u306f\u3001Vision Transformer\u3092\u7528\u3044\u3066\u30da\u30fc\u30b8\u5168\u4f53\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3059\u308b\u305f\u3081\u3001\u898b\u51fa\u3057\u306e\u5927\u304d\u3055\u3001\u56f3\u306e\u4f4d\u7f6e\u3001\u8868\u306e\u69cb\u9020\u3068\u3044\u3063\u305f\u8996\u899a\u60c5\u5831\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u30d9\u30af\u30c8\u30eb\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u53f3\u4e0a\u306e\u30b0\u30e9\u30d5\u304c\u793a\u3057\u3066\u3044\u308b\u6570\u5024\u306f\uff1f\u300d\u3068\u3044\u3063\u305f\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306b\u4f9d\u5b58\u3057\u305f\u8cea\u554f\u306b\u3082\u6b63\u78ba\u306b\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u7279\u306b\u4f01\u696d\u306e\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306b\u304a\u3044\u3066\u5f37\u529b\u306a\u6b66\u5668\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u793e\u5185\u898f\u5b9a\u3084\u6280\u8853\u4ed5\u69d8\u66f8\u306a\u3069\u3001\u8907\u96d1\u306a\u30ec\u30a4\u30a2\u30a6\u30c8\u3092\u6301\u3064\u6587\u66f8\u3092RAG\u5316\u3059\u308b\u5834\u5408\u3001\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u306e\u5de5\u7a0b\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u76f4\u63a5\u753b\u50cf\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u524d\u51e6\u7406\u306e\u624b\u9593\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3055\u308c\u308b\u3068\u3068\u3082\u306b\u3001\u691c\u7d22\u7cbe\u5ea6\u3082\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u3061\u3089\u306fColQwen2\u30e2\u30c7\u30eb\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u30da\u30fc\u30b8\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/huggingface.co\/vidore\/colqwen2-v1.0\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/huggingface.co\/vidore\/colqwen2-v1.0<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308bOCR\u6280\u8853\u3068LLM\u306e\u7d44\u307f\u5408\u308f\u305b<\/h3>\n\n\n\n\u6700\u65b0\u306e\u30e2\u30c7\u30eb\u304c\u767b\u5834\u3057\u3066\u3082\u306a\u304a\u3001\u5805\u5b9f\u306a\u624b\u6cd5\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u304cOCR\uff08\u5149\u5b66\u6587\u5b57\u8a8d\u8b58\uff09\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n\u305f\u3060\u3057\u3001\u5358\u306b\u6587\u5b57\u3092\u8aad\u307f\u53d6\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u6700\u8fd1\u3067\u306fLLM\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u9ad8\u5ea6\u306a\u51e6\u7406\u304c\u4e00\u822c\u7684\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\nTesseract\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30a8\u30f3\u30b8\u30f3\u3084\u3001Amazon Textract\u3001Google Cloud Vision API\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3057\u3066\u3001\u307e\u305a\u306f\u753b\u50cf\u5185\u306e\u6587\u5b57\u60c5\u5831\u3092\u5fb9\u5e95\u7684\u306b\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u305d\u306e\u5f8c\u3001\u62bd\u51fa\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306e\u4e71\u308c\u3084\u8aa4\u5b57\u8131\u5b57\u3092\u3001GPT-5\u306a\u3069\u306eLLM\u3092\u7528\u3044\u3066\u88dc\u6b63\u3057\u307e\u3059\u3002<\/p>\n\n\n\n2025\u5e748\u6708\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fGPT-5\u306f\u3001\u8907\u96d1\u306a\u63a8\u8ad6\u80fd\u529b\u3068\u300c\u601d\u8003\u6642\u9593\u300d\u306e\u81ea\u52d5\u5207\u308a\u66ff\u3048\u6a5f\u80fd\u3092\u6301\u3063\u3066\u3044\u308b\u305f\u3081\u3001OCR\u306e\u7d50\u679c\u304c\u591a\u5c11\u5d29\u308c\u3066\u3044\u3066\u3082\u3001\u6587\u8108\u304b\u3089\u6b63\u3057\u3044\u5185\u5bb9\u3092\u63a8\u6e2c\u3057\u3066\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff08Markdown\u3084JSON\uff09\u306b\u6574\u5f62\u3059\u308b\u80fd\u529b\u306b\u9577\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u624b\u6cd5\u306f\u3001\u7279\u306b\u624b\u66f8\u304d\u6587\u5b57\u304c\u542b\u307e\u308c\u308b\u5e33\u7968\u3084\u3001\u975e\u5e38\u306b\u53e4\u3044\u6587\u732e\u306a\u3069\u3092\u30c7\u30b8\u30bf\u30eb\u5316\u3057\u3066RAG\u306b\u7d44\u307f\u8fbc\u3080\u5834\u5408\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n\u753b\u50cf\u3068\u3057\u3066\u306e\u691c\u7d22\u3067\u306f\u306a\u304f\u3001\u3042\u304f\u307e\u3067\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3068\u3057\u3066\u691c\u7d22\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3059\u308b\u5834\u5408\u3001OCR\u3068\u9ad8\u6027\u80fdLLM\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3001\u4f9d\u7136\u3068\u3057\u3066\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u9078\u629e\u80a2\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u753b\u50cf\u5bfe\u5fdcRAG\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5b9f\u88c5\u30b9\u30c6\u30c3\u30d7<\/h2>\n\n\n\n\u3053\u3053\u304b\u3089\u306f\u3001\u5b9f\u969b\u306b\u753b\u50cf\u5bfe\u5fdcRAG\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u624b\u9806\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u8108\u62bd\u51fa\u3068\u524d\u51e6\u7406<\/li>\n\n\n\n<li>Embedding\u751f\u6210\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/li>\n\n\n\n<li>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u9078\u5b9a<\/li>\n\n\n\n<li>LLM\u306e\u8abf\u6574<\/li>\n<\/ul>\n\n\n\n\u5404\u30b9\u30c6\u30c3\u30d7\u3067\u9069\u5207\u306a\u51e6\u7406\u3092\u884c\u308f\u306a\u3044\u3068\u3001\u691c\u7d22\u7cbe\u5ea6\u304c\u4e0a\u304c\u3089\u305a\u3001\u4f7f\u3044\u306b\u304f\u3044\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u305d\u308c\u3067\u306f\u30011\u3064\u305a\u3064\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u30c7\u30fc\u30bf\u304b\u3089\u306e\u6587\u8108\uff08Context\uff09\u62bd\u51fa\u3068\u524d\u51e6\u7406<\/h3>\n\n\n\n\u753b\u50cf\u5bfe\u5fdcRAG\u306b\u304a\u3044\u3066\u3001\u6700\u3082\u91cd\u8981\u304b\u3064\u5de5\u6570\u304c\u304b\u304b\u308b\u306e\u304c\u3053\u306e\u524d\u51e6\u7406\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n\n\nPDF\u306a\u3069\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u753b\u50cf\u3092\u62bd\u51fa\u3059\u308b\u969b\u3001\u5358\u306b\u753b\u50cf\u3092\u5207\u308a\u51fa\u3059\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002<\/p>\n\n\n\n\u305d\u306e\u753b\u50cf\u304c\u300c\u3069\u306e\u7ae0\u306b\u3042\u308b\u306e\u304b\u300d\u300c\u524d\u5f8c\u306e\u672c\u6587\u3067\u306f\u4f55\u304c\u8a9e\u3089\u308c\u3066\u3044\u308b\u306e\u304b\u300d\u3068\u3044\u3046\u6587\u8108\u60c5\u5831\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09\u3092\u7d10\u4ed8\u3051\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u4f8b\u3048\u3070\u3001Unstructured\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5185\u306e\u753b\u50cf\u8981\u7d20\u3068\u30c6\u30ad\u30b9\u30c8\u8981\u7d20\u3092\u5206\u3051\u3066\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u969b\u3001\u753b\u50cf\u306b\u5bfe\u3057\u3066\u524d\u8ff0\u306e\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u751f\u6210\u3092\u884c\u3044\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4ed8\u4e0e\u3057\u3066\u304a\u304f\u624b\u6cd5\u304c\u3088\u304f\u53d6\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001\u8868\uff08\u30c6\u30fc\u30d6\u30eb\uff09\u306b\u95a2\u3057\u3066\u306f\u3001\u753b\u50cf\u3068\u3057\u3066\u6271\u3046\u3088\u308a\u3082HTML\u3084Markdown\u306e\u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f\u306b\u5909\u63db\u3057\u305f\u65b9\u304c\u3001\u5f8c\u6bb5\u306eLLM\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u5834\u5408\u304c\u591a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306b\u5fdc\u3058\u305f\u632f\u308a\u5206\u3051\u51e6\u7406\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u753b\u50cf\u306e\u89e3\u50cf\u5ea6\u3084\u30b5\u30a4\u30ba\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u89e3\u50cf\u5ea6\u304c\u4f4e\u3059\u304e\u308b\u3068\u30e2\u30c7\u30eb\u304c\u5185\u5bb9\u3092\u8a8d\u8b58\u3067\u304d\u307e\u305b\u3093\u3057\u3001\u9ad8\u3059\u304e\u308b\u3068\u51e6\u7406\u8ca0\u8377\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u9069\u5207\u306a\u30b5\u30a4\u30ba\u3078\u306e\u30ea\u30b5\u30a4\u30ba\u3084\u3001\u4e0d\u8981\u306a\u80cc\u666f\u306e\u30c8\u30ea\u30df\u30f3\u30b0\u3068\u3044\u3063\u305f\u753b\u50cf\u51e6\u7406\u3082\u3001\u3053\u306e\u6bb5\u968e\u3067\u81ea\u52d5\u5316\u30b9\u30af\u30ea\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u3093\u3067\u304a\u304f\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u306eEmbedding\uff08\u30d9\u30af\u30c8\u30eb\uff09\u751f\u6210\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210<\/h3>\n\n\n\n\u524d\u51e6\u7406\u304c\u5b8c\u4e86\u3057\u305f\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u30d9\u30af\u30c8\u30eb\u5316\uff08Embedding\uff09\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u753b\u50cf\u3092\u540c\u3058\u30e2\u30c7\u30eb\u3067\u51e6\u7406\u3059\u308b\u304b\u3001\u5225\u3005\u306e\u30e2\u30c7\u30eb\u3067\u51e6\u7406\u3059\u308b\u304b\u3068\u3044\u3046\u6226\u7565\u306e\u6c7a\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\nColPali\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u753b\u50cf\u5316\u3055\u308c\u305f\u30da\u30fc\u30b8\u5168\u4f53\u3092\u305d\u306e\u307e\u307e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u3001\u30de\u30eb\u30c1\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u4e00\u65b9\u3001\u30c6\u30ad\u30b9\u30c8\u691c\u7d22\u3068\u753b\u50cf\u691c\u7d22\u3092\u4f75\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u306ftext-embedding-3-small\u306a\u3069\u3092\u3001\u753b\u50cf\u306b\u306fCLIP\u7cfb\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3044\u3063\u305f\u4f7f\u3044\u5206\u3051\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u3067\u30c6\u30ad\u30b9\u30c8\u7528\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u753b\u50cf\u7528\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u5206\u3051\u3066\u7ba1\u7406\u3057\u3001\u691c\u7d22\u6642\u306b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u7d44\u307f\u5408\u308f\u305b\uff09\u3092\u884c\u3046\u8a2d\u8a08\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6642\u306b\u306f\u3001\u30c1\u30e3\u30f3\u30af\uff08\u5206\u5272\uff09\u30b5\u30a4\u30ba\u306b\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n\u30c6\u30ad\u30b9\u30c8\u3067\u3042\u308c\u3070\u6587\u5b57\u6570\u3067\u5206\u5272\u3057\u307e\u3059\u304c\u3001\u753b\u50cf\u306e\u5834\u5408\u306f\u300c1\u679a\u306e\u56f3\u300d\u3084\u300c1\u30da\u30fc\u30b8\u300d\u304c\u6700\u5c0f\u5358\u4f4d\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u753b\u50cf\u3068\u305d\u306e\u89e3\u8aac\u30c6\u30ad\u30b9\u30c8\u304c\u96e2\u308c\u96e2\u308c\u306b\u306a\u3089\u306a\u3044\u3088\u3046\u3001\u89aa\u5b50\u30c1\u30e3\u30f3\u30af\u69cb\u9020\uff08Parent-Child Indexing\uff09\u3092\u63a1\u7528\u3057\u3001\u691c\u7d22\u6642\u306b\u306f\u753b\u50cf\u3068\u95a2\u9023\u30c6\u30ad\u30b9\u30c8\u3092\u30bb\u30c3\u30c8\u3067\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306e\u304c\u5b9a\u77f3\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u5b9a\u3068\u69cb\u7bc9<\/h3>\n\n\n\n\u753b\u50cf\u5bfe\u5fdcRAG\u3092\u904b\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u306b\u5bfe\u5fdc\u3057\u305f\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u5b9a\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n\nWeaviate\u3001Milvus\u3001Qdrant\u306a\u3069\u306f\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u65e9\u304f\u304b\u3089\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\uff08\u753b\u50cf\u305d\u306e\u3082\u306e\uff09\u306e\u7ba1\u7406\u6a5f\u80fd\u3084\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u304c\u5145\u5b9f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001Azure AI Search\u3084Elasticsearch\u306a\u3069\u306e\u691c\u7d22\u57fa\u76e4\u3082\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u6a5f\u80fd\u304c\u5f37\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u691c\u7d22\u901f\u5ea6\u3001\u305d\u3057\u3066\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n\u5927\u91cf\u306e\u753b\u50cf\u3092\u6271\u3046\u5834\u5408\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u30b5\u30a4\u30ba\u304c\u80a5\u5927\u5316\u3059\u308b\u305f\u3081\u3001\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u3067\u30b9\u30b1\u30fc\u30eb\u3057\u3084\u3059\u3044DB\u304c\u6709\u5229\u3067\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001LlamaIndex\u3084LangChain\u3068\u3044\u3063\u305f\u4e3b\u8981\u306aRAG\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u9023\u643a\u304c\u30b9\u30e0\u30fc\u30ba\u304b\u3069\u3046\u304b\u3082\u3001\u958b\u767a\u52b9\u7387\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u7279\u306bColPali\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u624b\u6cd5\u3092\u63a1\u7528\u3059\u308b\u5834\u5408\u3001\u305d\u306e\u7279\u6b8a\u306a\u30d9\u30af\u30c8\u30eb\u5f62\u5f0f\uff081\u30da\u30fc\u30b8\u306b\u5bfe\u3057\u3066\u8907\u6570\u306e\u30d9\u30af\u30c8\u30eb\u3092\u6301\u3064\u5f62\u5f0f\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u7121\u7406\u306b\u975e\u5bfe\u5fdc\u306eDB\u3092\u4f7f\u304a\u3046\u3068\u3059\u308b\u3068\u3001\u691c\u7d22\u901f\u5ea6\u304c\u8457\u3057\u304f\u4f4e\u4e0b\u3059\u308b\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u3061\u3089\u306fQdrant\u3092\u7528\u3044\u305fColPali\u306e\u5b9f\u88c5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u8a18\u4e8b\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/qdrant.tech\/blog\/qdrant-colpali\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/qdrant.tech\/blog\/qdrant-colpali\/<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u7d22\u7d50\u679c\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308bLLM\u306e\u8abf\u6574<\/h3>\n\n\n\n\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u691c\u7d22\u306b\u3088\u3063\u3066\u53d6\u5f97\u3057\u305f\u753b\u50cf\u3084\u30c6\u30ad\u30b9\u30c8\u3092\u3082\u3068\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u90e8\u5206\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u3053\u3067\u306f\u3001GPT-5\u306a\u3069\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5bfe\u5fdcLLM\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u304c\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u306f\u3001\u300c\u63d0\u4f9b\u3055\u308c\u305f\u753b\u50cf\u3092\u53c2\u8003\u306b\u56de\u7b54\u3059\u308b\u3053\u3068\u300d\u300c\u753b\u50cf\u5185\u306e\u30b0\u30e9\u30d5\u306e\u6570\u5024\u3092\u6839\u62e0\u306b\u3059\u308b\u3053\u3068\u300d\u3068\u3044\u3063\u305f\u5236\u7d04\u3092\u660e\u78ba\u306b\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001\u53c2\u7167\u3057\u305f\u753b\u50cf\u306e\u51fa\u5178\u3092\u660e\u793a\u3055\u305b\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n\u300c\u56f31\u306b\u3088\u308b\u3068\u301c\u300d\u3068\u3044\u3063\u305f\u5f62\u3067\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u5143\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\nGPT-5\u306f\u601d\u8003\u30e2\u30fc\u30c9\u3092\u642d\u8f09\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u300c\u307e\u305a\u753b\u50cf\u5185\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u6b21\u306b\u305d\u306e\u50be\u5411\u3092\u8a00\u8a9e\u5316\u3057\u3001\u6700\u5f8c\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u300d\u3068\u3044\u3046\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u63a8\u8ad6\u3092\u6307\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u56f3\u8868\u89e3\u91c8\u306e\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u306e\u753b\u50cf\u691c\u7d22\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n\u6700\u5f8c\u306b\u3001\u69cb\u7bc9\u3057\u305fRAG\u30b7\u30b9\u30c6\u30e0\u306e\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u9ad8\u3081\u3001\u5b9f\u904b\u7528\u306b\u8010\u3048\u3046\u308b\u54c1\u8cea\u306b\u3059\u308b\u305f\u3081\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56f3\u8868\u8a8d\u8b58\u306e\u5de5\u592b<\/li>\n\n\n\n<li>\u30ce\u30a4\u30ba\u9664\u53bb<\/li>\n\n\n\n<li>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u5bfe\u7b56<\/li>\n<\/ul>\n\n\n\n\u3053\u308c\u3089\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u306f\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u305d\u308c\u3067\u306f\u30011\u3064\u305a\u3064\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56f3\u8868\u3084\u30b0\u30e9\u30d5\u3092\u6b63\u3057\u304f\u8a8d\u8b58\u3055\u305b\u308b\u305f\u3081\u306e\u5de5\u592b<\/h3>\n\n\n\n\u30b0\u30e9\u30d5\u3084\u30c1\u30e3\u30fc\u30c8\u306f\u3001\u753b\u50cf\u3068\u3057\u3066\u305d\u306e\u307e\u307eLLM\u306b\u6e21\u3059\u3088\u308a\u3082\u3001\u4e00\u5ea6\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u305f\u65b9\u304c\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u4f8b\u3048\u3070\u3001\u68d2\u30b0\u30e9\u30d5\u306e\u753b\u50cf\u3092VLM\uff08\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306b\u6e21\u3057\u3066\u300c\u3053\u306e\u30b0\u30e9\u30d5\u306e\u6570\u5024\u3092CSV\u5f62\u5f0f\u3067\u51fa\u529b\u3057\u3066\u300d\u3068\u6307\u793a\u3057\u3001\u305d\u306eCSV\u30c7\u30fc\u30bf\u3092\u6700\u7d42\u7684\u306a\u56de\u7b54\u751f\u6210\u7528\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u542b\u3081\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n\u4eba\u9593\u304c\u898b\u3066\u3082\u5224\u5225\u3057\u306b\u304f\u3044\u8907\u96d1\u306a\u56f3\u306e\u5834\u5408\u306f\u3001\u753b\u50cf\u3092\u30af\u30ed\u30c3\u30d4\u30f3\u30b0\uff08\u5207\u308a\u51fa\u3057\uff09\u3057\u3066\u3001\u6ce8\u76ee\u3059\u3079\u304d\u90e8\u5206\u3060\u3051\u3092\u62e1\u5927\u3057\u3066\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3059\u308b\u3068\u3044\u3046\u30c6\u30af\u30cb\u30c3\u30af\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001\u30b0\u30e9\u30d5\u306e\u30bf\u30a4\u30c8\u30eb\u3084\u8ef8\u306e\u30e9\u30d9\u30eb\u6587\u5b57\u304c\u5c0f\u3055\u3044\u5834\u5408\u3001OCR\u306e\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u539f\u56e0\u306b\u306a\u308b\u305f\u3081\u3001\u524d\u51e6\u7406\u6bb5\u968e\u3067\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u8abf\u6574\u3084\u8d85\u89e3\u50cf\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u3082\u691c\u8a0e\u3059\u3079\u304d\u3067\u3059\u3002<\/p>\n\n\n\n\u300c\u753b\u50cf\u3092\u898b\u305b\u308b\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u753b\u50cf\u304b\u3089\u60c5\u5831\u3092\u7ffb\u8a33\u3057\u3066\u6e21\u3059\u300d\u3068\u3044\u3046\u8996\u70b9\u3092\u6301\u3064\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u7d22\u30ce\u30a4\u30ba\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u30c7\u30fc\u30bf\u306e\u6271\u3044\u65b9<\/h3>\n\n\n\n\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5185\u306b\u306f\u3001\u691c\u7d22\u306b\u3068\u3063\u3066\u4e0d\u8981\u306a\u753b\u50cf\u3082\u5927\u91cf\u306b\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u4f8b\u3048\u3070\u3001\u4f01\u696d\u306e\u30ed\u30b4\u30de\u30fc\u30af\u3001\u30d8\u30c3\u30c0\u30fc\u3084\u30d5\u30c3\u30bf\u30fc\u306e\u88c5\u98fe\u3001\u610f\u5473\u306e\u306a\u3044\u30a2\u30a4\u30b3\u30f3\u306a\u3069\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u3089\u304c\u691c\u7d22\u7d50\u679c\u306b\u6df7\u3056\u308b\u3068\u3001LLM\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u7121\u99c4\u306b\u6d88\u8cbb\u3057\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u4e0b\u3052\u308b\u8981\u56e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6642\u306b\u753b\u50cf\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u753b\u50cf\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3059\u304e\u308b\u3082\u306e\u3084\u3001\u30a2\u30b9\u30da\u30af\u30c8\u6bd4\u304c\u6975\u7aef\u306a\u3082\u306e\uff08\u7d30\u9577\u3044\u7dda\u306a\u3069\uff09\u3092\u9664\u5916\u3059\u308b\u30eb\u30fc\u30eb\u3092\u8a2d\u3051\u308b\u306e\u304c\u7c21\u5358\u3067\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001CLIP\u306a\u3069\u3092\u4f7f\u3063\u3066\u300c\u30ed\u30b4\u300d\u300c\u30a2\u30a4\u30b3\u30f3\u300d\u3068\u3044\u3063\u305f\u30af\u30e9\u30b9\u5206\u985e\u3092\u884c\u3044\u3001\u60c5\u5831\u306e\u4fa1\u5024\u304c\u4f4e\u3044\u3068\u5224\u65ad\u3055\u308c\u305f\u753b\u50cf\u306f\u30d9\u30af\u30c8\u30eb\u5316\u3057\u306a\u3044\u3068\u3044\u3046\u51e6\u7406\u3092\u631f\u3080\u3053\u3068\u3067\u3001\u691c\u7d22\u54c1\u8cea\u3092\u4fdd\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56de\u7b54\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u9632\u3050\u305f\u3081\u306e\u5bfe\u7b56<\/h3>\n\n\n\n\u751f\u6210AI\u7279\u6709\u306e\u5618\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u306f\u3001\u753b\u50cfRAG\u3067\u3082\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u300c\u30b0\u30e9\u30d5\u306b\u306f\u53f3\u80a9\u4e0a\u304c\u308a\u3068\u63cf\u304b\u308c\u3066\u3044\u308b\u306e\u306b\u3001AI\u304c\u6e1b\u5c11\u50be\u5411\u3068\u7b54\u3048\u308b\u300d\u3068\u3044\u3063\u305f\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u3001GPT-5\u306e\u3088\u3046\u306a\u6700\u65b0\u30e2\u30c7\u30eb\u306e\u300c\u63a8\u8ad6\u80fd\u529b\uff08CoT: Chain of Thought\uff09\u300d\u3092\u6d3b\u7528\u3059\u308b\u306e\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u308b\u524d\u306b\u3001\u300c\u753b\u50cf\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u306e\u307f\u3092\u5217\u6319\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u30d5\u30a7\u30fc\u30ba\u3092\u631f\u307f\u3001\u305d\u306e\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u4f5c\u6210\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u601d\u3044\u8fbc\u307f\u306b\u3088\u308b\u751f\u6210\u3092\u6291\u5236\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u307e\u305f\u3001\u56de\u7b54\u306b\u81ea\u4fe1\u304c\u306a\u3044\u5834\u5408\u306f\u300c\u753b\u50cf\u304b\u3089\u306f\u8aad\u307f\u53d6\u308c\u307e\u305b\u3093\u300d\u3068\u6b63\u76f4\u306b\u7b54\u3048\u3055\u305b\u308b\u3088\u3046\u306a\u6307\u793a\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n\u3055\u3089\u306b\u3001\u56de\u7b54\u306e\u6839\u62e0\u3068\u306a\u3063\u305f\u753b\u50cf\u30ea\u30f3\u30af\u3092\u5fc5\u305a\u63d0\u793a\u3055\u305b\u3001\u30e6\u30fc\u30b6\u30fc\u81ea\u8eab\u304c\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u3067\u304d\u308bUI\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u4fe1\u983c\u6027\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u3061\u3089\u306f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebLLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u4fee\u6b63\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f\u8a18\u4e8b\u3067\u3059\u3002 \u5408\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2310.16045\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2310.16045<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f93\u6765\u306eRAG\u306f\u300c\u56f3\u8868\u300d\u304c\u898b\u3048\u3066\u3044\u306a\u3044\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5316\u3067\u5b9f\u73fe\u3059\u308b\u771f\u306e\u30ca\u30ec\u30c3\u30b8\u6d3b\u7528<\/h2>\n\n\n\n\u793e\u5185\u3067RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3092\u5c0e\u5165\u3057\u305f\u3082\u306e\u306e\u3001\u300c\u671f\u5f85\u3057\u305f\u56de\u7b54\u304c\u5f97\u3089\u308c\u306a\u3044\u300d\u300c\u8cc7\u6599\u306e\u4e2d\u306b\u3042\u308b\u30b0\u30e9\u30d5\u3084\u56f3\u9762\u306e\u60c5\u5831\u3092\u7121\u8996\u3057\u3066\u3057\u307e\u3046\u300d\u3068\u3044\u3063\u305f\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u305b\u3093\u304b\uff1f\u5b9f\u306f\u3001\u5f93\u6765\u306e\u30c6\u30ad\u30b9\u30c8\u4e2d\u5fc3\u306eRAG\u3067\u306f\u3001\u4f01\u696d\u306e\u8cb4\u91cd\u306a\u8cc7\u7523\u3067\u3042\u308b\u56f3\u8868\u30c7\u30fc\u30bf\u304c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u5316\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6700\u65b0\u306e\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u753b\u50cf\u3092\u7406\u89e3\u3059\u308b\u300c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u300d\u306e\u5b9f\u88c5\u304c\u3001\u4f01\u696d\u306e\u610f\u601d\u6c7a\u5b9a\u306e\u8cea\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u9375\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306eRAG\u3068\u753b\u50cf\u5bfe\u5fdcRAG\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044\u3068\u3001\u6700\u65b0\u306e\u5b9f\u88c5\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u8b66\u544a\u3011\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u306e\u691c\u7d22\u306f\u3001\u60c5\u5831\u306e\u534a\u5206\u3092\u6368\u3066\u3066\u3044\u308b\u306e\u3068\u540c\u3058<\/h2>\n\n\n\n\u300cPDF\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308c\u3070\u3001AI\u304c\u5168\u3066\u7406\u89e3\u3057\u3066\u304f\u308c\u308b\u300d\u2014\u2014\u3002\u305d\u3046\u4fe1\u3058\u3066\u3044\u308b\u306a\u3089\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u898b\u76f4\u3057\u304c\u5fc5\u8981\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u591a\u304f\u306e\u4f01\u696d\u8cc7\u6599\u3001\u7279\u306b\u88fd\u9020\u696d\u306e\u56f3\u9762\u3084\u91d1\u878d\u6a5f\u95a2\u306e\u30ec\u30dd\u30fc\u30c8\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u4ee5\u4e0a\u306b\u91cd\u8981\u306a\u60c5\u5831\u304c\u300c\u753b\u50cf\u300d\u3068\u3057\u3066\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306eRAG\u306f\u3001\u3053\u308c\u3089\u306e\u8996\u899a\u60c5\u5831\u3092\u8aad\u307f\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u305d\u306e\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30ea\u30b9\u30af\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cd\u8981\u306a\u6570\u5024\u306e\u6b20\u843d\uff1a \u58f2\u4e0a\u63a8\u79fb\u30b0\u30e9\u30d5\u3084\u8a2d\u8a08\u56f3\u306e\u5bf8\u6cd5\u306a\u3069\u3001\u753b\u50cf\u5185\u306e\u6570\u5024\u304c\u691c\u7d22\u5bfe\u8c61\u5916\u306b\u306a\u308b\u3002<\/li>\n\n\n\n<li>\u8aa4\u3063\u305f\u56de\u7b54\u306e\u751f\u6210\uff1a \u56f3\u8868\u306b\u66f8\u304b\u308c\u305f\u6587\u8108\u3092\u7121\u8996\u3057\u3001\u672c\u6587\u306e\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u5224\u65ad\u3059\u308b\u305f\u3081\u3001\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u3092\u5c0e\u304f\u3002<\/li>\n\n\n\n<li>\u30ca\u30ec\u30c3\u30b8\u306e\u6b7b\u8535\uff1a \u691c\u7d22\u306b\u5f15\u3063\u304b\u304b\u3089\u306a\u3044\u305f\u3081\u3001\u305b\u3063\u304b\u304f\u84c4\u7a4d\u3057\u305f\u56f3\u9762\u3084\u30b9\u30e9\u30a4\u30c9\u8cc7\u6599\u304c\u6d3b\u7528\u3055\u308c\u306a\u3044\u3002<\/li>\n<\/ul>\n\n\n\n\u4fbf\u5229\u306aAI\u3092\u5c0e\u5165\u3057\u305f\u3064\u3082\u308a\u304c\u3001\u5b9f\u306f\u91cd\u8981\u306a\u60c5\u5831\u3092\u898b\u843d\u3068\u3059\u300c\u7247\u624b\u843d\u3061\u300d\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n\u5f15\u7528\u5143\uff1a<\/p>\n\n\n\n2024\u5e74\u5f8c\u534a\u304b\u30892025\u5e74\u306b\u304b\u3051\u305f\u751f\u6210AI\u958b\u767a\u306e\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u306b\u304a\u3044\u3066\u3001ColPali\u3084GPT-5\u306a\u3069\u306e\u30e2\u30c7\u30eb\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u8996\u899a\u60c5\u5831\u3092\u76f4\u63a5\u51e6\u7406\u3059\u308b\u300cVisual Document Retrieval\u300d\u306e\u91cd\u8981\u6027\u304c\u6025\u901f\u306b\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\uff08\u6700\u65b0\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u6280\u8853\u52d5\u5411\u3088\u308a\uff09<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u5b9f\u8df5\u3011AI\u306b\u300c\u76ee\u300d\u3092\u6301\u305f\u305b\u308b3\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/h2>\n\n\n\n\u3067\u306f\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u3066RAG\u306b\u753b\u50cf\u3092\u7406\u89e3\u3055\u305b\u308c\u3070\u3088\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u6210\u529f\u3057\u3066\u3044\u308b\u958b\u767a\u73fe\u5834\u3067\u306f\u3001\u30b3\u30b9\u30c8\u3084\u76ee\u7684\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u624b\u6cd5\u3092\u9078\u629e\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u4eca\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u300c\u8996\u899a\u300d\u3092\u4e0e\u3048\u308b\u305f\u3081\u306e\u4ee3\u8868\u7684\u306a3\u3064\u306e\u624b\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u30a2\u30d7\u30ed\u30fc\u30c1\u2460\uff1a\u753b\u50cf\u3092\u300c\u8a00\u8449\u300d\u306b\u7ffb\u8a33\u3057\u3066\u691c\u7d22\u3059\u308b<\/strong><\/p>\n\n\n\n\u6700\u3082\u624b\u8efd\u306a\u65b9\u6cd5\u306f\u3001\u753b\u50cf\u3092\u4e00\u5ea6\u30c6\u30ad\u30b9\u30c8\u306e\u8aac\u660e\u6587\uff08\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\uff09\u306b\u5909\u63db\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u3059\u3002GPT-4o\u306a\u3069\u306e\u30e2\u30c7\u30eb\u306b\u300c\u3053\u306e\u753b\u50cf\u306f\u4f55\u3092\u8868\u3057\u3066\u3044\u308b\u304b\uff1f\u300d\u3068\u8aac\u660e\u3055\u305b\u3001\u305d\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u3053\u308c\u306b\u3088\u308a\u3001\u65e2\u5b58\u306e\u30c6\u30ad\u30b9\u30c8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u5927\u304d\u304f\u6539\u4fee\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u753b\u50cf\u306e\u6982\u8981\u3092\u30d2\u30c3\u30c8\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u8907\u96d1\u306a\u56f3\u9762\u306e\u8a73\u7d30\u307e\u3067\u306f\u8a00\u8a9e\u5316\u3057\u304d\u308c\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u70b9\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n\u30a2\u30d7\u30ed\u30fc\u30c1\u2461\uff1a\u753b\u50cf\u3068\u30c6\u30ad\u30b9\u30c8\u3092\u300c\u540c\u3058\u7269\u5dee\u3057\u300d\u3067\u6e2c\u308b<\/strong><\/p>\n\n\n\n\u300c\u9752\u3044\u7a7a\u300d\u3068\u3044\u3046\u8a00\u8449\u3068\u300c\u7a7a\u306e\u5199\u771f\u300d\u3092AI\u306e\u4e2d\u3067\u8fd1\u3065\u3051\u308b\u6280\u8853\u3001\u305d\u308c\u304cCLIP\u306a\u3069\u3092\u6d3b\u7528\u3057\u305f\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3078\u306e\u57cb\u3081\u8fbc\u307f\u3067\u3059\u3002<\/p>\n\n\n\n\u3053\u306e\u624b\u6cd5\u3092\u4f7f\u3048\u3070\u3001\u8a00\u8449\u3067\u753b\u50cf\u3092\u691c\u7d22\u3057\u305f\u308a\u3001\u753b\u50cf\u304b\u3089\u95a2\u9023\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u63a2\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u30a2\u30d1\u30ec\u30eb\u3084\u30c7\u30b6\u30a4\u30f3\u306a\u3069\u3001\u8a00\u8449\u306b\u3057\u306b\u304f\u3044\u300c\u96f0\u56f2\u6c17\u300d\u3084\u300c\u5f62\u72b6\u300d\u3092\u691c\u7d22\u3057\u305f\u3044\u5834\u5408\u306b\u3001\u5287\u7684\u306a\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u30a2\u30d7\u30ed\u30fc\u30c1\u2462\uff1aAI\u306b\u8cc7\u6599\u3092\u300c\u305d\u306e\u307e\u307e\u300d\u898b\u305b\u308b<\/strong><\/p>\n\n\n\n\u73fe\u5728\u3001\u6700\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001\u8cc7\u6599\u3092\u753b\u50cf\u3068\u3057\u3066\u305d\u306e\u307e\u307eAI\u306b\u51e6\u7406\u3055\u305b\u308bVLM\uff08\u8996\u899a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306e\u6d3b\u7528\u3067\u3059\u3002ColPali\u306a\u3069\u306e\u6700\u65b0\u30e2\u30c7\u30eb\u306f\u3001\u30da\u30fc\u30b8\u5168\u4f53\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u3084\u56f3\u8868\u306e\u4f4d\u7f6e\u95a2\u4fc2\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u7406\u89e3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\u300c\u53f3\u4e0a\u306e\u30b0\u30e9\u30d5\u306e\u6570\u5024\u306f\uff1f\u300d\u3068\u3044\u3063\u305f\u8cea\u554f\u306b\u3082\u6b63\u78ba\u306b\u7b54\u3048\u3089\u308c\u308b\u305f\u3081\u3001\u8907\u96d1\u306a\u4ed5\u69d8\u66f8\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u6271\u3046\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u3001\u307e\u3055\u306b\u6700\u5f37\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n\u4f01\u696d\u306f\u52b4\u50cd\u529b\u4e0d\u8db3\u3084\u696d\u52d9\u52b9\u7387\u5316\u306e\u8ab2\u984c\u3092\u62b1\u3048\u308b\u4e2d\u3067\u3001\u751f\u6210AI\u306e\u6d3b\u7528\u304cDX\u63a8\u9032\u3084\u696d\u52d9\u6539\u5584\u306e\u5207\u308a\u672d\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\u3057\u304b\u3057\u3001\u5b9f\u969b\u306b\u306f\u300c\u3069\u3053\u304b\u3089\u624b\u3092\u4ed8\u3051\u308c\u3070\u3044\u3044\u304b\u308f\u304b\u3089\u306a\u3044\u300d\u300c\u793e\u5185\u306bAI\u30ea\u30c6\u30e9\u30b7\u30fc\u3092\u6301\u3064\u4eba\u6750\u304c\u3044\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u7406\u7531\u3067\u3001\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u3044\u3068\u611f\u3058\u308b\u4f01\u696d\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n\u305d\u3053\u3067\u304a\u3059\u3059\u3081\u3057\u305f\u3044\u306e\u304c\u3001Taskhub \u3067\u3059\u3002<\/p>\n\n\n\nTaskhub\u306f\u65e5\u672c\u521d\u306e\u30a2\u30d7\u30ea\u578b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63a1\u7528\u3057\u3001200\u7a2e\u985e\u4ee5\u4e0a\u306e\u5b9f\u7528\u7684\u306aAI\u30bf\u30b9\u30af\u3092\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3057\u305f\u751f\u6210AI\u6d3b\u7528\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n\u305f\u3068\u3048\u3070\u3001\u30e1\u30fc\u30eb\u4f5c\u6210\u3084\u8b70\u4e8b\u9332\u4f5c\u6210\u3001\u753b\u50cf\u304b\u3089\u306e\u6587\u5b57\u8d77\u3053\u3057\u3001\u3055\u3089\u306b\u30ec\u30dd\u30fc\u30c8\u81ea\u52d5\u751f\u6210\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u52d9\u3092\u300c\u30a2\u30d7\u30ea\u300d\u3068\u3057\u3066\u9078\u3076\u3060\u3051\u3067\u3001\u8ab0\u3067\u3082\u76f4\u611f\u7684\u306bAI\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u3057\u304b\u3082\u3001Azure OpenAI Service\u3092\u57fa\u76e4\u306b\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u4e07\u5168\u3067\u3001\u60c5\u5831\u6f0f\u3048\u3044\u306e\u5fc3\u914d\u3082\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n\u3055\u3089\u306b\u3001AI\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u306b\u3088\u308b\u624b\u539a\u3044\u5c0e\u5165\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308b\u305f\u3081\u3001\u300c\u4f55\u3092\u3069\u3046\u4f7f\u3048\u3070\u3044\u3044\u306e\u304b\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u521d\u5fc3\u8005\u4f01\u696d\u3067\u3082\u5b89\u5fc3\u3057\u3066\u30b9\u30bf\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n\u5c0e\u5165\u5f8c\u3059\u3050\u306b\u52b9\u679c\u3092\u5b9f\u611f\u3067\u304d\u308b\u8a2d\u8a08\u306a\u306e\u3067\u3001\u8907\u96d1\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u9ad8\u5ea6\u306aAI\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u3059\u3050\u306b\u696d\u52d9\u52b9\u7387\u5316\u304c\u56f3\u308c\u308b\u70b9\u304c\u5927\u304d\u306a\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n\u307e\u305a\u306f\u3001Taskhub\u306e\u6d3b\u7528\u4e8b\u4f8b\u3084\u6a5f\u80fd\u3092\u8a73\u3057\u304f\u307e\u3068\u3081\u305f\u3010\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u3011\u3092\u7121\u6599\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\nTaskhub\u3067\u201c\u6700\u901f\u306e\u751f\u6210AI\u6d3b\u7528\u201d\u3092\u4f53\u9a13\u3057\u3001\u5fa1\u793e\u306eDX\u3092\u4e00\u6c17\u306b\u52a0\u901f\u3055\u305b\u307e\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"author":10,"featured_media":14394,"template":"","tool_tag":[],"ai_tag":[67,68],"class_list":["post-14392","useful","type-useful","status-publish","has-post-thumbnail","hentry","ai_tag-ai_tools","ai_tag-ai_usecases"],"acf":[],"aioseo_notices":[],"yoast_head":"\n<title>RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b - Taskhub<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/taskhub.jp\/?useful=rag-image\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b - Taskhub\" \/>\n<meta property=\"og:description\" content=\"\u300cRAG\u3092\u69cb\u7bc9\u3057\u305f\u3051\u308c\u3069\u3001\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3057\u304b\u691c\u7d22\u3067\u304d\u305a\u306b\u56f3\u8868\u3084\u30b0\u30e9\u30d5\u306e\u5185\u5bb9\u304c\u7121\u8996\u3055\u308c\u3066\u3057\u307e\u3046\u300d \u300cPDF\u8cc7\u6599\u306e\u4e2d\u306b\u3042\u308b\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u542b\u3081\u308b\u306b\u306f\u3001\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u306e\uff1f\u300d \u3053\u3046\u3044\u3063\u305f\u6280\u8853\u7684\u306a\u8ab2\u984c\u3084\u60a9\u307f\u3092\u6301\u3063\u3066\u3044\u308b\u30a8\u30f3\u30b8\u30cb […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/taskhub.jp\/?useful=rag-image\" \/>\n<meta property=\"og:site_name\" content=\"Taskhub\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-05T00:35:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data1\" content=\"32\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/taskhub.jp\/?useful=rag-image\",\"url\":\"https:\/\/taskhub.jp\/?useful=rag-image\",\"name\":\"RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b - Taskhub\",\"isPartOf\":{\"@id\":\"https:\/\/taskhub.jp\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/taskhub.jp\/?useful=rag-image#primaryimage\"},\"image\":{\"@id\":\"https:\/\/taskhub.jp\/?useful=rag-image#primaryimage\"},\"thumbnailUrl\":\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png\",\"datePublished\":\"2025-12-10T03:01:00+00:00\",\"dateModified\":\"2025-12-05T00:35:30+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/taskhub.jp\/?useful=rag-image#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/taskhub.jp\/?useful=rag-image\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/taskhub.jp\/?useful=rag-image#primaryimage\",\"url\":\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png\",\"contentUrl\":\"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/taskhub.jp\/?useful=rag-image#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u30c8\u30c3\u30d7\",\"item\":\"https:\/\/taskhub.jp\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u304a\u5f79\u7acb\u3061\u60c5\u5831\",\"item\":\"https:\/\/taskhub.jp\/?post_type=useful\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/taskhub.jp\/#website\",\"url\":\"https:\/\/taskhub.jp\/\",\"name\":\"Taskhub\",\"description\":\"\u751f\u6210AI\u306e\u65b0\u3057\u3044\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/taskhub.jp\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"}]}<\/script>\n","yoast_head_json":{"title":"RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b - Taskhub","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/taskhub.jp\/?useful=rag-image","og_locale":"ja_JP","og_type":"article","og_title":"RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b - Taskhub","og_description":"\u300cRAG\u3092\u69cb\u7bc9\u3057\u305f\u3051\u308c\u3069\u3001\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3057\u304b\u691c\u7d22\u3067\u304d\u305a\u306b\u56f3\u8868\u3084\u30b0\u30e9\u30d5\u306e\u5185\u5bb9\u304c\u7121\u8996\u3055\u308c\u3066\u3057\u307e\u3046\u300d \u300cPDF\u8cc7\u6599\u306e\u4e2d\u306b\u3042\u308b\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u542b\u3081\u308b\u306b\u306f\u3001\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u306e\uff1f\u300d \u3053\u3046\u3044\u3063\u305f\u6280\u8853\u7684\u306a\u8ab2\u984c\u3084\u60a9\u307f\u3092\u6301\u3063\u3066\u3044\u308b\u30a8\u30f3\u30b8\u30cb […]","og_url":"https:\/\/taskhub.jp\/?useful=rag-image","og_site_name":"Taskhub","article_modified_time":"2025-12-05T00:35:30+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"32\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/taskhub.jp\/?useful=rag-image","url":"https:\/\/taskhub.jp\/?useful=rag-image","name":"RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b - Taskhub","isPartOf":{"@id":"https:\/\/taskhub.jp\/#website"},"primaryImageOfPage":{"@id":"https:\/\/taskhub.jp\/?useful=rag-image#primaryimage"},"image":{"@id":"https:\/\/taskhub.jp\/?useful=rag-image#primaryimage"},"thumbnailUrl":"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png","datePublished":"2025-12-10T03:01:00+00:00","dateModified":"2025-12-05T00:35:30+00:00","breadcrumb":{"@id":"https:\/\/taskhub.jp\/?useful=rag-image#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/taskhub.jp\/?useful=rag-image"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/taskhub.jp\/?useful=rag-image#primaryimage","url":"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png","contentUrl":"https:\/\/taskhub.jp\/wp-content\/uploads\/2025\/12\/\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9-\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-1-8.png","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/taskhub.jp\/?useful=rag-image#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u30c8\u30c3\u30d7","item":"https:\/\/taskhub.jp\/"},{"@type":"ListItem","position":2,"name":"\u304a\u5f79\u7acb\u3061\u60c5\u5831","item":"https:\/\/taskhub.jp\/?post_type=useful"},{"@type":"ListItem","position":3,"name":"RAG\u3067\u753b\u50cf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3068\u306f\uff1f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u306e\u5b9f\u88c5\u624b\u6cd5\u3068\u4e8b\u4f8b"}]},{"@type":"WebSite","@id":"https:\/\/taskhub.jp\/#website","url":"https:\/\/taskhub.jp\/","name":"Taskhub","description":"\u751f\u6210AI\u306e\u65b0\u3057\u3044\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/taskhub.jp\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"}]}},"_links":{"self":[{"href":"https:\/\/taskhub.jp\/index.php?rest_route=\/wp\/v2\/useful\/14392","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/taskhub.jp\/index.php?rest_route=\/wp\/v2\/useful"}],"about":[{"href":"https:\/\/taskhub.jp\/index.php?rest_route=\/wp\/v2\/types\/useful"}],"author":[{"embeddable":true,"href":"https:\/\/taskhub.jp\/index.php?rest_route=\/wp\/v2\/users\/10"}],"version-history":[{"count":1,"href":"https:\/\/taskhub.jp\/index.php?rest_route=\/wp\/v2\/useful\/14392\/revisions"}],"predecessor-version":[{"id":14395,"href":"https:\/\/taskhub.jp\/index.php?rest_route=\/wp\/v2\/useful\/14392\/revisions\/14395"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/taskhub.jp\/index.php?rest_route=\/wp\/v2\/media\/14394"}],"wp:attachment":[{"href":"https:\/\/taskhub.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14392"}],"wp:term":[{"taxonomy":"tool_tag","embeddable":true,"href":"https:\/\/taskhub.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftool_tag&post=14392"},{"taxonomy":"ai_tag","embeddable":true,"href":"https:\/\/taskhub.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fai_tag&post=14392"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}