{"id":267,"date":"2024-06-28T13:36:39","date_gmt":"2024-06-28T04:36:39","guid":{"rendered":"https:\/\/havas.jp\/?p=267"},"modified":"2024-06-28T13:58:35","modified_gmt":"2024-06-28T04:58:35","slug":"rag%e3%81%a3%e3%81%a6%e4%bd%95%ef%bc%9f%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84%e3%81%af%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/havas.jp\/?p=267","title":{"rendered":"RAG\u3063\u3066\u4f55\uff1f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u306f\uff1f"},"content":{"rendered":"

\u9032\u5316\u304c\u975e\u5e38\u306b\u901f\u3044AI\u696d\u754c\u3067\u3059\u304c\u3001\u6700\u8fd1\u306fRAG (\u691c\u7d22\u62e1\u5f35\u751f\u6210) \u3092\u884c\u3048\u308b\u30b5\u30fc\u30d3\u30b9\u304c\u3058\u308f\u3058\u308f\u3068\u6d3b\u767a\u306b\u306a\u3063\u3066\u3044\u308b\u5370\u8c61\u3067\u3059\u3002<\/p>\n

 <\/p>\n

\u4eca\u65e5\u306f\u305d\u3093\u306aRAG\u306b\u3064\u3044\u3066\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u3092\u8ff0\u3079\u308b\u5f62\u3067\u89e3\u8aac\u3057\u3001\u5b9f\u969b\u306bRAG\u304c\u624b\u8efd\u306b\u884c\u3048\u308b\u30b5\u30fc\u30d3\u30b9\u3082\u3054\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002
\n\u3057\u3070\u3057\u304a\u4ed8\u304d\u5408\u3044\u304f\u3060\u3055\u3044\u3002<\/p>\n

(\u53c2\u7167\u8a18\u4e8b)
\nhttps:\/\/leapwell.co.jp\/tech_column\/blog-finetuning-vs-rag<\/a><\/p>\n

\u25fc\ufe0e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3064\u3044\u3066<\/h3>\n

\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u306e\u65b9\u304c\u8033\u99b4\u67d3\u307f\u306e\u3042\u308b\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n

\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001AI\u30e2\u30c7\u30eb\u306b\u65b0\u3057\u3044\u77e5\u8b58\u3084\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b66\u7fd2\u3055\u305b\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092AI\u306b\u5b66\u7fd2\u3055\u305b\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u65e2\u5b58\u306e\u77e5\u8b58\u3092\u57fa\u306b\u65b0\u3057\u3044\u60c5\u5831\u3092\u7fd2\u5f97\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u5c0f\u51fa\u3057\u3067\u30d5\u30e9\u30a4\u30f3\u30b0\u3067\u3059\u304c\u3001RAG\u3067\u306f\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u77e5\u80fd\u306f\u5909\u308f\u3089\u306a\u3044\u306e\u306b\u5bfe\u3057\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u901a\u3058\u3066\u65b0\u3057\u3044\u77e5\u8b58\u3092\u81ea\u8eab\u306e\u7d4c\u9a13\u3068\u3057\u3066\u53d6\u308a\u5165\u308c\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u77e5\u80fd\u3082\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5411\u3051\u3066\u5909\u5316\u3057\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u4e00\u756a\u5927\u5909\u306a\u306e\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3084\u5b66\u7fd2\u6642\u9593\u3068\u8cbb\u7528\u304c\u5fc5\u8981\u306a\u3053\u3068\u3067\u3059\u3002
\nOpenAI\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u306b\u3088\u308c\u3070\u3001<\u5f79\u5272 \/ \u8cea\u554f \/ \u56de\u7b54> \u306e\u5f62\u5f0f\u3067\u5c11\u306a\u304f\u3068\u308250\u500b\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\n\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5b66\u7fd2\u7d50\u679c\u3092\u898b\u306a\u304c\u3089\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u305f\u3081\u306e\u8abf\u6574\u3084\u624b\u9593\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

\u25fc\ufe0eRAG\u306b\u3064\u3044\u3066<\/h3>\n

RAG\u306f\u3001\u4e8b\u524d\u306b\u7528\u610f\u3055\u308c\u305f\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u30d5\u30a1\u30a4\u30eb\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n

\u8cea\u554f\u5185\u5bb9\u304c\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u3044\u308c\u3070\u3001RAG\u306f\u9069\u5207\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u8cea\u554f\u306b\u5bfe\u3057\u3066\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30de\u30cb\u30e5\u30a2\u30eb\u304b\u3089\u81ea\u52d5\u7684\u306b\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n

\u3082\u3063\u3068\u5177\u4f53\u7684\u306b\u8a00\u3048\u3070\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4e0e\u3048\u3089\u308c\u305f\u969b\u306b\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u90e8\u5206\u3092\u30de\u30cb\u30e5\u30a2\u30eb\u5185\u304b\u3089\u691c\u7d22\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u8ffd\u52a0\u3057\u3066\u304b\u3089\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u624b\u6cd5\u3067\u3059\u3002<\/p>\n

\"\"<\/p>\n

RAG\u306b\u306f\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3082\u3061\u308d\u3093\u6b20\u70b9\u3082\u5b58\u5728\u3057\u307e\u3059\u3002
\n\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u5358\u306b\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u53c2\u7167\u3057\u3066\u95a2\u9023\u60c5\u5831\u3092\u63a2\u3057\u51fa\u3057\u3066\u3044\u308b\u3060\u3051\u3067\u3042\u308b\u305f\u3081\u3001\u56de\u7b54\u306e\u8cea\u306f\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u5185\u5bb9\u3068\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7cbe\u5ea6\u306b\u3069\u3046\u3057\u3066\u3082\u4f9d\u5b58\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n

\u3057\u304b\u3057\u306a\u304c\u3089\u3001(\u72b6\u6cc1\u3068\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u305f\u4f7f\u3044\u5206\u3051\u306f\u5fc5\u8981\u3067\u3059\u304c\u3001) \u6bd4\u8f03\u7684RAG\u306e\u65b9\u304c\u30cf\u30fc\u30c9\u30eb\u304c\u4f4e\u3044\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3059\u306d\u3002<\/p>\n

 <\/p>\n

\u25fc\ufe0eRAG\u3092\u884c\u3048\u308b\u30b5\u30fc\u30d3\u30b9<\/h3>\n

\u6700\u5f8c\u306bRAG\u304c\u884c\u3048\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u4e00\u3064\u7d39\u4ecb\u3057\u3066\u7d42\u308f\u308a\u306b\u3057\u307e\u3059\u3002<\/p>\n

\u5148\u65e5\u4e16\u306b\u51fa\u3066\u304d\u305f\u300cNotebookLM\u300d\u3068\u3044\u3046\u30b5\u30fc\u30d3\u30b9\u3092\u3054\u5b58\u77e5\u3067\u3057\u3087\u3046\u304b\u3002
\nhttps:\/\/notebooklm.google\/<\/a><\/p>\n

Google\u304c\u51fa\u3057\u3066\u3044\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u624b\u8efd\u306bRAG\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\u30fb\u5de6\u5074\u300c\u30bd\u30fc\u30b9\u300d\u306b\u30d7\u30e9\u30b9 (+) \u30de\u30fc\u30af\u304b\u3089\u30d5\u30a1\u30a4\u30eb\u3092\u8ffd\u52a0\u3059\u308b
\n\u30fb\u30c1\u30e3\u30c3\u30c8\u3067\u8cea\u554f\u3092\u6295\u3052\u308b<\/p>\n

\u3084\u308b\u3053\u3068\u306f\u6700\u4f4e\u9650\u3053\u308c\u3060\u3051\u3067\u3059\u3002<\/p>\n

\u8fd4\u3063\u3066\u304d\u305f\u56de\u7b54\u306b\u306f\u756a\u53f7\u304c\u632f\u3089\u308c\u3066\u3044\u3066\u3001\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3069\u3053\u3092\u53c2\u7167\u3057\u305f\u306e\u304b\u30cf\u30a4\u30e9\u30a4\u30c8\u3067\u78ba\u8a8d\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\"\" \"\"<\/p>\n

\u8a73\u7d30\u3084\u3082\u3063\u3068\u5177\u4f53\u7684\u306a\u6a5f\u80fd\u30fb\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u306b\u826f\u304f\u307e\u3068\u307e\u3063\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n

https:\/\/weel.co.jp\/media\/innovator\/notebooklm\/<\/a><\/p>\n

\u4eca\u56de\u3082\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"

\u9032\u5316\u304c\u975e\u5e38\u306b\u901f\u3044AI\u696d\u754c\u3067\u3059\u304c\u3001\u6700\u8fd1\u306fRAG (\u691c\u7d22\u62e1\u5f35\u751f\u6210) \u3092\u884c\u3048\u308b\u30b5\u30fc\u30d3\u30b9\u304c\u3058\u308f\u3058\u308f\u3068\u6d3b\u767a\u306b\u306a\u3063\u3066\u3044\u308b\u5370\u8c61\u3067\u3059\u3002   \u4eca\u65e5\u306f\u305d\u3093\u306aRAG\u306b\u3064\u3044\u3066\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u3092\u8ff0\u3079\u308b\u5f62\u3067\u89e3\u8aac\u3057\u3001\u5b9f\u969b\u306bRA … <\/p>\n

“RAG\u3063\u3066\u4f55\uff1f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306e\u9055\u3044\u306f\uff1f” \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":4,"featured_media":275,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"cybocfi_hide_featured_image":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-267","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts\/267","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=267"}],"version-history":[{"count":5,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts\/267\/revisions"}],"predecessor-version":[{"id":279,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/posts\/267\/revisions\/279"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=\/wp\/v2\/media\/275"}],"wp:attachment":[{"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=267"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=267"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/havas.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=267"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}