{"version":"1.0","provider_name":"UX TIMES","provider_url":"https:\/\/uxdaystokyo.com\/articles","author_name":"\u5927\u672c \u3042\u304b\u306d","author_url":"https:\/\/uxdaystokyo.com\/articles\/author\/akaneohmoto\/","title":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0 | UX TIMES","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"vcsxTj6u9D\"><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/fine-tuning\/\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/fine-tuning\/embed\/#?secret=vcsxTj6u9D\" width=\"600\" height=\"338\" title=\"&#8220;\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0&#8221; &#8212; UX TIMES\" data-secret=\"vcsxTj6u9D\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! 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sourceURL=https:\/\/uxdaystokyo.com\/articles\/wp-includes\/js\/wp-embed.min.js\n<\/script>\n","thumbnail_url":"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/09\/fine-tuning.png","thumbnail_width":1080,"thumbnail_height":1080,"description":"\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3001\u3059\u3067\u306b\u5b66\u7fd2\u6e08\u307f\u306e\u91cd\u307f\u3092\u57fa\u76e4\u3068\u3057\u306a\u304c\u3089\u3001\u65b0\u305f\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8ffd\u52a0\u3057\u3066\u518d\u5b66\u7fd2\u3092\u884c\u3044\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u9818\u57df\u306b\u6700\u9069\u5316\u3059\u308b\u624b\u6cd5\u3067\u3042\u308b\u3002 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\u3092\u767a\u8868\u3057\u305fGoogle\u306e\u7814\u7a76\u8005\u305f\u3061\uff08Jacob Devlin\u3089\uff09\u304c\u793a\u3057\u305f\u300c\u4e8b\u524d\u5b66\u7fd2\uff0b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u306e\u67a0\u7d44\u307f\u304c\u73fe\u5728\u306e\u4e3b\u6d41\u3092\u7bc9\u3044\u305f\u3068\u3055\u308c\u3066\u3044\u308b\u3002  \u30c7\u30b6\u30a4\u30f3\u4e0a\u306e\u5229\u7528\u65b9\u6cd5 \u30c7\u30b6\u30a4\u30f3\u5206\u91ce\u306b\u304a\u3051\u308b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5229\u7528\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6709\u52b9\u3067\u3042\u308b\u3002     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\u5177\u4f53\u7684\u4e8b\u4f8b\u3042\u308bEC\u30b5\u30a4\u30c8\u3067\u306f\u3001FAQ\u5bfe\u5fdc\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u76ee\u7684\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3063\u305f\u3002\u4e00\u822c\u7684\u306aLLM\u3067\u306f\u66d6\u6627\u306a\u56de\u7b54\u306b\u306a\u308a\u3084\u3059\u304b\u3063\u305f\u304c\u3001\u81ea\u793e\u5546\u54c1\u30ab\u30bf\u30ed\u30b0\u3068\u904e\u53bb\u306e\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\u5c65\u6b74\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6c42\u3081\u308b\u6b63\u78ba\u304b\u3064\u30d6\u30e9\u30f3\u30c9\u30c8\u30fc\u30f3\u306b\u6cbf\u3063\u305f\u56de\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002\u3053\u306e\u7d50\u679c\u3001\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570\u304c\u524a\u6e1b\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u304c\u5411\u4e0a\u3057\u305f\u3002   RAG\u3068\u306e\u9055\u3044 \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306e\u982d\u306e\u4e2d\u3092\u66f8\u304d\u63db\u3048\u308b\u65b9\u6cd5\u305f\u3068\u3048\u3070\u3001\u30ed\u30dc\u30c3\u30c8\u306b\u300c\u30dd\u30b1\u30e2\u30f3\u306e\u540d\u524d\u3068\u7279\u5fb4\u300d\u3092\u4f55\u56de\u3082\u6559\u3048\u3066\u3001\u982d\u306e\u4e2d\u306b\u899a\u3048\u8fbc\u307e\u305b\u308b\u30a4\u30e1\u30fc\u30b8\u3002\u4e00\u5ea6\u899a\u3048\u305f\u3089\u3001\u305d\u306e\u30ed\u30dc\u30c3\u30c8\u306f\u96fb\u6e90\u3092\u5207\u3063\u3066\u3082\u300c\u30dd\u30b1\u30e2\u30f3\u535a\u58eb\u300d\u3068\u3057\u3066\u7b54\u3048\u3089\u308c\u308b\u3002\u305f\u3060\u3057\u3001\u3042\u3068\u304b\u3089\u65b0\u3057\u3044\u30dd\u30b1\u30e2\u30f3\u304c\u51fa\u3066\u304d\u305f\u3089\u3001\u3082\u3046\u4e00\u56de\u52c9\u5f37\uff08\u518d\u5b66\u7fd2\uff09\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002    \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0 \u2192 \u300c\u4e5d\u4e5d\u3092\u4e38\u6697\u8a18\u3059\u308b\u300d  RAG\uff08Retrieval-Augmented Generation\uff09 \u5fc5\u8981\u306a\u3068\u304d\u306b\u672c\u3092\u8abf\u3079\u308b\u65b9\u6cd5\u30ed\u30dc\u30c3\u30c8\u306f\u5168\u90e8\u3092\u6697\u8a18\u3057\u3066\u3044\u306a\u3044\u3051\u3069\u3001\u300c\u56f3\u66f8\u9928\u306e\u672c\u68da\u300d\u3068\u3064\u306a\u304c\u3063\u3066\u3044\u3066\u3001\u8cea\u554f\u3055\u308c\u305f\u3068\u304d\u306b\u672c\u3092\u63a2\u3057\u3066\u7b54\u3048\u308b\u3002\u3060\u304b\u3089\u65b0\u3057\u3044\u30dd\u30b1\u30e2\u30f3\u304c\u767b\u5834\u3057\u3066\u3082\u3001\u672c\u68da\u3092\u6700\u65b0\u306b\u3057\u3066\u304a\u3051\u3070\u3059\u3050\u7b54\u3048\u3089\u308c\u308b\u3002     RAG \u2192 \u300c\u4e5d\u4e5d\u306e\u8868\u3092\u3044\u3064\u3067\u3082\u898b\u306b\u884c\u3051\u308b\u300d   \u30d7\u30ed\u30c0\u30af\u30c8\u3084\u30c7\u30b6\u30a4\u30f3\u306e\u89b3\u70b9\u3067\u306f\uff1a   \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u300c\u30d6\u30e9\u30f3\u30c9\u306b\u5408\u308f\u305b\u3066\u5b8c\u5168\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300d\u3092\u4f5c\u308b\u3068\u304d\u306b\u4fbf\u5229\u3002  RAG\u306f\u300c\u5e38\u306b\u6700\u65b0\u306eFAQ\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u898b\u306a\u304c\u3089\u7b54\u3048\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300d\u3092\u4f5c\u308b\u3068\u304d\u306b\u4fbf\u5229\u3002  \u95a2\u9023\u7528\u8a9e   \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u00a0\u2192 \u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u30fb\u751f\u6210\u3067\u304d\u308b\u4eba\u5de5\u77e5\u80fd\u30e2\u30c7\u30eb  \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u2192 \u30e2\u30c7\u30eb\u3092\u300c\u6700\u521d\u304b\u3089\u5b66\u7fd2\u300d\u3059\u308b  RAG\u2192 \u30e2\u30c7\u30eb\u306b\u300c\u5916\u90e8\u77e5\u8b58\u300d\u3092\u3064\u306a\u3052\u308b  \u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc\u30e9\u30fc\u30cb\u30f3\u30b0 \u2192 \u65e2\u5b58\u306e\u77e5\u8b58\u3092\u300c\u5225\u306e\u5206\u91ce\u306b\u8ee2\u7528\u300d\u3059\u308b  \u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 \u2192 \u300c\u5165\u529b\u306e\u5de5\u592b\u300d\u3067\u6027\u80fd\u3092\u5f15\u304d\u51fa\u3059  \u30a4\u30f3\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0 \u2192 \u300c\u305d\u306e\u5834\u306e\u4f8b\u300d\u3067\u4e00\u6642\u7684\u306b\u5b66\u3076  \u30ca\u30ec\u30c3\u30b8\u30c7\u30a3\u30b9\u30c6\u30a3\u30ec\u30fc\u30b7\u30e7\u30f3 \u2192 \u5927\u304d\u306a\u30e2\u30c7\u30eb\u3092\u300c\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u306b\u7e2e\u5c0f\u300d\u3059\u308b  \u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\uff0f\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8 \u2192 \u300c\u5c11\u306a\u3044\u4f8b\u3067\u63a8\u8ad6\u300d\u3059\u308b"}