{"id":944,"date":"2025-11-14T11:15:37","date_gmt":"2025-11-14T02:15:37","guid":{"rendered":"https:\/\/itsenior.jp\/km\/?p=944"},"modified":"2025-11-14T11:16:48","modified_gmt":"2025-11-14T02:16:48","slug":"llm%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/itsenior.jp\/km\/llm%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%ef%bc%9f\/","title":{"rendered":"LLM\u3068\u306f\u4f55\u304b\uff1f"},"content":{"rendered":"\n

LLM\u3068\u306f<\/h3>\n\n\n\n

LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u81ea\u7136\u3067\u4e00\u8cab\u3057\u305f\u6587\u7ae0\u3092\u7406\u89e3\u3057\u751f\u6210\u3067\u304d\u308b\u4eba\u5de5\u77e5\u80fd\u30e2\u30c7\u30eb<\/strong>\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u8fd1\u5e74\u306eAI\u6280\u8853\u306e\u4e2d\u5fc3\u3068\u306a\u3063\u3066\u3044\u308b\u5206\u91ce\u3067\u3042\u308a\u3001\u751f\u6210AI\u3084\u5bfe\u8a71\u578bAI\u3001\u6a5f\u68b0\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u691c\u7d22\u652f\u63f4\u306a\u3069\u3001\u591a\u304f\u306e\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

LLM\u306f\u300c\u5927\u898f\u6a21\u300d\u3068\u3044\u3046\u540d\u524d\u306e\u901a\u308a\u3001\u6570\u5341\u5104\u304b\u3089\u6570\u5146\u3068\u3044\u3063\u305f\u975e\u5e38\u306b\u591a\u304f\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u5b66\u7fd2\u3055\u308c\u305f\u91cd\u307f\uff09<\/strong>\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u81a8\u5927\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3088\u3063\u3066\u3001\u8a00\u8a9e\u306e\u6587\u8108\u3001\u610f\u5473\u95a2\u4fc2\u3001\u8ad6\u7406\u69cb\u9020\u3001\u3055\u3089\u306b\u306f\u6587\u7ae0\u306e\u30b9\u30bf\u30a4\u30eb\u3084\u611f\u60c5\u7684\u30cb\u30e5\u30a2\u30f3\u30b9\u307e\u3067\u3082\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u3001\u6587\u7ae0\u306e\u88dc\u5b8c\u3001\u8981\u70b9\u306e\u62bd\u51fa\u306a\u3069\u3001\u5f93\u6765\u306eAI\u3067\u306f\u96e3\u3057\u304b\u3063\u305f\u9ad8\u5ea6\u306a\u8a00\u8a9e\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Transformer<\/h3>\n\n\n\n

LLM\u306e\u4e2d\u5fc3\u6280\u8853\u3068\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u30012017\u5e74\u306b\u63d0\u6848\u3055\u308c\u305f\u300cTransformer\u300d\u3068\u3044\u3046\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb<\/strong>\u3067\u3059\u3002Transformer\u306f\u300c\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\uff08Self-Attention\uff09\u300d\u3092\u7528\u3044\u3066\u3001\u6587\u7ae0\u306e\u4e2d\u3067\u3069\u306e\u5358\u8a9e\u304c\u91cd\u8981\u3067\u3042\u308b\u304b\u3092\u81ea\u52d5\u7684\u306b\u5224\u65ad\u3057\u306a\u304c\u3089\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u9577\u3044\u6587\u7ae0\u3067\u3082\u6587\u8108\u3092\u628a\u63e1\u3057\u3001\u6587\u8108\u306b\u5408\u3063\u305f\u51fa\u529b\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u5f93\u6765\u306eRNN\u306e\u3088\u3046\u306b\u9806\u756a\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u5b66\u7fd2\u3067\u304d\u305f\u70b9\u3082LLM\u666e\u53ca\u306e\u5927\u304d\u306a\u8981\u56e0\u3067\u3059\u3002<\/p>\n\n\n\n

LLM\u306e\u9577\u6240<\/h3>\n\n\n\n

LLM\u306e\u9577\u6240\u3068\u3057\u3066\u306f\u3001\u307e\u305a \u6c4e\u7528\u6027\u306e\u9ad8\u3055<\/strong> \u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u540c\u3058\u30e2\u30c7\u30eb\u304c\u7ffb\u8a33\u30fb\u8981\u7d04\u30fb\u5bfe\u8a71\u30fb\u5206\u6790\u306a\u3069\u591a\u304f\u306e\u30bf\u30b9\u30af\u3092\u3053\u306a\u305b\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u7523\u696d\u5206\u91ce\u3067\u5fdc\u7528<\/strong>\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u81a8\u5927\u306a\u77e5\u8b58\u3092\u4fdd\u6301\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4eba\u9593\u306e\u5c02\u9580\u5bb6\u3068\u540c\u7a0b\u5ea6\u306e\u56de\u7b54\u3092\u8fd4\u3059\u3053\u3068\u3082\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u3055\u3089\u306b\u3001\u8ffd\u52a0\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3084\u5916\u90e8\u691c\u7d22\u3092\u4f75\u7528\u3059\u308bRAG\u306a\u3069\u306e\u6280\u8853\u306b\u3088\u3063\u3066\u3001\u7279\u5b9a\u9818\u57df\u306b\u7279\u5316\u3057\u305f\u9ad8\u7cbe\u5ea6\u306a\u30b7\u30b9\u30c6\u30e0\u3082\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

LLM\u306e\u8ab2\u984c<\/h3>\n\n\n\n

\u4e00\u65b9\u3067\u3001LLM\u306b\u306f\u8ab2\u984c\u3082\u3042\u308a\u307e\u3059\u3002\u7b2c\u4e00\u306b\u3001\u30e2\u30c7\u30eb\u304c\u300c\u5b8c\u5168\u306a\u7406\u89e3\u300d\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u7d71\u8a08\u7684\u50be\u5411\u304b\u3089\u6700\u3082\u81ea\u7136\u306a\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u4ed5\u7d44\u307f\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u8aa4\u60c5\u5831\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/strong>\u7b2c\u4e8c\u306b\u3001\u5b66\u7fd2\u306b\u81a8\u5927\u306a\u8a08\u7b97\u8cc7\u6e90\u304c\u5fc5\u8981\u3067\u3001\u74b0\u5883\u8ca0\u8377\u3084\u30b3\u30b9\u30c8\u306e\u554f\u984c\u304c\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u8457\u4f5c\u6a29\u3084\u30c7\u30fc\u30bf\u5229\u7528\u306b\u95a2\u3059\u308b\u502b\u7406\u7684\u306a\u8b70\u8ad6\u3082\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u4eca\u5f8c\u306e\u767a\u5c55<\/h3>\n\n\n\n

\u305d\u308c\u3067\u3082\u3001LLM\u306f\u4eba\u9593\u306e\u77e5\u7684\u6d3b\u52d5\u3092\u5f37\u529b\u306b\u62e1\u5f35\u3059\u308b\u6280\u8853\u3068\u3057\u3066\u3001\u4eca\u5f8c\u3055\u3089\u306b\u767a\u5c55\u3059\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u6587\u7ae0\u306e\u751f\u6210\u3060\u3051\u3067\u306a\u304f\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u88dc\u52a9\u3001\u6559\u80b2\u652f\u63f4\u3001\u7814\u7a76\u958b\u767a\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u81ea\u52d5\u5316\u306a\u3069\u3001\u591a\u304f\u306e\u9818\u57df\u3067\u300c\u65b0\u3057\u3044\u30d1\u30fc\u30c8\u30ca\u30fc\u300d\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u7dcf\u3058\u3066\u3001LLM\u306f \u300c\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u751f\u6210\u3059\u308b\u80fd\u529b\u3092\u6301\u3064\u3001\u6975\u3081\u3066\u9ad8\u5ea6\u3067\u6c4e\u7528\u7684\u306aAI\u57fa\u76e4\u300d<\/strong> \u3067\u3042\u308a\u3001\u73fe\u4ee3\u306eAI\u793e\u4f1a\u3092\u652f\u3048\u308b\u4e2d\u6838\u6280\u8853\u3068\u3057\u3066\u307e\u3059\u307e\u3059\u91cd\u8981\u6027\u3092\u5897\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"

LLM\u3068\u306f LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3068\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u81ea\u7136\u3067\u4e00\u8cab\u3057\u305f\u6587\u7ae0\u3092\u7406\u89e3\u3057\u751f\u6210\u3067\u304d\u308b\u4eba\u5de5\u77e5\u80fd\u30e2\u30c7\u30eb\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u8fd1\u5e74\u306eAI\u6280\u8853\u306e\u4e2d\u5fc3\u3068\u306a\u3063\u3066\u3044\u308b\u5206\u91ce\u3067\u3042\u308a\u3001\u751f\u6210AI\u3084\u5bfe\u8a71\u578bAI\u3001 […]<\/p>\n","protected":false},"author":1,"featured_media":947,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[54,47],"tags":[],"class_list":["post-944","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-llm","category-ai-mechanism"],"_links":{"self":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/944","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/comments?post=944"}],"version-history":[{"count":1,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/944\/revisions"}],"predecessor-version":[{"id":946,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/944\/revisions\/946"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media\/947"}],"wp:attachment":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media?parent=944"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/categories?post=944"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/tags?post=944"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}